elapsed_seconds_since_start,server_round,event_type,client_cid,s_available_cids_count,s_client_state_tuple,s_was_selected,s_client_q_value,s_client_selection_prob,l_state_at_selection,l_reward_performance_component,l_reward_fairness_penalty_component,l_reward_resource_cost_component,l_reward_for_action,c_eval_partition_id,c_eval_profile_name,c_eval_cores,c_eval_f1,c_eval_accuracy,c_eval_precision,c_eval_recall,c_eval_num_samples,c_eval_time_seconds,c_fit_time_seconds,c_fit_cpu_percent
30.106147,1,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7011494252873564,0.5630252100840336,0.8591549295774648,0.5922330097087378,119,0.0084836483001708,,
30.106656,1,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6914893617021277,0.5671641791044776,0.8125,0.6018518518518519,134,0.0170347690582275,,
30.107003,1,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6802721088435374,0.5392156862745098,0.819672131147541,0.5813953488372093,102,0.01298189163208,,
30.10727,1,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6564102564102564,0.528169014084507,0.7529411764705882,0.5818181818181818,142,0.0159075260162353,,
30.10756,1,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6934984520123839,0.5540540540540541,0.8421052631578947,0.5894736842105263,222,0.0276663303375244,,
30.107861,1,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6968325791855203,0.5472972972972973,0.8651685393258427,0.5833333333333334,148,0.0549561977386474,,
30.10817,1,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7189542483660131,0.5784313725490197,0.9016393442622952,0.5978260869565217,102,0.0291392803192138,,
30.108618,1,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6754966887417219,0.5196078431372549,0.8360655737704918,0.5666666666666667,102,0.0113570690155029,,
30.108992,1,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6754385964912281,0.5460122699386503,0.7857142857142857,0.5923076923076923,163,0.0441131591796875,,
30.109311,1,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6552901023890785,0.5097087378640777,0.7804878048780488,0.5647058823529412,206,0.0159022808074951,,
30.109842,1,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6777777777777778,0.5433070866141733,0.8026315789473685,0.5865384615384616,127,0.015967845916748,,
30.110179,1,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6486486486486487,0.514018691588785,0.75,0.5714285714285714,107,0.0074784755706787,,
30.110443,1,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.660377358490566,0.5183946488294314,0.7821229050279329,0.5714285714285714,299,0.0103044509887695,,
30.110796,1,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6897637795275591,0.5532879818594104,0.8295454545454546,0.5902964959568733,441,0.0128676891326904,,
30.111199,1,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6994535519125683,0.5686274509803921,0.8366013071895425,0.6009389671361502,255,0.01194429397583,,
30.1115,1,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6872037914691943,0.547945205479452,0.8285714285714286,0.5870445344129555,292,0.0097525119781494,,
30.111798,1,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7024793388429752,0.5662650602409639,0.8536585365853658,0.59679037111334,1162,0.0791587829589843,,
30.112059,1,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7241379310344828,0.5932203389830508,0.8873239436619719,0.6116504854368932,118,0.0345485210418701,,
30.112455,1,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.6806649168853893,0.5408805031446541,0.8155136268343816,0.5840840840840841,795,0.0181858539581298,,
30.112823,1,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7050359712230215,0.5980392156862745,0.8032786885245902,0.6282051282051282,102,0.0074036121368408,,
30.113201,1,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6892488954344624,0.5491452991452992,0.8327402135231317,0.5879396984924623,468,0.0158371925354003,,
30.113629,1,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7114093959731543,0.5784313725490197,0.8688524590163934,0.6022727272727273,102,0.0218281745910644,,
30.113891,1,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.6934566145092461,0.5565843621399177,0.8361921097770154,0.5923450789793439,1944,0.0743229389190673,,
30.114248,1,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.684931506849315,0.5490196078431373,0.819672131147541,0.5882352941176471,102,0.0434966087341308,,
30.114612,1,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6793168880455408,0.536986301369863,0.817351598173516,0.5811688311688312,365,0.0124757289886474,,
42.144071,2,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1024403572082519,0.0
42.144554,2,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.2608189582824707,4.072727272727272
42.144931,2,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.8070216178894043,5.536363636363636
66.255358,2,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6622516556291391,0.5,0.819672131147541,0.5555555555555556,102,0.0110089778900146,,
66.25573,2,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.6712328767123288,0.5294117647058824,0.8032786885245902,0.5764705882352941,102,0.0081715583801269,,
66.256053,2,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6877828054298643,0.5337837837837838,0.8539325842696629,0.5757575757575758,148,0.0123019218444824,,
66.256376,2,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6824644549763034,0.541095890410959,0.8228571428571428,0.582995951417004,292,0.0076510906219482,,
66.256668,2,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6351351351351351,0.4953271028037383,0.734375,0.5595238095238095,107,0.0053796768188476,,
66.25701,2,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.673665791776028,0.5308176100628931,0.8071278825995807,0.5780780780780781,795,0.0105941295623779,,
66.25735,2,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6621160409556314,0.5194174757281553,0.7886178861788617,0.5705882352941176,206,0.0167114734649658,,
66.257759,2,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6578947368421053,0.5214723926380368,0.7653061224489796,0.5769230769230769,163,0.0096352100372314,,
66.258259,2,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7241379310344828,0.5932203389830508,0.8873239436619719,0.6116504854368932,118,0.0104618072509765,,
66.25854,2,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6873065015479877,0.545045045045045,0.8345864661654135,0.5842105263157895,222,0.0078852176666259,,
66.259004,2,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6740157480314961,0.5306122448979592,0.8106060606060606,0.5768194070080862,441,0.0168957710266113,,
66.259466,2,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6914893617021277,0.5671641791044776,0.8125,0.6018518518518519,134,0.0060164928436279,,
66.259761,2,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.676923076923077,0.5563380281690141,0.7764705882352941,0.6,142,0.0107748508453369,,
66.260315,2,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6922622563496751,0.5516351118760757,0.8419540229885057,0.5877632898696088,1162,0.0222563743591308,,
66.260927,2,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.6877667140825036,0.5483539094650206,0.8293310463121784,0.5874848116646415,1944,0.0350000858306884,,
66.261339,2,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6863033873343152,0.5448717948717948,0.8291814946619217,0.585427135678392,468,0.0125401020050048,,
66.261717,2,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.697986577181208,0.5588235294117647,0.8524590163934426,0.5909090909090909,102,0.0053164958953857,,
66.262088,2,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6462264150943396,0.4983277591973244,0.7653631284916201,0.5591836734693878,299,0.0076406002044677,,
66.262371,2,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.6906474820143885,0.5784313725490197,0.7868852459016393,0.6153846153846154,102,0.0058901309967041,,
66.262706,2,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6793168880455408,0.536986301369863,0.817351598173516,0.5811688311688312,365,0.007939338684082,,
66.263116,2,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6885245901639344,0.5529411764705883,0.8235294117647058,0.5915492957746479,255,0.0063793659210205,,
66.263456,2,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6666666666666666,0.5275590551181102,0.7894736842105263,0.5769230769230769,127,0.0067782402038574,,
66.263854,2,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6802721088435374,0.5392156862745098,0.819672131147541,0.5813953488372093,102,0.0082752704620361,,
66.26426,2,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7058823529411765,0.5588235294117647,0.8852459016393442,0.5869565217391305,102,0.0056772232055664,,
66.26463,2,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7011494252873564,0.5630252100840336,0.8591549295774648,0.5922330097087378,119,0.0059611797332763,,
66.275944,3,selection_info,16206290167654754491,25,"(6, 0, 0, 6, 0)",0,0.0,0.0393543240724068,,,,,,,,,,,,,,,,
66.276304,3,selection_info,13644997368299628738,25,"(6, 0, 0, 6, 0)",0,0.0,0.0393543240724068,,,,,,,,,,,,,,,,
66.276577,3,selection_info,16506691070021547649,25,"(6, 0, 2, 6, 0)",1,0.05,0.0413720613461354,,,,,,,,,,,,,,,,
66.276822,3,selection_info,4354536512509177290,25,"(6, 0, 1, 6, 0)",0,0.0,0.0393543240724068,,,,,,,,,,,,,,,,
66.277121,3,selection_info,17381897621308759492,25,"(6, 0, 2, 6, 0)",1,0.05,0.0413720613461354,,,,,,,,,,,,,,,,
66.277426,3,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 0)",0,0.0,0.0393543240724068,,,,,,,,,,,,,,,,
66.277709,3,selection_info,13392168843036499530,25,"(7, 0, 0, 6, 0)",0,0.0,0.0393543240724068,,,,,,,,,,,,,,,,
66.278048,3,selection_info,5631037270461107728,25,"(6, 1, 2, 6, 0)",1,0.05,0.0413720613461354,,,,,,,,,,,,,,,,
66.278336,3,selection_info,1234113313308987156,25,"(6, 0, 0, 6, 0)",0,0.0,0.0393543240724068,,,,,,,,,,,,,,,,
66.278638,3,selection_info,10192160218266941336,25,"(6, 0, 0, 6, 0)",0,0.0,0.0393543240724068,,,,,,,,,,,,,,,,
66.278909,3,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 0)",0,0.0,0.0393543240724068,,,,,,,,,,,,,,,,
66.279231,3,selection_info,10577062229270185434,25,"(7, 1, 2, 6, 0)",1,0.05,0.0413720613461354,,,,,,,,,,,,,,,,
66.279494,3,selection_info,15492424130391261209,25,"(7, 0, 0, 6, 0)",0,0.0,0.0393543240724068,,,,,,,,,,,,,,,,
66.279869,3,selection_info,11806130149938443739,25,"(6, 0, 2, 6, 0)",1,0.05,0.0413720613461354,,,,,,,,,,,,,,,,
66.28074,3,selection_info,15368353039753191835,25,"(6, 0, 1, 6, 0)",0,0.0,0.0393543240724068,,,,,,,,,,,,,,,,
66.281256,3,selection_info,8818734309448792929,25,"(6, 0, 1, 6, 0)",0,0.0,0.0393543240724068,,,,,,,,,,,,,,,,
66.281682,3,selection_info,4223374082031152552,25,"(6, 1, 2, 6, 0)",0,0.05,0.0413720613461354,,,,,,,,,,,,,,,,
66.282243,3,selection_info,9877728866716932389,25,"(7, 0, 0, 6, 0)",0,0.0,0.0393543240724068,,,,,,,,,,,,,,,,
66.282573,3,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 0)",0,0.0,0.0393543240724068,,,,,,,,,,,,,,,,
66.283021,3,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 0)",0,0.0,0.0393543240724068,,,,,,,,,,,,,,,,
66.283374,3,selection_info,17833758267265781484,25,"(6, 0, 2, 6, 0)",0,0.05,0.0413720613461354,,,,,,,,,,,,,,,,
66.284445,3,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 0)",0,0.0,0.0393543240724068,,,,,,,,,,,,,,,,
66.285114,3,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 0)",0,0.0,0.0393543240724068,,,,,,,,,,,,,,,,
66.285491,3,selection_info,14767769360382008888,25,"(6, 0, 2, 6, 0)",0,0.05,0.0413720613461354,,,,,,,,,,,,,,,,
66.285773,3,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 0)",0,0.0,0.0393543240724068,,,,,,,,,,,,,,,,
75.319498,3,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1026198863983154,0.0
75.319938,3,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.8895819187164307,5.068181818181818
75.320332,3,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.9991109371185304,5.363636363636363
75.320579,3,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.1276772022247314,29.38181818181818
75.320838,3,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1368067264556884,30.83636363636364
102.413062,3,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6996904024767802,0.5630630630630631,0.849624060150376,0.5947368421052631,222,0.0081565380096435,,
102.413555,3,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6486486486486487,0.514018691588785,0.75,0.5714285714285714,107,0.0068697929382324,,
102.413868,3,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6666666666666666,0.5215686274509804,0.7973856209150327,0.5727699530516432,255,0.007720947265625,,
102.414211,3,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6527514231499051,0.4986301369863014,0.7853881278538812,0.5584415584415584,365,0.0068764686584472,,
102.414675,3,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.6474820143884892,0.5196078431372549,0.7377049180327869,0.5769230769230769,102,0.005051851272583,,
102.414984,3,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6666666666666666,0.5275590551181102,0.7894736842105263,0.5769230769230769,127,0.005472183227539,,
102.415426,3,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7058823529411765,0.5588235294117647,0.8852459016393442,0.5869565217391305,102,0.0068533420562744,,
102.415806,3,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6877828054298643,0.5337837837837838,0.8539325842696629,0.5757575757575758,148,0.0100274085998535,,
102.416178,3,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6595744680851063,0.5223880597014925,0.775,0.5740740740740741,134,0.0068166255950927,,
102.416564,3,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6845637583892618,0.5392156862745098,0.8360655737704918,0.5795454545454546,102,0.0058863162994384,,
102.416866,3,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.6792318634423897,0.5360082304526749,0.8190394511149228,0.5801944106925881,1944,0.0286276340484619,,
102.417214,3,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6863033873343152,0.5448717948717948,0.8291814946619217,0.585427135678392,468,0.0124340057373046,,
102.417617,3,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6348122866894198,0.4805825242718446,0.7560975609756098,0.5470588235294118,206,0.0072627067565917,,
102.418015,3,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7011494252873564,0.5630252100840336,0.8591549295774648,0.5922330097087378,119,0.0061404705047607,,
102.418394,3,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.6771653543307087,0.5358490566037736,0.8113207547169812,0.581081081081081,795,0.010129690170288,,
102.41868,3,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6729857819905213,0.5273972602739726,0.8114285714285714,0.5748987854251012,292,0.0080881118774414,,
102.419324,3,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7241379310344828,0.5932203389830508,0.8873239436619719,0.6116504854368932,118,0.0116569995880126,,
102.419865,3,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6771653543307087,0.5351473922902494,0.8143939393939394,0.5795148247978437,441,0.0077242851257324,,
102.420268,3,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6802721088435374,0.5392156862745098,0.819672131147541,0.5813953488372093,102,0.0097522735595703,,
102.420595,3,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6622516556291391,0.5,0.819672131147541,0.5555555555555556,102,0.0083444118499755,,
102.421,3,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.684931506849315,0.5490196078431373,0.819672131147541,0.5882352941176471,102,0.0094609260559082,,
102.421636,3,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6894923258559622,0.5473321858864028,0.8378766140602583,0.5857572718154463,1162,0.0232715606689453,,
102.422066,3,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6491228070175439,0.50920245398773,0.7551020408163265,0.5692307692307692,163,0.0092568397521972,,
102.422396,3,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6564102564102564,0.528169014084507,0.7529411764705882,0.5818181818181818,142,0.0089154243469238,,
102.422727,3,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6320754716981132,0.4782608695652174,0.7486033519553073,0.5469387755102041,299,0.0128464698791503,,
102.427498,3,learning_update,16506691070021547649,,,,,,"(6, 0, 2, 6, 0)",0.722434169289439,0.0,0.31,0.412434169289439,,,,,,,,,,,
102.428328,3,learning_update,17381897621308759492,,,,,,"(6, 0, 2, 6, 0)",0.722434169289439,0.0,0.31,0.412434169289439,,,,,,,,,,,
102.429073,3,learning_update,5631037270461107728,,,,,,"(6, 1, 2, 6, 0)",0.722434169289439,0.0,0.31,0.412434169289439,,,,,,,,,,,
102.429802,3,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 6, 0)",0.722434169289439,0.0,0.31,0.412434169289439,,,,,,,,,,,
102.430631,3,learning_update,11806130149938443739,,,,,,"(6, 0, 2, 6, 0)",0.722434169289439,0.0,0.31,0.412434169289439,,,,,,,,,,,
102.436255,4,selection_info,16206290167654754491,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393510512374625,,,,,,,,,,,,,,,,
102.436657,4,selection_info,13644997368299628738,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393510512374625,,,,,,,,,,,,,,,,
102.436979,4,selection_info,16506691070021547649,25,"(6, 1, 2, 6, 6)",1,0.05,0.0413790161203921,,,,,,,,,,,,,,,,
102.437291,4,selection_info,4354536512509177290,25,"(6, 0, 1, 6, 6)",0,0.0,0.0393510512374625,,,,,,,,,,,,,,,,
102.437618,4,selection_info,17381897621308759492,25,"(6, 1, 2, 6, 6)",1,0.05,0.0413790161203921,,,,,,,,,,,,,,,,
102.437978,4,selection_info,13392168843036499530,25,"(7, 0, 0, 6, 6)",0,0.0,0.0393510512374625,,,,,,,,,,,,,,,,
102.438378,4,selection_info,5631037270461107728,25,"(6, 2, 2, 6, 6)",1,0.05,0.0413790161203921,,,,,,,,,,,,,,,,
102.438665,4,selection_info,1234113313308987156,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393510512374625,,,,,,,,,,,,,,,,
102.438973,4,selection_info,10192160218266941336,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393510512374625,,,,,,,,,,,,,,,,
102.439299,4,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393510512374625,,,,,,,,,,,,,,,,
102.439663,4,selection_info,10577062229270185434,25,"(7, 2, 2, 6, 6)",1,0.05,0.0413790161203921,,,,,,,,,,,,,,,,
102.44005,4,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393510512374625,,,,,,,,,,,,,,,,
102.440353,4,selection_info,11806130149938443739,25,"(6, 1, 2, 6, 6)",1,0.05,0.0413790161203921,,,,,,,,,,,,,,,,
102.440664,4,selection_info,15368353039753191835,25,"(6, 0, 1, 6, 6)",0,0.0,0.0393510512374625,,,,,,,,,,,,,,,,
102.44098,4,selection_info,8818734309448792929,25,"(6, 0, 1, 6, 6)",0,0.0,0.0393510512374625,,,,,,,,,,,,,,,,
102.441354,4,selection_info,4223374082031152552,25,"(6, 1, 2, 6, 6)",0,0.05,0.0413790161203921,,,,,,,,,,,,,,,,
102.441672,4,selection_info,9877728866716932389,25,"(7, 0, 0, 6, 6)",0,0.0,0.0393510512374625,,,,,,,,,,,,,,,,
102.441981,4,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393510512374625,,,,,,,,,,,,,,,,
102.442414,4,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,0.0,0.0393510512374625,,,,,,,,,,,,,,,,
102.442867,4,selection_info,17833758267265781484,25,"(6, 0, 2, 6, 6)",0,0.05,0.0413790161203921,,,,,,,,,,,,,,,,
102.443369,4,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393510512374625,,,,,,,,,,,,,,,,
102.4438,4,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393510512374625,,,,,,,,,,,,,,,,
102.444244,4,selection_info,14767769360382008888,25,"(6, 0, 2, 6, 6)",0,0.05,0.0413790161203921,,,,,,,,,,,,,,,,
102.444703,4,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393510512374625,,,,,,,,,,,,,,,,
102.444967,4,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393510512374625,,,,,,,,,,,,,,,,
114.479632,4,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1277639865875244,17.295454545454547
114.48021,4,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1026270389556884,0.0
114.480507,4,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.1306769847869873,29.472727272727276
114.480796,4,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1237390041351318,17.818181818181817
114.481119,4,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1260435581207275,28.41818181818182
138.613795,4,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6859504132231405,0.5421686746987951,0.8335724533715926,0.5827482447342026,1162,0.0209236145019531,,
138.614211,4,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.6770981507823614,0.5329218106995884,0.8164665523156089,0.5783718104495748,1944,0.0374166965484619,,
138.614545,4,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.6666666666666666,0.5207547169811321,0.7987421383647799,0.5720720720720721,795,0.0102601051330566,,
138.614921,4,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6489563567362429,0.4931506849315068,0.7808219178082192,0.5551948051948052,365,0.0083990097045898,,
138.61542,4,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.6712328767123288,0.5294117647058824,0.8032786885245902,0.5764705882352941,102,0.0098257064819335,,
138.616076,4,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6612021857923497,0.5137254901960784,0.7908496732026143,0.568075117370892,255,0.009230613708496,,
138.616477,4,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6491228070175439,0.50920245398773,0.7551020408163265,0.5692307692307692,163,0.0104238986968994,,
138.616835,4,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6564102564102564,0.528169014084507,0.7529411764705882,0.5818181818181818,142,0.0104861259460449,,
138.617197,4,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6320754716981132,0.4782608695652174,0.7486033519553073,0.5469387755102041,299,0.0120470523834228,,
138.617602,4,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6877828054298643,0.5337837837837838,0.8539325842696629,0.5757575757575758,148,0.0088374614715576,,
138.618001,4,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6729857819905213,0.5273972602739726,0.8114285714285714,0.5748987854251012,292,0.006854772567749,,
138.618343,4,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.6330935251798561,0.5,0.7213114754098361,0.5641025641025641,102,0.0058240890502929,,
138.618672,4,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6622516556291391,0.5,0.819672131147541,0.5555555555555556,102,0.0083606243133544,,
138.619023,4,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6348122866894198,0.4805825242718446,0.7560975609756098,0.5470588235294118,206,0.0076501369476318,,
138.619309,4,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.6896551724137931,0.5462184873949579,0.8450704225352113,0.5825242718446602,119,0.0062270164489746,,
138.61958,4,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6708661417322834,0.5260770975056689,0.8068181818181818,0.5741239892183289,441,0.0176515579223632,,
138.61992,4,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6486486486486487,0.514018691588785,0.75,0.5714285714285714,107,0.0056324005126953,,
138.620234,4,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6555555555555556,0.5118110236220472,0.7763157894736842,0.5673076923076923,127,0.0056724548339843,,
138.62052,4,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6873065015479877,0.545045045045045,0.8345864661654135,0.5842105263157895,222,0.0075736045837402,,
138.620833,4,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7241379310344828,0.5932203389830508,0.8873239436619719,0.6116504854368932,118,0.0082321166992187,,
138.621189,4,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6666666666666666,0.5196078431372549,0.8032786885245902,0.5697674418604651,102,0.0086092948913574,,
138.621555,4,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6845637583892618,0.5392156862745098,0.8360655737704918,0.5795454545454546,102,0.0056300163269042,,
138.621889,4,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7058823529411765,0.5588235294117647,0.8852459016393442,0.5869565217391305,102,0.0057637691497802,,
138.622235,4,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6595744680851063,0.5223880597014925,0.775,0.5740740740740741,134,0.0090589523315429,,
138.622513,4,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6804123711340206,0.5363247863247863,0.8220640569395018,0.5804020100502513,468,0.0119268894195556,,
138.626232,4,learning_update,16506691070021547649,,,,,,"(6, 1, 2, 6, 6)",-0.0043367222095709,0.0,0.31,-0.3143367222095709,,,,,,,,,,,
138.627062,4,learning_update,17381897621308759492,,,,,,"(6, 1, 2, 6, 6)",-0.0043367222095709,0.0,0.31,-0.3143367222095709,,,,,,,,,,,
138.627681,4,learning_update,5631037270461107728,,,,,,"(6, 2, 2, 6, 6)",-0.0043367222095709,0.0,0.31,-0.3143367222095709,,,,,,,,,,,
138.628466,4,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 6, 6)",-0.0043367222095709,0.0,0.31,-0.3143367222095709,,,,,,,,,,,
138.629222,4,learning_update,11806130149938443739,,,,,,"(6, 1, 2, 6, 6)",-0.0043367222095709,0.0,0.31,-0.3143367222095709,,,,,,,,,,,
138.634659,5,selection_info,16206290167654754491,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393790922023127,,,,,,,,,,,,,,,,
138.635149,5,selection_info,13644997368299628738,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393790922023127,,,,,,,,,,,,,,,,
138.635441,5,selection_info,16506691070021547649,25,"(6, 2, 2, 6, 6)",1,0.0468066327779043,0.0412855766821086,,,,,,,,,,,,,,,,
138.635704,5,selection_info,4354536512509177290,25,"(6, 0, 1, 6, 6)",0,0.0,0.0393790922023127,,,,,,,,,,,,,,,,
138.636066,5,selection_info,17381897621308759492,25,"(6, 2, 2, 6, 6)",0,0.0468066327779043,0.0412855766821086,,,,,,,,,,,,,,,,
138.636515,5,selection_info,13392168843036499530,25,"(7, 0, 0, 6, 6)",0,0.0,0.0393790922023127,,,,,,,,,,,,,,,,
138.63697,5,selection_info,5631037270461107728,25,"(6, 3, 2, 6, 6)",1,0.05,0.0414189599100695,,,,,,,,,,,,,,,,
138.637388,5,selection_info,1234113313308987156,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393790922023127,,,,,,,,,,,,,,,,
138.637657,5,selection_info,10192160218266941336,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393790922023127,,,,,,,,,,,,,,,,
138.637965,5,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393790922023127,,,,,,,,,,,,,,,,
138.638289,5,selection_info,10577062229270185434,25,"(7, 3, 2, 6, 6)",1,0.05,0.0414189599100695,,,,,,,,,,,,,,,,
138.638568,5,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393790922023127,,,,,,,,,,,,,,,,
138.638901,5,selection_info,11806130149938443739,25,"(6, 2, 2, 6, 6)",0,0.0468066327779043,0.0412855766821086,,,,,,,,,,,,,,,,
138.639308,5,selection_info,15368353039753191835,25,"(6, 0, 1, 6, 6)",0,0.0,0.0393790922023127,,,,,,,,,,,,,,,,
138.639618,5,selection_info,8818734309448792929,25,"(6, 0, 1, 6, 6)",0,0.0,0.0393790922023127,,,,,,,,,,,,,,,,
138.639953,5,selection_info,4223374082031152552,25,"(6, 1, 2, 6, 6)",0,0.0404866397086546,0.0410228628740782,,,,,,,,,,,,,,,,
138.64024,5,selection_info,9877728866716932389,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393790922023127,,,,,,,,,,,,,,,,
138.640498,5,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393790922023127,,,,,,,,,,,,,,,,
138.640879,5,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,0.0,0.0393790922023127,,,,,,,,,,,,,,,,
138.64124,5,selection_info,17833758267265781484,25,"(6, 0, 2, 6, 6)",1,0.05,0.0414189599100695,,,,,,,,,,,,,,,,
138.641616,5,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393790922023127,,,,,,,,,,,,,,,,
138.642012,5,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393790922023127,,,,,,,,,,,,,,,,
138.642363,5,selection_info,14767769360382008888,25,"(6, 0, 2, 6, 6)",1,0.05,0.0414189599100695,,,,,,,,,,,,,,,,
138.642688,5,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393790922023127,,,,,,,,,,,,,,,,
138.643201,5,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,0.0,0.0393790922023127,,,,,,,,,,,,,,,,
150.676507,5,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.137840986251831,19.6
150.677086,5,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,1.6299560070037842,5.48125
150.677445,5,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,1.1660304069519043,6.9875
150.677737,5,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.1348795890808105,29.772727272727277
150.678079,5,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1271111965179443,29.85909090909091
180.76882,5,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.6781609195402298,0.5294117647058824,0.8309859154929577,0.5728155339805825,119,0.0065882205963134,,
180.76915,5,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.680047225501771,0.5335628227194492,0.8263988522238164,0.5777331995987964,1162,0.0234293937683105,,
180.769603,5,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6530612244897959,0.5,0.7868852459016393,0.5581395348837209,102,0.0081899166107177,,
180.770042,5,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6461538461538462,0.5140845070422535,0.7411764705882353,0.5727272727272728,142,0.0092997550964355,,
180.770591,5,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6527514231499051,0.4986301369863014,0.7853881278538812,0.5584415584415584,365,0.0075383186340332,,
180.770977,5,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.6474820143884892,0.5196078431372549,0.7377049180327869,0.5769230769230769,102,0.0049545764923095,,
180.771282,5,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6348122866894198,0.4805825242718446,0.7560975609756098,0.5470588235294118,206,0.01131272315979,,
180.771602,5,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.684931506849315,0.5490196078431373,0.819672131147541,0.5882352941176471,102,0.0090110301971435,,
180.771914,5,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6351351351351351,0.4953271028037383,0.734375,0.5595238095238095,107,0.0109171867370605,,
180.772187,5,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6612021857923497,0.5137254901960784,0.7908496732026143,0.568075117370892,255,0.0067901611328125,,
180.772594,5,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.6657183499288762,0.5164609053497943,0.8027444253859348,0.56865127582017,1944,0.0290091037750244,,
180.772962,5,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6635071090047393,0.5136986301369864,0.8,0.5668016194331984,292,0.0065405368804931,,
180.773241,5,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6622516556291391,0.5,0.819672131147541,0.5555555555555556,102,0.0100972652435302,,
180.773523,5,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6491228070175439,0.50920245398773,0.7551020408163265,0.5692307692307692,163,0.009500503540039,,
180.77397,5,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.648936170212766,0.5074626865671642,0.7625,0.5648148148148148,134,0.0053129196166992,,
180.774311,5,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6555555555555556,0.5118110236220472,0.7763157894736842,0.5673076923076923,127,0.0057199001312255,,
180.774674,5,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6677165354330709,0.5215419501133787,0.803030303030303,0.5714285714285714,441,0.0086636543273925,,
180.774937,5,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.6596675415573053,0.5106918238993711,0.790356394129979,0.566066066066066,795,0.0094468593597412,,
180.775235,5,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6968325791855203,0.5472972972972973,0.8651685393258427,0.5833333333333334,148,0.008624792098999,,
180.775681,5,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6845637583892618,0.5392156862745098,0.8360655737704918,0.5795454545454546,102,0.0056049823760986,,
180.776005,5,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7058823529411765,0.5588235294117647,0.8852459016393442,0.5869565217391305,102,0.0071401596069335,,
180.776241,5,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6273584905660378,0.471571906354515,0.7430167597765364,0.5428571428571428,299,0.0155270099639892,,
180.776594,5,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6749226006191951,0.527027027027027,0.8195488721804511,0.5736842105263158,222,0.0068476200103759,,
180.776963,5,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7011494252873564,0.559322033898305,0.8591549295774648,0.5922330097087378,118,0.007885456085205,,
180.777199,5,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6745213549337261,0.5277777777777778,0.8149466192170819,0.5753768844221105,468,0.0122210979461669,,
180.781655,5,learning_update,5631037270461107728,,,,,,"(6, 3, 2, 6, 6)",-0.0062285596030608,0.02,0.31,-0.3362285596030608,,,,,,,,,,,
180.782411,5,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 6, 6)",-0.0062285596030608,0.02,0.31,-0.3362285596030608,,,,,,,,,,,
180.783086,5,learning_update,17833758267265781484,,,,,,"(6, 0, 2, 6, 6)",-0.0062285596030608,0.02,0.31,-0.3362285596030608,,,,,,,,,,,
180.783826,5,learning_update,14767769360382008888,,,,,,"(6, 0, 2, 6, 6)",-0.0062285596030608,0.02,0.31,-0.3362285596030608,,,,,,,,,,,
180.784672,5,learning_update,16506691070021547649,,,,,,"(6, 2, 2, 6, 6)",-0.0062285596030608,0.02,0.31,-0.3362285596030608,,,,,,,,,,,
180.789783,6,selection_info,16206290167654754491,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394189494088866,,,,,,,,,,,,,,,,
180.790152,6,selection_info,13644997368299628738,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394189494088866,,,,,,,,,,,,,,,,
180.790448,6,selection_info,16506691070021547649,25,"(6, 3, 2, 6, 6)",1,0.0465877144039693,0.0413279976334344,,,,,,,,,,,,,,,,
180.790844,6,selection_info,4354536512509177290,25,"(6, 0, 1, 6, 6)",0,0.0,0.0394189494088866,,,,,,,,,,,,,,,,
180.791202,6,selection_info,17381897621308759492,25,"(6, 2, 2, 6, 6)",1,0.0433955702837303,0.041194290771916,,,,,,,,,,,,,,,,
180.79155,6,selection_info,13392168843036499530,25,"(7, 0, 0, 6, 6)",0,0.0,0.0394189494088866,,,,,,,,,,,,,,,,
180.791943,6,selection_info,5631037270461107728,25,"(6, 4, 2, 6, 6)",1,0.05,0.0414714053316395,,,,,,,,,,,,,,,,
180.79229,6,selection_info,1234113313308987156,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394189494088866,,,,,,,,,,,,,,,,
180.792638,6,selection_info,10192160218266941336,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394189494088866,,,,,,,,,,,,,,,,
180.792983,6,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394189494088866,,,,,,,,,,,,,,,,
180.793245,6,selection_info,10577062229270185434,25,"(7, 4, 2, 6, 6)",1,0.05,0.0414714053316395,,,,,,,,,,,,,,,,
180.7936,6,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394189494088866,,,,,,,,,,,,,,,,
180.793891,6,selection_info,11806130149938443739,25,"(6, 2, 2, 6, 6)",1,0.0433955702837303,0.041194290771916,,,,,,,,,,,,,,,,
180.794203,6,selection_info,15368353039753191835,25,"(6, 0, 1, 6, 6)",0,0.0,0.0394189494088866,,,,,,,,,,,,,,,,
180.794619,6,selection_info,8818734309448792929,25,"(6, 0, 1, 6, 6)",0,0.0,0.0394189494088866,,,,,,,,,,,,,,,,
180.795023,6,selection_info,4223374082031152552,25,"(6, 1, 2, 6, 6)",0,0.0404866397086546,0.0410728234027939,,,,,,,,,,,,,,,,
180.795297,6,selection_info,9877728866716932389,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394189494088866,,,,,,,,,,,,,,,,
180.795684,6,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394189494088866,,,,,,,,,,,,,,,,
180.795938,6,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,0.0,0.0394189494088866,,,,,,,,,,,,,,,,
180.796207,6,selection_info,17833758267265781484,25,"(6, 1, 2, 6, 6)",0,0.0404866397086546,0.0410728234027939,,,,,,,,,,,,,,,,
180.796444,6,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394189494088866,,,,,,,,,,,,,,,,
180.796798,6,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394189494088866,,,,,,,,,,,,,,,,
180.797152,6,selection_info,14767769360382008888,25,"(6, 1, 2, 6, 6)",0,0.0404866397086546,0.0410728234027939,,,,,,,,,,,,,,,,
180.797569,6,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394189494088866,,,,,,,,,,,,,,,,
180.798052,6,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394189494088866,,,,,,,,,,,,,,,,
189.829933,6,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.7794342041015625,5.090909090909091
189.830365,6,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.133357286453247,31.05909090909091
189.830854,6,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.123359203338623,18.50454545454545
189.83118,6,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.124239444732666,19.931818181818183
189.831474,6,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1252448558807373,29.76363636363636
213.93297,6,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.6474820143884892,0.5196078431372549,0.7377049180327869,0.5769230769230769,102,0.0055699348449707,,
213.933498,6,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6776859504132231,0.5301204819277109,0.8235294117647058,0.5757271815446339,1162,0.0260267257690429,,
213.933891,6,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6276595744680851,0.4776119402985074,0.7375,0.5462962962962963,134,0.0053203105926513,,
213.934202,6,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6527514231499051,0.4986301369863014,0.7853881278538812,0.5584415584415584,365,0.0069499015808105,,
213.934563,6,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6635071090047393,0.5136986301369864,0.8,0.5668016194331984,292,0.0081446170806884,,
213.934908,6,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.6614173228346457,0.5132075471698113,0.7924528301886793,0.5675675675675675,795,0.0128068923950195,,
213.935308,6,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6557377049180327,0.5058823529411764,0.7843137254901961,0.5633802816901409,255,0.0065517425537109,,
213.935818,6,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7011494252873564,0.559322033898305,0.8591549295774648,0.5922330097087378,118,0.0088691711425781,,
213.936145,6,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.6635846372688478,0.5133744855967078,0.8001715265866209,0.5668286755771568,1944,0.0270977020263671,,
213.936472,6,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6968325791855203,0.5472972972972973,0.8651685393258427,0.5833333333333334,148,0.0099992752075195,,
213.936726,6,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6403508771929824,0.4969325153374233,0.7448979591836735,0.5615384615384615,163,0.0095069408416748,,
213.93704,6,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6530612244897959,0.5,0.7868852459016393,0.5581395348837209,102,0.0111122131347656,,
213.937458,6,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.6781609195402298,0.5294117647058824,0.8309859154929577,0.5728155339805825,119,0.0059728622436523,,
213.937841,6,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6622516556291391,0.5,0.819672131147541,0.5555555555555556,102,0.0078616142272949,,
213.938199,6,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6358974358974359,0.5,0.7294117647058823,0.5636363636363636,142,0.0083999633789062,,
213.938679,6,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.6712328767123288,0.5294117647058824,0.8032786885245902,0.5764705882352941,102,0.0101196765899658,,
213.939187,6,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6273584905660378,0.471571906354515,0.7430167597765364,0.5428571428571428,299,0.0067451000213623,,
213.939606,6,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7058823529411765,0.5588235294117647,0.8852459016393442,0.5869565217391305,102,0.0114884376525878,,
213.939932,6,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6555555555555556,0.5118110236220472,0.7763157894736842,0.5673076923076923,127,0.0059080123901367,,
213.94023,6,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6774668630338734,0.532051282051282,0.8185053380782918,0.5778894472361809,468,0.0128417015075683,,
213.940632,6,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6845637583892618,0.5392156862745098,0.8360655737704918,0.5795454545454546,102,0.0058681964874267,,
213.940948,6,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6811145510835913,0.536036036036036,0.8270676691729323,0.5789473684210527,222,0.0140080451965332,,
213.941192,6,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6677165354330709,0.5215419501133787,0.803030303030303,0.5714285714285714,441,0.0162441730499267,,
213.941522,6,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6416382252559727,0.4902912621359223,0.7642276422764228,0.5529411764705883,206,0.0168476104736328,,
213.9418,6,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6351351351351351,0.4953271028037383,0.734375,0.5595238095238095,107,0.0060076713562011,,
213.946098,6,learning_update,5631037270461107728,,,,,,"(6, 4, 2, 6, 6)",-0.0012307288211805,0.05,0.31,-0.3612307288211805,,,,,,,,,,,
213.946962,6,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 6, 6)",-0.0012307288211805,0.05,0.31,-0.3612307288211805,,,,,,,,,,,
213.94754,6,learning_update,16506691070021547649,,,,,,"(6, 3, 2, 6, 6)",-0.0012307288211805,0.05,0.31,-0.3612307288211805,,,,,,,,,,,
213.948115,6,learning_update,17381897621308759492,,,,,,"(6, 2, 2, 6, 6)",-0.0012307288211805,0.05,0.31,-0.3612307288211805,,,,,,,,,,,
213.94886,6,learning_update,11806130149938443739,,,,,,"(6, 2, 2, 6, 6)",-0.0012307288211805,0.05,0.31,-0.3612307288211805,,,,,,,,,,,
213.954169,7,selection_info,16206290167654754491,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394179754845228,,,,,,,,,,,,,,,,
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213.955025,7,selection_info,16506691070021547649,25,"(6, 4, 2, 6, 6)",1,0.0463376927117882,0.0413262562473801,,,,,,,,,,,,,,,,
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213.955638,7,selection_info,17381897621308759492,25,"(6, 3, 2, 6, 6)",1,0.0429265692061239,0.0411826824309595,,,,,,,,,,,,,,,,
213.955998,7,selection_info,13392168843036499530,25,"(7, 0, 0, 6, 6)",0,0.0,0.0394179754845228,,,,,,,,,,,,,,,,
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213.957004,7,selection_info,10192160218266941336,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394179754845228,,,,,,,,,,,,,,,,
213.957416,7,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394179754845228,,,,,,,,,,,,,,,,
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213.95989,7,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394179754845228,,,,,,,,,,,,,,,,
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213.960977,7,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394179754845228,,,,,,,,,,,,,,,,
213.961243,7,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394179754845228,,,,,,,,,,,,,,,,
213.961575,7,selection_info,14767769360382008888,25,"(6, 1, 2, 6, 6)",0,0.0404866397086546,0.0410802921580008,,,,,,,,,,,,,,,,
213.961805,7,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394179754845228,,,,,,,,,,,,,,,,
213.962071,7,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394179754845228,,,,,,,,,,,,,,,,
213.962299,7,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394179754845228,,,,,,,,,,,,,,,,
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228.993217,7,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.1368615627288818,30.55
228.993587,7,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1303529739379882,31.154545454545453
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228.994211,7,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1285099983215332,19.63636363636364
241.078335,7,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7011494252873564,0.559322033898305,0.8591549295774648,0.5922330097087378,118,0.0080423355102539,,
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241.079153,7,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.6781609195402298,0.5294117647058824,0.8309859154929577,0.5728155339805825,119,0.0100936889648437,,
241.079494,7,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6622516556291391,0.5,0.819672131147541,0.5555555555555556,102,0.0082068443298339,,
241.079963,7,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6845637583892618,0.5392156862745098,0.8360655737704918,0.5795454545454546,102,0.0054187774658203,,
241.080273,7,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.6642958748221907,0.51440329218107,0.8010291595197255,0.5674362089914945,1944,0.0291557312011718,,
241.080611,7,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6745213549337261,0.5277777777777778,0.8149466192170819,0.5753768844221105,468,0.0132315158843994,,
241.080999,7,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6489563567362429,0.4931506849315068,0.7808219178082192,0.5551948051948052,365,0.0099682807922363,,
241.081285,7,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6358974358974359,0.5,0.7294117647058823,0.5636363636363636,142,0.009570837020874,,
241.081617,7,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6484641638225256,0.5,0.7723577235772358,0.5588235294117647,206,0.0111415386199951,,
241.08186,7,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.6474820143884892,0.5196078431372549,0.7377049180327869,0.5769230769230769,102,0.0057630538940429,,
241.082163,7,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6645669291338583,0.5170068027210885,0.7992424242424242,0.568733153638814,441,0.0115814208984375,,
241.082446,7,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.6712328767123288,0.5294117647058824,0.8032786885245902,0.5764705882352941,102,0.0081987380981445,,
241.082766,7,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6635071090047393,0.5136986301369864,0.8,0.5668016194331984,292,0.0124619007110595,,
241.083054,7,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6749226006191951,0.527027027027027,0.8195488721804511,0.5736842105263158,222,0.0092451572418212,,
241.083316,7,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6530612244897959,0.5,0.7868852459016393,0.5581395348837209,102,0.0102252960205078,,
241.083704,7,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6968325791855203,0.5472972972972973,0.8651685393258427,0.5833333333333334,148,0.0131316184997558,,
241.083951,7,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6486486486486487,0.514018691588785,0.75,0.5714285714285714,107,0.0056281089782714,,
241.084291,7,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6555555555555556,0.5118110236220472,0.7763157894736842,0.5673076923076923,127,0.0256304740905761,,
241.084624,7,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.6614173228346457,0.5132075471698113,0.7924528301886793,0.5675675675675675,795,0.0164721012115478,,
241.084882,7,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7058823529411765,0.5588235294117647,0.8852459016393442,0.5869565217391305,102,0.0100359916687011,,
241.085102,7,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6382978723404256,0.4925373134328358,0.75,0.5555555555555556,134,0.0190200805664062,,
241.085393,7,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6403508771929824,0.4969325153374233,0.7448979591836735,0.5615384615384615,163,0.0118775367736816,,
241.085846,7,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6753246753246753,0.5266781411359724,0.8206599713055954,0.5737211634904714,1162,0.0257413387298584,,
241.086167,7,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6557377049180327,0.5058823529411764,0.7843137254901961,0.5633802816901409,255,0.0110909938812255,,
241.09136,7,learning_update,5631037270461107728,,,,,,"(6, 5, 2, 6, 6)",-0.000328872829448,0.1,0.31,-0.4103288728294481,,,,,,,,,,,
241.092069,7,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 6, 6)",-0.000328872829448,0.1,0.31,-0.4103288728294481,,,,,,,,,,,
241.092678,7,learning_update,16506691070021547649,,,,,,"(6, 4, 2, 6, 6)",-0.000328872829448,0.1,0.31,-0.4103288728294481,,,,,,,,,,,
241.093378,7,learning_update,17381897621308759492,,,,,,"(6, 3, 2, 6, 6)",-0.000328872829448,0.1,0.31,-0.4103288728294481,,,,,,,,,,,
241.094173,7,learning_update,11806130149938443739,,,,,,"(6, 3, 2, 6, 6)",-0.000328872829448,0.1,0.31,-0.4103288728294481,,,,,,,,,,,
241.100415,8,selection_info,16206290167654754491,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394279784889268,,,,,,,,,,,,,,,,
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241.103728,8,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394279784889268,,,,,,,,,,,,,,,,
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241.106327,8,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394279784889268,,,,,,,,,,,,,,,,
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241.107927,8,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394279784889268,,,,,,,,,,,,,,,,
241.108286,8,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394279784889268,,,,,,,,,,,,,,,,
241.108753,8,selection_info,14767769360382008888,25,"(6, 1, 2, 6, 6)",0,0.0404866397086546,0.0410992471067724,,,,,,,,,,,,,,,,
241.109043,8,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394279784889268,,,,,,,,,,,,,,,,
241.10943,8,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394279784889268,,,,,,,,,,,,,,,,
241.10988,8,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394279784889268,,,,,,,,,,,,,,,,
247.14387,8,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,1.1528406143188477,7.425
247.144381,8,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1361279487609863,19.322727272727278
247.144736,8,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1473088264465332,19.613636363636363
247.145011,8,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1466608047485351,33.663636363636364
247.145286,8,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.1510446071624755,32.74090909090909
259.223128,8,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6403508771929824,0.4969325153374233,0.7448979591836735,0.5615384615384615,163,0.0108478069305419,,
259.223519,8,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6968325791855203,0.5472972972972973,0.8651685393258427,0.5833333333333334,148,0.0484945774078369,,
259.223883,8,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.6474820143884892,0.5196078431372549,0.7377049180327869,0.5769230769230769,102,0.0071265697479248,,
259.224202,8,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7058823529411765,0.5588235294117647,0.8852459016393442,0.5869565217391305,102,0.0068695545196533,,
259.22444,8,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6587677725118484,0.5068493150684932,0.7942857142857143,0.562753036437247,292,0.0133376121520996,,
259.224856,8,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.6781609195402298,0.5294117647058824,0.8309859154929577,0.5728155339805825,119,0.0141615867614746,,
259.225227,8,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6451612903225806,0.4876712328767123,0.776255707762557,0.551948051948052,365,0.0096187591552734,,
259.225553,8,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6774668630338734,0.532051282051282,0.8185053380782918,0.5778894472361809,468,0.0119299888610839,,
259.225905,8,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6273584905660378,0.471571906354515,0.7430167597765364,0.5428571428571428,299,0.0124247074127197,,
259.226247,8,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6845637583892618,0.5392156862745098,0.8360655737704918,0.5795454545454546,102,0.0059952735900878,,
259.226557,8,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6753246753246753,0.5266781411359724,0.8206599713055954,0.5737211634904714,1162,0.0275344848632812,,
259.226949,8,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7011494252873564,0.559322033898305,0.8591549295774648,0.5922330097087378,118,0.0092928409576416,,
259.22732,8,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6555555555555556,0.5118110236220472,0.7763157894736842,0.5673076923076923,127,0.034316062927246,,
259.227728,8,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6486486486486487,0.514018691588785,0.75,0.5714285714285714,107,0.0055410861968994,,
259.228178,8,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6749226006191951,0.527027027027027,0.8195488721804511,0.5736842105263158,222,0.0139586925506591,,
259.228514,8,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6557377049180327,0.5058823529411764,0.7843137254901961,0.5633802816901409,255,0.0102431774139404,,
259.228969,8,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6530612244897959,0.5,0.7868852459016393,0.5581395348837209,102,0.0079450607299804,,
259.229311,8,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6754966887417219,0.5196078431372549,0.8360655737704918,0.5666666666666667,102,0.008279800415039,,
259.229627,8,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6645669291338583,0.5170068027210885,0.7992424242424242,0.568733153638814,441,0.0173578262329101,,
259.230035,8,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6484641638225256,0.5,0.7723577235772358,0.5588235294117647,206,0.0103318691253662,,
259.230482,8,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6358974358974359,0.5,0.7294117647058823,0.5636363636363636,142,0.0093023777008056,,
259.230876,8,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.6712328767123288,0.5294117647058824,0.8032786885245902,0.5764705882352941,102,0.0080513954162597,,
259.231277,8,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6382978723404256,0.4925373134328358,0.75,0.5555555555555556,134,0.0076286792755126,,
259.231587,8,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.6596675415573053,0.5106918238993711,0.790356394129979,0.566066066066066,795,0.0157055854797363,,
259.231957,8,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.6642958748221907,0.51440329218107,0.8010291595197255,0.5674362089914945,1944,0.0273926258087158,,
259.236799,8,learning_update,16506691070021547649,,,,,,"(6, 5, 2, 6, 6)",-0.0001778964838239,0.11,0.34,-0.450177896483824,,,,,,,,,,,
259.237555,8,learning_update,5631037270461107728,,,,,,"(6, 5, 2, 6, 6)",-0.0001778964838239,0.11,0.34,-0.450177896483824,,,,,,,,,,,
259.238386,8,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 6, 6)",-0.0001778964838239,0.11,0.34,-0.450177896483824,,,,,,,,,,,
259.239027,8,learning_update,4223374082031152552,,,,,,"(6, 0, 2, 6, 6)",-0.0001778964838239,0.11,0.34,-0.450177896483824,,,,,,,,,,,
259.23971,8,learning_update,17381897621308759492,,,,,,"(6, 4, 2, 6, 6)",-0.0001778964838239,0.11,0.34,-0.450177896483824,,,,,,,,,,,
259.245531,9,selection_info,16206290167654754491,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394875754382841,,,,,,,,,,,,,,,,
259.245914,9,selection_info,13644997368299628738,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394875754382841,,,,,,,,,,,,,,,,
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259.247772,9,selection_info,5631037270461107728,25,"(6, 5, 2, 6, 6)",0,0.0367560075451617,0.0410119825949068,,,,,,,,,,,,,,,,
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259.251443,9,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394875754382841,,,,,,,,,,,,,,,,
259.25188,9,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,0.0,0.0394875754382841,,,,,,,,,,,,,,,,
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259.252735,9,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394875754382841,,,,,,,,,,,,,,,,
259.253108,9,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394875754382841,,,,,,,,,,,,,,,,
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259.253859,9,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394875754382841,,,,,,,,,,,,,,,,
259.254221,9,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394875754382841,,,,,,,,,,,,,,,,
259.25466,9,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,0.0,0.0394875754382841,,,,,,,,,,,,,,,,
265.287194,9,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1305160522460937,31.80454545454546
265.287826,9,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1340789794921875,20.786363636363635
265.288217,9,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.154139757156372,29.525
265.288485,9,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1342196464538574,27.875
265.288775,9,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1398868560791015,44.4125
277.358238,9,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6587677725118484,0.5068493150684932,0.7942857142857143,0.562753036437247,292,0.0066349506378173,,
277.358622,9,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6451612903225806,0.4876712328767123,0.776255707762557,0.551948051948052,365,0.0074348449707031,,
277.358966,9,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7011494252873564,0.559322033898305,0.8591549295774648,0.5922330097087378,118,0.0083615779876708,,
277.359443,9,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6382978723404256,0.4925373134328358,0.75,0.5555555555555556,134,0.0062980651855468,,
277.359862,9,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6749226006191951,0.527027027027027,0.8195488721804511,0.5736842105263158,222,0.013141393661499,,
277.360263,9,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6968325791855203,0.5472972972972973,0.8651685393258427,0.5833333333333334,148,0.0106689929962158,,
277.360563,9,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.6712328767123288,0.5294117647058824,0.8032786885245902,0.5764705882352941,102,0.0082182884216308,,
277.360826,9,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6754966887417219,0.5196078431372549,0.8360655737704918,0.5666666666666667,102,0.0092337131500244,,
277.361163,9,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7058823529411765,0.5588235294117647,0.8852459016393442,0.5869565217391305,102,0.0062754154205322,,
277.361606,9,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.6474820143884892,0.5196078431372549,0.7377049180327869,0.5769230769230769,102,0.0108866691589355,,
277.362071,9,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6226415094339622,0.4648829431438127,0.7374301675977654,0.5387755102040817,299,0.0078158378601074,,
277.362452,9,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6351351351351351,0.4953271028037383,0.734375,0.5595238095238095,107,0.0058093070983886,,
277.362844,9,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.6781609195402298,0.5294117647058824,0.8309859154929577,0.5728155339805825,119,0.007875919342041,,
277.363204,9,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6530612244897959,0.5,0.7868852459016393,0.5581395348837209,102,0.0081031322479248,,
277.363569,9,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.662873399715505,0.5123456790123457,0.7993138936535163,0.5662211421628189,1944,0.0280134677886962,,
277.3639,9,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6403508771929824,0.4969325153374233,0.7448979591836735,0.5615384615384615,163,0.0092034339904785,,
277.364246,9,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6484641638225256,0.5,0.7723577235772358,0.5588235294117647,206,0.0088381767272949,,
277.364588,9,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6557377049180327,0.5058823529411764,0.7843137254901961,0.5633802816901409,255,0.0088629722595214,,
277.364905,9,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.657917760279965,0.5081761006289308,0.7882599580712788,0.5645645645645646,795,0.0123326778411865,,
277.365179,9,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6358974358974359,0.5,0.7294117647058823,0.5636363636363636,142,0.0096821784973144,,
277.365463,9,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6845637583892618,0.5392156862745098,0.8360655737704918,0.5795454545454546,102,0.0054385662078857,,
277.36569,9,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.674542232722977,0.5258175559380379,0.8204022988505747,0.5727181544633901,1162,0.0243017673492431,,
277.366026,9,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6645669291338583,0.5170068027210885,0.7992424242424242,0.568733153638814,441,0.0087864398956298,,
277.366291,9,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6745213549337261,0.5277777777777778,0.8149466192170819,0.5753768844221105,468,0.0124003887176513,,
277.366699,9,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6555555555555556,0.5118110236220472,0.7763157894736842,0.5673076923076923,127,0.0070734024047851,,
277.370913,9,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 6, 6)",-0.0011485545269335,0.05,0.31,-0.3611485545269335,,,,,,,,,,,
277.37162,9,learning_update,4223374082031152552,,,,,,"(6, 1, 2, 6, 6)",-0.0011485545269335,0.05,0.31,-0.3611485545269335,,,,,,,,,,,
277.372327,9,learning_update,17833758267265781484,,,,,,"(6, 1, 2, 6, 6)",-0.0011485545269335,0.05,0.31,-0.3611485545269335,,,,,,,,,,,
277.372902,9,learning_update,14767769360382008888,,,,,,"(6, 1, 2, 6, 6)",-0.0011485545269335,0.05,0.31,-0.3611485545269335,,,,,,,,,,,
277.373557,9,learning_update,17381897621308759492,,,,,,"(6, 4, 2, 6, 6)",-0.0011485545269335,0.05,0.31,-0.3611485545269335,,,,,,,,,,,
277.379549,10,selection_info,16206290167654754491,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395261676800546,,,,,,,,,,,,,,,,
277.379949,10,selection_info,13644997368299628738,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395261676800546,,,,,,,,,,,,,,,,
277.380264,10,selection_info,16506691070021547649,25,"(6, 4, 2, 6, 6)",0,0.0339905596154102,0.040942443895856,,,,,,,,,,,,,,,,
277.380526,10,selection_info,4354536512509177290,25,"(6, 0, 1, 6, 6)",0,0.0,0.0395261676800546,,,,,,,,,,,,,,,,
277.380816,10,selection_info,17381897621308759492,25,"(6, 4, 2, 6, 6)",0,0.0339905596154102,0.040942443895856,,,,,,,,,,,,,,,,
277.381207,10,selection_info,13392168843036499530,25,"(7, 0, 0, 6, 6)",0,0.0,0.0395261676800546,,,,,,,,,,,,,,,,
277.381507,10,selection_info,5631037270461107728,25,"(6, 4, 2, 6, 6)",0,0.0339905596154102,0.040942443895856,,,,,,,,,,,,,,,,
277.381919,10,selection_info,1234113313308987156,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395261676800546,,,,,,,,,,,,,,,,
277.382377,10,selection_info,10192160218266941336,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395261676800546,,,,,,,,,,,,,,,,
277.382687,10,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395261676800546,,,,,,,,,,,,,,,,
277.383058,10,selection_info,10577062229270185434,25,"(7, 5, 2, 6, 6)",1,0.0376463009647306,0.041097757554249,,,,,,,,,,,,,,,,
277.38334,10,selection_info,11806130149938443739,25,"(6, 2, 2, 6, 6)",1,0.0361123217860243,0.0410325150493135,,,,,,,,,,,,,,,,
277.383671,10,selection_info,15368353039753191835,25,"(6, 0, 1, 6, 6)",0,0.0,0.0395261676800546,,,,,,,,,,,,,,,,
277.38397,10,selection_info,8818734309448792929,25,"(6, 0, 1, 6, 6)",0,0.0,0.0395261676800546,,,,,,,,,,,,,,,,
277.384209,10,selection_info,4223374082031152552,25,"(6, 2, 2, 6, 6)",1,0.0361123217860243,0.0410325150493135,,,,,,,,,,,,,,,,
277.384506,10,selection_info,9877728866716932389,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395261676800546,,,,,,,,,,,,,,,,
277.384816,10,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395261676800546,,,,,,,,,,,,,,,,
277.385117,10,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,0.0,0.0395261676800546,,,,,,,,,,,,,,,,
277.385461,10,selection_info,17833758267265781484,25,"(6, 2, 2, 6, 6)",1,0.0361123217860243,0.0410325150493135,,,,,,,,,,,,,,,,
277.38572,10,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395261676800546,,,,,,,,,,,,,,,,
277.386039,10,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395261676800546,,,,,,,,,,,,,,,,
277.386287,10,selection_info,14767769360382008888,25,"(6, 2, 2, 6, 6)",1,0.0361123217860243,0.0410325150493135,,,,,,,,,,,,,,,,
277.38666,10,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395261676800546,,,,,,,,,,,,,,,,
277.387015,10,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395261676800546,,,,,,,,,,,,,,,,
277.387267,10,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395261676800546,,,,,,,,,,,,,,,,
283.416294,10,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1802039146423339,33.440909090909095
283.416809,10,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1377966403961181,27.38125
283.417139,10,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1234824657440185,18.331818181818186
283.417444,10,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.1568403244018554,28.85
283.417715,10,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1434814929962158,44.39375
295.529975,10,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6413662239089184,0.4821917808219178,0.771689497716895,0.5487012987012987,365,0.0070419311523437,,
295.530438,10,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6717827626918536,0.5215146299483648,0.8163558106169297,0.5707121364092277,1162,0.0202422142028808,,
295.530739,10,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6226415094339622,0.4648829431438127,0.7374301675977654,0.5387755102040817,299,0.0084037780761718,,
295.53105,10,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6555555555555556,0.5118110236220472,0.7763157894736842,0.5673076923076923,127,0.0064866542816162,,
295.531433,10,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.6595517609391676,0.5077160493827161,0.7957081545064377,0.56318347509113,1944,0.0312011241912841,,
295.531743,10,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6614173228346457,0.5124716553287982,0.7954545454545454,0.5660377358490566,441,0.009636640548706,,
295.532142,10,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.6928104575163399,0.5392156862745098,0.8688524590163934,0.5760869565217391,102,0.0076797008514404,,
295.532595,10,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6968325791855203,0.5472972972972973,0.8651685393258427,0.5833333333333334,148,0.0095376968383789,,
295.532881,10,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.684931506849315,0.5490196078431373,0.819672131147541,0.5882352941176471,102,0.008798599243164,,
295.533215,10,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.6781609195402298,0.5294117647058824,0.8309859154929577,0.5728155339805825,119,0.0061204433441162,,
295.533623,10,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.6474820143884892,0.5196078431372549,0.7377049180327869,0.5769230769230769,102,0.0140140056610107,,
295.533889,10,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6256410256410256,0.4859154929577465,0.7176470588235294,0.5545454545454546,142,0.0113813877105712,,
295.534388,10,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.6896551724137931,0.5423728813559322,0.8450704225352113,0.5825242718446602,118,0.0085492134094238,,
295.534825,10,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6530612244897959,0.5,0.7868852459016393,0.5581395348837209,102,0.0086989402770996,,
295.535245,10,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6486486486486487,0.514018691588785,0.75,0.5714285714285714,107,0.007277488708496,,
295.535576,10,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6540284360189573,0.5,0.7885714285714286,0.5587044534412956,292,0.0080170631408691,,
295.535881,10,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6557377049180327,0.5058823529411764,0.7843137254901961,0.5633802816901409,255,0.0077049732208251,,
295.536223,10,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6382978723404256,0.4925373134328358,0.75,0.5555555555555556,134,0.007749319076538,,
295.536652,10,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6745213549337261,0.5277777777777778,0.8149466192170819,0.5753768844221105,468,0.0118587017059326,,
295.536926,10,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6403508771929824,0.4969325153374233,0.7448979591836735,0.5615384615384615,163,0.0105514526367187,,
295.537271,10,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6622516556291391,0.5,0.819672131147541,0.5555555555555556,102,0.0078341960906982,,
295.537605,10,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.6561679790026247,0.5056603773584906,0.7861635220125787,0.5630630630630631,795,0.0137097835540771,,
295.53793,10,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6484641638225256,0.5,0.7723577235772358,0.5588235294117647,206,0.01888108253479,,
295.538369,10,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6845637583892618,0.5392156862745098,0.8360655737704918,0.5795454545454546,102,0.0052628517150878,,
295.538776,10,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6749226006191951,0.527027027027027,0.8195488721804511,0.5736842105263158,222,0.0067610740661621,,
295.543273,10,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 6, 6)",-0.0022367555830316,0.03,0.31,-0.3422367555830317,,,,,,,,,,,
295.543956,10,learning_update,11806130149938443739,,,,,,"(6, 2, 2, 6, 6)",-0.0022367555830316,0.03,0.31,-0.3422367555830317,,,,,,,,,,,
295.544637,10,learning_update,4223374082031152552,,,,,,"(6, 2, 2, 6, 6)",-0.0022367555830316,0.03,0.31,-0.3422367555830317,,,,,,,,,,,
295.545281,10,learning_update,17833758267265781484,,,,,,"(6, 2, 2, 6, 6)",-0.0022367555830316,0.03,0.31,-0.3422367555830317,,,,,,,,,,,
295.546102,10,learning_update,14767769360382008888,,,,,,"(6, 2, 2, 6, 6)",-0.0022367555830316,0.03,0.31,-0.3422367555830317,,,,,,,,,,,
295.552349,11,selection_info,16206290167654754491,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395786076286926,,,,,,,,,,,,,,,,
295.552709,11,selection_info,13644997368299628738,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395786076286926,,,,,,,,,,,,,,,,
295.55297,11,selection_info,16506691070021547649,25,"(6, 3, 2, 6, 6)",1,0.0346622950355856,0.0410326968657561,,,,,,,,,,,,,,,,
295.553363,11,selection_info,4354536512509177290,25,"(6, 0, 1, 6, 6)",0,0.0,0.0395786076286926,,,,,,,,,,,,,,,,
295.553809,11,selection_info,17381897621308759492,25,"(6, 4, 2, 6, 6)",0,0.0339905596154102,0.0410040160573611,,,,,,,,,,,,,,,,
295.554235,11,selection_info,13392168843036499530,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395786076286926,,,,,,,,,,,,,,,,
295.554549,11,selection_info,5631037270461107728,25,"(6, 3, 2, 6, 6)",1,0.0346622950355856,0.0410326968657561,,,,,,,,,,,,,,,,
295.554881,11,selection_info,1234113313308987156,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395786076286926,,,,,,,,,,,,,,,,
295.555299,11,selection_info,10192160218266941336,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395786076286926,,,,,,,,,,,,,,,,
295.55565,11,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395786076286926,,,,,,,,,,,,,,,,
295.555977,11,selection_info,10577062229270185434,25,"(7, 5, 2, 6, 6)",1,0.0341862871079356,0.0410123708826114,,,,,,,,,,,,,,,,
295.556389,11,selection_info,11806130149938443739,25,"(6, 3, 2, 6, 6)",1,0.0346622950355856,0.0410326968657561,,,,,,,,,,,,,,,,
295.55667,11,selection_info,15368353039753191835,25,"(6, 0, 1, 6, 6)",0,0.0,0.0395786076286926,,,,,,,,,,,,,,,,
295.556977,11,selection_info,8818734309448792929,25,"(6, 0, 1, 6, 6)",0,0.0,0.0395786076286926,,,,,,,,,,,,,,,,
295.557434,11,selection_info,4223374082031152552,25,"(6, 3, 2, 6, 6)",1,0.0346622950355856,0.0410326968657561,,,,,,,,,,,,,,,,
295.557766,11,selection_info,9877728866716932389,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395786076286926,,,,,,,,,,,,,,,,
295.558029,11,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395786076286926,,,,,,,,,,,,,,,,
295.558362,11,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,0.0,0.0395786076286926,,,,,,,,,,,,,,,,
295.558751,11,selection_info,17833758267265781484,25,"(6, 2, 2, 6, 6)",0,0.0223042853566385,0.0405082479546139,,,,,,,,,,,,,,,,
295.559146,11,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395786076286926,,,,,,,,,,,,,,,,
295.559533,11,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395786076286926,,,,,,,,,,,,,,,,
295.55985,11,selection_info,14767769360382008888,25,"(6, 2, 2, 6, 6)",0,0.0223042853566385,0.0405082479546139,,,,,,,,,,,,,,,,
295.560238,11,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395786076286926,,,,,,,,,,,,,,,,
295.560613,11,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395786076286926,,,,,,,,,,,,,,,,
295.560846,11,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,0.0,0.0395786076286926,,,,,,,,,,,,,,,,
301.593275,11,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.1525244712829589,33.73636363636364
301.593878,11,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1244001388549804,19.604545454545452
301.594241,11,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1338067054748535,42.9875
301.594562,11,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1413302421569824,31.49090909090909
301.59482,11,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1227414608001709,19.154545454545453
313.658051,11,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6416382252559727,0.4902912621359223,0.7642276422764228,0.5529411764705883,206,0.0064797401428222,,
313.658457,11,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.6666666666666666,0.5126050420168067,0.8169014084507042,0.5631067961165048,119,0.0067408084869384,,
313.658781,11,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.655049786628734,0.5010288065843621,0.7898799313893653,0.5595382746051033,1944,0.0333828926086425,,
313.659144,11,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6382978723404256,0.4925373134328358,0.75,0.5555555555555556,134,0.0096659660339355,,
313.659587,11,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.6561679790026247,0.5056603773584906,0.7861635220125787,0.5630630630630631,795,0.0267815589904785,,
313.659966,11,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6375711574952562,0.4767123287671233,0.7671232876712328,0.5454545454545454,365,0.0085988044738769,,
313.660283,11,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6749226006191951,0.527027027027027,0.8195488721804511,0.5736842105263158,222,0.0074422359466552,,
313.660722,11,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6226415094339622,0.4648829431438127,0.7374301675977654,0.5387755102040817,299,0.0105769634246826,,
313.661155,11,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.6928104575163399,0.5392156862745098,0.8688524590163934,0.5760869565217391,102,0.0077309608459472,,
313.661526,11,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6394557823129252,0.4803921568627451,0.7704918032786885,0.5465116279069767,102,0.0085008144378662,,
313.66193,11,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6338797814207651,0.4745098039215686,0.7581699346405228,0.5446009389671361,255,0.0087997913360595,,
313.662328,11,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6256410256410256,0.4859154929577465,0.7176470588235294,0.5545454545454546,142,0.0102488994598388,,
313.662848,11,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6351351351351351,0.4953271028037383,0.734375,0.5595238095238095,107,0.0067129135131835,,
313.663446,11,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.6712328767123288,0.5294117647058824,0.8032786885245902,0.5764705882352941,102,0.0084884166717529,,
313.663736,11,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.6896551724137931,0.5423728813559322,0.8450704225352113,0.5825242718446602,118,0.0090308189392089,,
313.664061,11,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6551181102362205,0.5034013605442177,0.7878787878787878,0.5606469002695418,441,0.0115003585815429,,
313.664512,11,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6622516556291391,0.5,0.819672131147541,0.5555555555555556,102,0.0083277225494384,,
313.664886,11,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6540284360189573,0.5,0.7885714285714286,0.5587044534412956,292,0.0086641311645507,,
313.665191,11,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6656848306332842,0.5149572649572649,0.8042704626334519,0.5678391959798995,468,0.0125694274902343,,
313.6656,11,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6845637583892618,0.5392156862745098,0.8360655737704918,0.5795454545454546,102,0.0056550502777099,,
313.665964,11,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.631578947368421,0.4846625766871165,0.7346938775510204,0.5538461538461539,163,0.0092277526855468,,
313.666329,11,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6877828054298643,0.5337837837837838,0.8539325842696629,0.5757575757575758,148,0.0084669589996337,,
313.66676,11,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6686355581807443,0.5172117039586919,0.8132183908045977,0.567703109327984,1162,0.019852876663208,,
313.667333,11,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.6474820143884892,0.5196078431372549,0.7377049180327869,0.5769230769230769,102,0.0086219310760498,,
313.667753,11,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6555555555555556,0.5118110236220472,0.7763157894736842,0.5673076923076923,127,0.0076236724853515,,
313.6733,11,learning_update,16506691070021547649,,,,,,"(6, 3, 2, 6, 6)",-0.0045052966851189,0.07,0.34,-0.414505296685119,,,,,,,,,,,
313.673986,11,learning_update,5631037270461107728,,,,,,"(6, 3, 2, 6, 6)",-0.0045052966851189,0.07,0.34,-0.414505296685119,,,,,,,,,,,
313.674693,11,learning_update,11806130149938443739,,,,,,"(6, 3, 2, 6, 6)",-0.0045052966851189,0.07,0.34,-0.414505296685119,,,,,,,,,,,
313.675333,11,learning_update,4223374082031152552,,,,,,"(6, 3, 2, 6, 6)",-0.0045052966851189,0.07,0.34,-0.414505296685119,,,,,,,,,,,
313.676142,11,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 6, 6)",-0.0045052966851189,0.07,0.34,-0.414505296685119,,,,,,,,,,,
313.68244,12,selection_info,16206290167654754491,25,"(6, 0, 0, 6, 6)",0,0.0,0.0396841581613723,,,,,,,,,,,,,,,,
313.682779,12,selection_info,13644997368299628738,25,"(6, 0, 0, 6, 6)",0,0.0,0.0396841581613723,,,,,,,,,,,,,,,,
313.683043,12,selection_info,16506691070021547649,25,"(6, 3, 2, 6, 6)",1,0.0180751894435232,0.0404416961453184,,,,,,,,,,,,,,,,
313.683379,12,selection_info,4354536512509177290,25,"(6, 0, 1, 6, 6)",0,0.0,0.0396841581613723,,,,,,,,,,,,,,,,
313.683696,12,selection_info,17381897621308759492,25,"(6, 3, 2, 6, 6)",0,0.0180751894435232,0.0404416961453184,,,,,,,,,,,,,,,,
313.68396,12,selection_info,13392168843036499530,25,"(6, 0, 0, 6, 6)",0,0.0,0.0396841581613723,,,,,,,,,,,,,,,,
313.684323,12,selection_info,5631037270461107728,25,"(6, 3, 2, 6, 6)",0,0.0180751894435232,0.0404416961453184,,,,,,,,,,,,,,,,
313.684574,12,selection_info,1234113313308987156,25,"(6, 0, 0, 6, 6)",0,0.0,0.0396841581613723,,,,,,,,,,,,,,,,
313.684863,12,selection_info,10192160218266941336,25,"(6, 0, 0, 6, 6)",0,0.0,0.0396841581613723,,,,,,,,,,,,,,,,
313.685211,12,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,0.0,0.0396841581613723,,,,,,,,,,,,,,,,
313.685475,12,selection_info,10577062229270185434,25,"(6, 5, 2, 6, 6)",1,0.0367560075451617,0.041239815159895,,,,,,,,,,,,,,,,
313.685817,12,selection_info,11806130149938443739,25,"(6, 3, 2, 6, 6)",0,0.0180751894435232,0.0404416961453184,,,,,,,,,,,,,,,,
313.686172,12,selection_info,15368353039753191835,25,"(6, 0, 1, 6, 6)",0,0.0,0.0396841581613723,,,,,,,,,,,,,,,,
313.686708,12,selection_info,8818734309448792929,25,"(6, 0, 1, 6, 6)",0,0.0,0.0396841581613723,,,,,,,,,,,,,,,,
313.68717,12,selection_info,4223374082031152552,25,"(6, 4, 2, 6, 6)",1,0.0339905596154102,0.041120678355651,,,,,,,,,,,,,,,,
313.687632,12,selection_info,9877728866716932389,25,"(6, 0, 0, 6, 6)",0,0.0,0.0396841581613723,,,,,,,,,,,,,,,,
313.687938,12,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,0.0,0.0396841581613723,,,,,,,,,,,,,,,,
313.688355,12,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,0.0,0.0396841581613723,,,,,,,,,,,,,,,,
313.688752,12,selection_info,17833758267265781484,25,"(6, 2, 2, 6, 6)",1,0.0223042853566385,0.040621016579925,,,,,,,,,,,,,,,,
313.68922,12,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,0.0,0.0396841581613723,,,,,,,,,,,,,,,,
313.689664,12,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,0.0,0.0396841581613723,,,,,,,,,,,,,,,,
313.689997,12,selection_info,14767769360382008888,25,"(6, 2, 2, 6, 6)",1,0.0223042853566385,0.040621016579925,,,,,,,,,,,,,,,,
313.69036,12,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,0.0,0.0396841581613723,,,,,,,,,,,,,,,,
313.690694,12,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,0.0,0.0396841581613723,,,,,,,,,,,,,,,,
313.690988,12,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,0.0,0.0396841581613723,,,,,,,,,,,,,,,,
322.719355,12,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.1563694477081298,29.10625
322.719949,12,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1358551979064941,40.975
322.720431,12,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1494491100311279,31.981818181818184
322.720756,12,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1357572078704834,28.3375
322.721203,12,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1240725517272949,19.895454545454545
334.771471,12,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6170212765957447,0.4626865671641791,0.725,0.5370370370370371,134,0.0120377540588378,,
334.771908,12,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.6928104575163399,0.5392156862745098,0.8688524590163934,0.5760869565217391,102,0.0066635608673095,,
334.77225,12,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.6330935251798561,0.5,0.7213114754098361,0.5641025641025641,102,0.0073192119598388,,
334.772614,12,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6337760910815939,0.4712328767123288,0.7625570776255708,0.5422077922077922,365,0.009028673171997,,
334.773051,12,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.6712328767123288,0.5294117647058824,0.8032786885245902,0.5764705882352941,102,0.0095143318176269,,
334.773469,12,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6877828054298643,0.5337837837837838,0.8539325842696629,0.5757575757575758,148,0.0085389614105224,,
334.773719,12,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6687306501547987,0.5180180180180181,0.8120300751879699,0.5684210526315789,222,0.0070128440856933,,
334.774061,12,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.6486486486486487,0.4917695473251028,0.7821612349914236,0.5540704738760632,1944,0.0282297134399414,,
334.774384,12,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6258503401360545,0.4607843137254901,0.7540983606557377,0.5348837209302325,102,0.0088579654693603,,
334.774685,12,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.6896551724137931,0.5423728813559322,0.8450704225352113,0.5825242718446602,118,0.0119380950927734,,
334.775007,12,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.6551724137931034,0.4957983193277311,0.8028169014084507,0.5533980582524272,119,0.0084433555603027,,
334.775376,12,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6539027982326951,0.4978632478632478,0.7900355871886121,0.5577889447236181,468,0.0133204460144042,,
334.775715,12,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6279863481228669,0.470873786407767,0.7479674796747967,0.5411764705882353,206,0.0079879760742187,,
334.77621,12,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6576151121605667,0.5008605851979346,0.7991391678622669,0.5586760280842528,1162,0.0231106281280517,,
334.776583,12,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6338797814207651,0.4745098039215686,0.7581699346405228,0.5446009389671361,255,0.0112314224243164,,
334.776936,12,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6228070175438597,0.4723926380368098,0.7244897959183674,0.5461538461538461,163,0.0106570720672607,,
334.777328,12,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6490066225165563,0.4803921568627451,0.8032786885245902,0.5444444444444444,102,0.0095832347869873,,
334.77763,12,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6398104265402843,0.4794520547945205,0.7714285714285715,0.5465587044534413,292,0.0118570327758789,,
334.777945,12,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6519685039370079,0.4988662131519274,0.7840909090909091,0.5579514824797843,441,0.0090622901916503,,
334.778233,12,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6153846153846154,0.4718309859154929,0.7058823529411765,0.5454545454545454,142,0.0089683532714843,,
334.778575,12,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6711409395973155,0.5196078431372549,0.819672131147541,0.5681818181818182,102,0.0062849521636962,,
334.778876,12,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6111111111111112,0.4488188976377952,0.7236842105263158,0.5288461538461539,127,0.006216287612915,,
334.779175,12,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6351351351351351,0.4953271028037383,0.734375,0.5595238095238095,107,0.0072298049926757,,
334.77949,12,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.6456692913385826,0.490566037735849,0.7735849056603774,0.5540540540540541,795,0.0126638412475585,,
334.779886,12,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6226415094339622,0.4648829431438127,0.7374301675977654,0.5387755102040817,299,0.0095741748809814,,
334.783774,12,learning_update,10577062229270185434,,,,,,"(6, 5, 2, 6, 6)",-0.0085776006784964,0.06,0.31,-0.3785776006784964,,,,,,,,,,,
334.784568,12,learning_update,4223374082031152552,,,,,,"(6, 4, 2, 6, 6)",-0.0085776006784964,0.06,0.31,-0.3785776006784964,,,,,,,,,,,
334.785329,12,learning_update,17833758267265781484,,,,,,"(6, 2, 2, 6, 6)",-0.0085776006784964,0.06,0.31,-0.3785776006784964,,,,,,,,,,,
334.786193,12,learning_update,14767769360382008888,,,,,,"(6, 2, 2, 6, 6)",-0.0085776006784964,0.06,0.31,-0.3785776006784964,,,,,,,,,,,
334.787141,12,learning_update,16506691070021547649,,,,,,"(6, 3, 2, 6, 6)",-0.0085776006784964,0.06,0.31,-0.3785776006784964,,,,,,,,,,,
334.793003,13,selection_info,16206290167654754491,25,"(6, 0, 0, 6, 6)",0,0.0,0.039741855927165,,,,,,,,,,,,,,,,
334.793364,13,selection_info,13644997368299628738,25,"(6, 0, 0, 6, 6)",0,0.0,0.039741855927165,,,,,,,,,,,,,,,,
334.793655,13,selection_info,16506691070021547649,25,"(6, 3, 2, 6, 6)",0,0.0142713382472948,0.0403426753024013,,,,,,,,,,,,,,,,
334.793949,13,selection_info,4354536512509177290,25,"(6, 0, 1, 6, 6)",0,0.0,0.039741855927165,,,,,,,,,,,,,,,,
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334.794622,13,selection_info,13392168843036499530,25,"(6, 0, 0, 6, 6)",0,0.0,0.039741855927165,,,,,,,,,,,,,,,,
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334.795662,13,selection_info,10192160218266941336,25,"(6, 0, 0, 6, 6)",0,0.0,0.039741855927165,,,,,,,,,,,,,,,,
334.796018,13,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,0.0,0.039741855927165,,,,,,,,,,,,,,,,
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334.796772,13,selection_info,11806130149938443739,25,"(6, 2, 2, 6, 6)",1,0.0146504624674728,0.0403587595785607,,,,,,,,,,,,,,,,
334.797154,13,selection_info,15368353039753191835,25,"(6, 0, 1, 6, 6)",0,0.0,0.039741855927165,,,,,,,,,,,,,,,,
334.797499,13,selection_info,8818734309448792929,25,"(6, 0, 1, 6, 6)",0,0.0,0.039741855927165,,,,,,,,,,,,,,,,
334.797764,13,selection_info,4223374082031152552,25,"(6, 5, 2, 6, 6)",1,0.0329334755308316,0.0411420722976543,,,,,,,,,,,,,,,,
334.798266,13,selection_info,9877728866716932389,25,"(6, 0, 0, 6, 6)",0,0.0,0.039741855927165,,,,,,,,,,,,,,,,
334.79861,13,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,0.0,0.039741855927165,,,,,,,,,,,,,,,,
334.799,13,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,0.0,0.039741855927165,,,,,,,,,,,,,,,,
334.799391,13,selection_info,17833758267265781484,25,"(6, 3, 2, 6, 6)",0,0.0142713382472948,0.0403426753024013,,,,,,,,,,,,,,,,
334.79971,13,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,0.0,0.039741855927165,,,,,,,,,,,,,,,,
334.800068,13,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,0.0,0.039741855927165,,,,,,,,,,,,,,,,
334.800433,13,selection_info,14767769360382008888,25,"(6, 3, 2, 6, 6)",0,0.0142713382472948,0.0403426753024013,,,,,,,,,,,,,,,,
334.800781,13,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,0.0,0.039741855927165,,,,,,,,,,,,,,,,
334.80118,13,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,0.0,0.039741855927165,,,,,,,,,,,,,,,,
334.801569,13,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,0.0,0.039741855927165,,,,,,,,,,,,,,,,
340.832317,13,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.1355876922607422,33.809090909090905
340.83274,13,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1365449428558349,43.86875
340.833153,13,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1779747009277343,34.64545454545455
340.833472,13,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1335866451263427,21.0
340.833899,13,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1270284652709961,18.92727272727273
352.957408,13,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.6896551724137931,0.5423728813559322,0.8450704225352113,0.5825242718446602,118,0.0080592632293701,,
352.958001,13,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6222222222222222,0.4645669291338583,0.7368421052631579,0.5384615384615384,127,0.0072863101959228,,
352.958364,13,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6564344746162928,0.4991394148020654,0.7977044476327116,0.5576730190571715,1162,0.0289340019226074,,
352.959201,13,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6375711574952562,0.4767123287671233,0.7671232876712328,0.5454545454545454,365,0.0070974826812744,,
352.959774,13,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6711409395973155,0.5196078431372549,0.819672131147541,0.5681818181818182,102,0.0054235458374023,,
352.960156,13,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6216216216216216,0.4766355140186916,0.71875,0.5476190476190477,107,0.0074648857116699,,
352.960573,13,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.6928104575163399,0.5392156862745098,0.8688524590163934,0.5760869565217391,102,0.0091829299926757,,
352.96096,13,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.6575342465753424,0.5098039215686274,0.7868852459016393,0.5647058823529412,102,0.0085780620574951,,
352.961237,13,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.639344262295082,0.4823529411764706,0.7647058823529411,0.5492957746478874,255,0.0101754665374755,,
352.961633,13,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6226415094339622,0.4648829431438127,0.7374301675977654,0.5387755102040817,299,0.0200469493865966,,
352.961969,13,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6358974358974359,0.5,0.7294117647058823,0.5636363636363636,142,0.0113494396209716,,
352.96232,13,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6279863481228669,0.470873786407767,0.7479674796747967,0.5411764705882353,206,0.0148119926452636,,
352.962732,13,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6539027982326951,0.4978632478632478,0.7900355871886121,0.5577889447236181,468,0.0150642395019531,,
352.963215,13,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6445497630331753,0.4863013698630137,0.7771428571428571,0.5506072874493927,292,0.0125529766082763,,
352.963675,13,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.6551724137931034,0.4957983193277311,0.8028169014084507,0.5533980582524272,119,0.0068080425262451,,
352.964011,13,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6276595744680851,0.4776119402985074,0.7375,0.5462962962962963,134,0.0207688808441162,,
352.964387,13,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6258503401360545,0.4607843137254901,0.7540983606557377,0.5348837209302325,102,0.008617877960205,,
352.964848,13,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.6500711237553343,0.4938271604938271,0.7838765008576329,0.5552855407047388,1944,0.0296673774719238,,
352.965118,13,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.6474820143884892,0.5196078431372549,0.7377049180327869,0.5769230769230769,102,0.0084373950958251,,
352.965554,13,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6519685039370079,0.4988662131519274,0.7840909090909091,0.5579514824797843,441,0.0182726383209228,,
352.966101,13,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6490066225165563,0.4803921568627451,0.8032786885245902,0.5444444444444444,102,0.0077965259552001,,
352.966641,13,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.6456692913385826,0.490566037735849,0.7735849056603774,0.5540540540540541,795,0.0123956203460693,,
352.967049,13,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6228070175438597,0.4723926380368098,0.7244897959183674,0.5461538461538461,163,0.009676456451416,,
352.967387,13,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6787330316742082,0.5202702702702703,0.8426966292134831,0.5681818181818182,148,0.0102713108062744,,
352.967839,13,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6687306501547987,0.5180180180180181,0.8120300751879699,0.5684210526315789,222,0.0086383819580078,,
352.972744,13,learning_update,10577062229270185434,,,,,,"(6, 5, 2, 6, 6)",0.0008045792641155,0.06,0.34,-0.3991954207358844,,,,,,,,,,,
352.973614,13,learning_update,4223374082031152552,,,,,,"(6, 5, 2, 6, 6)",0.0008045792641155,0.06,0.34,-0.3991954207358844,,,,,,,,,,,
352.97445,13,learning_update,17381897621308759492,,,,,,"(6, 2, 2, 6, 6)",0.0008045792641155,0.06,0.34,-0.3991954207358844,,,,,,,,,,,
352.975166,13,learning_update,5631037270461107728,,,,,,"(6, 2, 2, 6, 6)",0.0008045792641155,0.06,0.34,-0.3991954207358844,,,,,,,,,,,
352.97606,13,learning_update,11806130149938443739,,,,,,"(6, 2, 2, 6, 6)",0.0008045792641155,0.06,0.34,-0.3991954207358844,,,,,,,,,,,
352.98477,14,selection_info,16206290167654754491,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398287588171104,,,,,,,,,,,,,,,,
352.985614,14,selection_info,13644997368299628738,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398287588171104,,,,,,,,,,,,,,,,
352.986157,14,selection_info,16506691070021547649,25,"(6, 2, 2, 6, 6)",0,0.0027113349720319,0.039943032936389,,,,,,,,,,,,,,,,
352.986743,14,selection_info,4354536512509177290,25,"(6, 0, 1, 6, 6)",0,0.0,0.0398287588171104,,,,,,,,,,,,,,,,
352.987334,14,selection_info,17381897621308759492,25,"(6, 2, 2, 6, 6)",0,0.0027113349720319,0.039943032936389,,,,,,,,,,,,,,,,
352.98782,14,selection_info,13392168843036499530,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398287588171104,,,,,,,,,,,,,,,,
352.988379,14,selection_info,5631037270461107728,25,"(6, 2, 2, 6, 6)",0,0.0027113349720319,0.039943032936389,,,,,,,,,,,,,,,,
352.988826,14,selection_info,1234113313308987156,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398287588171104,,,,,,,,,,,,,,,,
352.989194,14,selection_info,10192160218266941336,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398287588171104,,,,,,,,,,,,,,,,
352.989636,14,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398287588171104,,,,,,,,,,,,,,,,
352.990028,14,selection_info,10577062229270185434,25,"(6, 5, 2, 6, 6)",1,0.0248877250527351,0.0408900896617131,,,,,,,,,,,,,,,,
352.990517,14,selection_info,11806130149938443739,25,"(6, 3, 2, 6, 6)",1,0.0142713382472948,0.0404339406588429,,,,,,,,,,,,,,,,
352.991001,14,selection_info,15368353039753191835,25,"(6, 0, 1, 6, 6)",0,0.0,0.0398287588171104,,,,,,,,,,,,,,,,
352.991351,14,selection_info,8818734309448792929,25,"(6, 0, 1, 6, 6)",0,0.0,0.0398287588171104,,,,,,,,,,,,,,,,
352.991943,14,selection_info,4223374082031152552,25,"(6, 5, 2, 6, 6)",1,0.0248877250527351,0.0408900896617131,,,,,,,,,,,,,,,,
352.992365,14,selection_info,9877728866716932389,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398287588171104,,,,,,,,,,,,,,,,
352.992808,14,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398287588171104,,,,,,,,,,,,,,,,
352.993169,14,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,0.0,0.0398287588171104,,,,,,,,,,,,,,,,
352.993541,14,selection_info,17833758267265781484,25,"(6, 3, 2, 6, 6)",1,0.0142713382472948,0.0404339406588429,,,,,,,,,,,,,,,,
352.993896,14,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398287588171104,,,,,,,,,,,,,,,,
352.994178,14,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398287588171104,,,,,,,,,,,,,,,,
352.994599,14,selection_info,14767769360382008888,25,"(6, 3, 2, 6, 6)",1,0.0142713382472948,0.0404339406588429,,,,,,,,,,,,,,,,
352.994895,14,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398287588171104,,,,,,,,,,,,,,,,
352.995314,14,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398287588171104,,,,,,,,,,,,,,,,
352.99599,14,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398287588171104,,,,,,,,,,,,,,,,
359.028969,14,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1242017745971679,17.213636363636365
359.029677,14,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1339538097381591,28.61875
359.029975,14,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.1573765277862548,29.9125
359.030249,14,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1352310180664062,43.78125
359.030642,14,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1424140930175781,31.74090909090909
371.090441,14,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6279863481228669,0.470873786407767,0.7479674796747967,0.5411764705882353,206,0.0068216323852539,,
371.090892,14,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6256410256410256,0.4859154929577465,0.7176470588235294,0.5545454545454546,142,0.0094015598297119,,
371.091211,14,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6367924528301887,0.4849498327759197,0.7541899441340782,0.5510204081632653,299,0.0159602165222167,,
371.09174,14,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.6797385620915033,0.5196078431372549,0.8524590163934426,0.5652173913043478,102,0.005911111831665,,
371.092211,14,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6122448979591837,0.4411764705882353,0.7377049180327869,0.5232558139534884,102,0.0083522796630859,,
371.092659,14,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.6436781609195402,0.4789915966386555,0.7887323943661971,0.5436893203883495,119,0.0064489841461181,,
371.093144,14,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6711409395973155,0.5196078431372549,0.819672131147541,0.5681818181818182,102,0.0053319931030273,,
371.09358,14,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.5899280575539568,0.4411764705882353,0.6721311475409836,0.5256410256410257,102,0.0069036483764648,,
371.093997,14,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6489563567362429,0.4931506849315068,0.7808219178082192,0.5551948051948052,365,0.0091657638549804,,
371.094324,14,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.6666666666666666,0.5084745762711864,0.8169014084507042,0.5631067961165048,118,0.0099973678588867,,
371.094767,14,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6228070175438597,0.4723926380368098,0.7244897959183674,0.5461538461538461,163,0.009164810180664,,
371.095186,14,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.6575342465753424,0.5098039215686274,0.7868852459016393,0.5647058823529412,102,0.0079152584075927,,
371.095659,14,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6687306501547987,0.5180180180180181,0.8120300751879699,0.5684210526315789,222,0.0210802555084228,,
371.095959,14,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6645669291338583,0.5170068027210885,0.7992424242424242,0.568733153638814,441,0.0126430988311767,,
371.096329,14,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6587957497048406,0.5025817555938038,0.8005738880918221,0.559679037111334,1162,0.0194518566131591,,
371.096776,14,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6170212765957447,0.4626865671641791,0.725,0.5370370370370371,134,0.0108473300933837,,
371.097067,14,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.6479374110953058,0.4907407407407407,0.7813036020583191,0.5534629404617254,1944,0.0332124233245849,,
371.097406,14,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6492890995260664,0.4931506849315068,0.7828571428571428,0.5546558704453441,292,0.008707046508789,,
371.097772,14,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6081081081081081,0.4579439252336448,0.703125,0.5357142857142857,107,0.0064547061920166,,
371.098118,14,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6111111111111112,0.4488188976377952,0.7236842105263158,0.5288461538461539,127,0.0070409774780273,,
371.098589,14,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.657917760279965,0.5081761006289308,0.7882599580712788,0.5645645645645646,795,0.0120599269866943,,
371.098954,14,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6568483063328424,0.5021367521367521,0.7935943060498221,0.5603015075376885,468,0.0142476558685302,,
371.099341,14,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6284153005464481,0.4666666666666667,0.7516339869281046,0.539906103286385,255,0.0097084045410156,,
371.099952,14,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6622516556291391,0.5,0.819672131147541,0.5555555555555556,102,0.0092709064483642,,
371.100429,14,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6787330316742082,0.5202702702702703,0.8426966292134831,0.5681818181818182,148,0.0121781826019287,,
371.105756,14,learning_update,10577062229270185434,,,,,,"(6, 5, 2, 6, 6)",0.0004941621343309,0.09,0.31,-0.399505837865669,,,,,,,,,,,
371.106524,14,learning_update,11806130149938443739,,,,,,"(6, 3, 2, 6, 6)",0.0004941621343309,0.09,0.31,-0.399505837865669,,,,,,,,,,,
371.107356,14,learning_update,4223374082031152552,,,,,,"(6, 5, 2, 6, 6)",0.0004941621343309,0.09,0.31,-0.399505837865669,,,,,,,,,,,
371.108249,14,learning_update,17833758267265781484,,,,,,"(6, 3, 2, 6, 6)",0.0004941621343309,0.09,0.31,-0.399505837865669,,,,,,,,,,,
371.109085,14,learning_update,14767769360382008888,,,,,,"(6, 3, 2, 6, 6)",0.0004941621343309,0.09,0.31,-0.399505837865669,,,,,,,,,,,
371.11511,15,selection_info,16206290167654754491,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398225789838774,,,,,,,,,,,,,,,,
371.115546,15,selection_info,13644997368299628738,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398225789838774,,,,,,,,,,,,,,,,
371.115865,15,selection_info,16506691070021547649,25,"(6, 2, 2, 6, 6)",0,0.0027113349720319,0.0399374103514839,,,,,,,,,,,,,,,,
371.116123,15,selection_info,4354536512509177290,25,"(6, 0, 1, 6, 6)",0,0.0,0.0398225789838774,,,,,,,,,,,,,,,,
371.116704,15,selection_info,17381897621308759492,25,"(6, 1, 2, 6, 6)",1,0.0295229876670935,0.0410909266735737,,,,,,,,,,,,,,,,
371.117144,15,selection_info,13392168843036499530,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398225789838774,,,,,,,,,,,,,,,,
371.117525,15,selection_info,5631037270461107728,25,"(6, 2, 2, 6, 6)",0,0.0027113349720319,0.0399374103514839,,,,,,,,,,,,,,,,
371.117919,15,selection_info,1234113313308987156,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398225789838774,,,,,,,,,,,,,,,,
371.118249,15,selection_info,10192160218266941336,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398225789838774,,,,,,,,,,,,,,,,
371.118714,15,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398225789838774,,,,,,,,,,,,,,,,
371.119142,15,selection_info,10577062229270185434,25,"(6, 5, 2, 6, 6)",1,0.01685185279142,0.0405416828095508,,,,,,,,,,,,,,,,
371.119541,15,selection_info,11806130149938443739,25,"(6, 4, 2, 6, 6)",1,0.0301612792922486,0.0411187901214506,,,,,,,,,,,,,,,,
371.11985,15,selection_info,15368353039753191835,25,"(6, 0, 1, 6, 6)",0,0.0,0.0398225789838774,,,,,,,,,,,,,,,,
371.120198,15,selection_info,8818734309448792929,25,"(6, 0, 1, 6, 6)",0,0.0,0.0398225789838774,,,,,,,,,,,,,,,,
371.120529,15,selection_info,4223374082031152552,25,"(6, 5, 2, 6, 6)",1,0.01685185279142,0.0405416828095508,,,,,,,,,,,,,,,,
371.120903,15,selection_info,9877728866716932389,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398225789838774,,,,,,,,,,,,,,,,
371.121266,15,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398225789838774,,,,,,,,,,,,,,,,
371.121631,15,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,0.0,0.0398225789838774,,,,,,,,,,,,,,,,
371.121921,15,selection_info,17833758267265781484,25,"(6, 3, 2, 6, 6)",0,0.002398096669879,0.0399241270784944,,,,,,,,,,,,,,,,
371.122241,15,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398225789838774,,,,,,,,,,,,,,,,
371.122587,15,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398225789838774,,,,,,,,,,,,,,,,
371.122916,15,selection_info,14767769360382008888,25,"(6, 3, 2, 6, 6)",0,0.002398096669879,0.0399241270784944,,,,,,,,,,,,,,,,
371.12332,15,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398225789838774,,,,,,,,,,,,,,,,
371.123679,15,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398225789838774,,,,,,,,,,,,,,,,
371.123901,15,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398225789838774,,,,,,,,,,,,,,,,
377.151138,15,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1343975067138672,42.8375
377.151843,15,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1497483253479004,20.563636363636363
377.15219,15,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1395857334136963,31.768181818181816
377.15261,15,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.128652811050415,21.08636363636364
389.256404,15,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6228070175438597,0.4723926380368098,0.7244897959183674,0.5461538461538461,163,0.0098013877868652,,
389.256832,15,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6587957497048406,0.5025817555938038,0.8005738880918221,0.559679037111334,1162,0.0199439525604248,,
389.257173,15,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.657917760279965,0.5081761006289308,0.7882599580712788,0.5645645645645646,795,0.0160250663757324,,
389.257521,15,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6625386996904025,0.509009009009009,0.8045112781954887,0.5631578947368421,222,0.0090548992156982,,
389.25779,15,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6568483063328424,0.5021367521367521,0.7935943060498221,0.5603015075376885,468,0.0130128860473632,,
389.258154,15,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.6666666666666666,0.5084745762711864,0.8169014084507042,0.5631067961165048,118,0.0107936859130859,,
389.258539,15,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.658267716535433,0.5079365079365079,0.7916666666666666,0.5633423180592992,441,0.0105388164520263,,
389.258855,15,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6527514231499051,0.4986301369863014,0.7853881278538812,0.5584415584415584,365,0.0073301792144775,,
389.259141,15,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6540284360189573,0.5,0.7885714285714286,0.5587044534412956,292,0.0074734687805175,,
389.25954,15,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.6575342465753424,0.5098039215686274,0.7868852459016393,0.5647058823529412,102,0.0127098560333251,,
389.259898,15,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6122448979591837,0.4411764705882353,0.7377049180327869,0.5232558139534884,102,0.0085523128509521,,
389.260157,15,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.6797385620915033,0.5196078431372549,0.8524590163934426,0.5652173913043478,102,0.005974531173706,,
389.260619,15,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6622516556291391,0.5,0.819672131147541,0.5555555555555556,102,0.0079965591430664,,
389.260942,15,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6063829787234043,0.4477611940298507,0.7125,0.5277777777777778,134,0.0113728046417236,,
389.261305,15,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6279863481228669,0.470873786407767,0.7479674796747967,0.5411764705882353,206,0.013578176498413,,
389.261637,15,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6256410256410256,0.4859154929577465,0.7176470588235294,0.5545454545454546,142,0.0089499950408935,,
389.261971,15,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6216216216216216,0.4766355140186916,0.71875,0.5476190476190477,107,0.0073494911193847,,
389.262389,15,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6111111111111112,0.4488188976377952,0.7236842105263158,0.5288461538461539,127,0.006122350692749,,
389.262655,15,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6284153005464481,0.4666666666666667,0.7516339869281046,0.539906103286385,255,0.0072429180145263,,
389.263,15,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.632183908045977,0.4621848739495798,0.7746478873239436,0.5339805825242718,119,0.0091254711151123,,
389.263372,15,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.647226173541963,0.4897119341563786,0.7804459691252144,0.5528554070473876,1944,0.0415546894073486,,
389.263673,15,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.5899280575539568,0.4411764705882353,0.6721311475409836,0.5256410256410257,102,0.0114295482635498,,
389.264016,15,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6711409395973155,0.5196078431372549,0.819672131147541,0.5681818181818182,102,0.0054821968078613,,
389.264366,15,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6273584905660378,0.471571906354515,0.7430167597765364,0.5428571428571428,299,0.0093119144439697,,
389.264618,15,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6787330316742082,0.5202702702702703,0.8426966292134831,0.5681818181818182,148,0.0112197399139404,,
389.268729,15,learning_update,17381897621308759492,,,,,,"(6, 1, 2, 6, 6)",-0.0008668946969549,0.08,0.26,-0.3408668946969549,,,,,,,,,,,
389.269592,15,learning_update,10577062229270185434,,,,,,"(6, 5, 2, 6, 6)",-0.0008668946969549,0.08,0.26,-0.3408668946969549,,,,,,,,,,,
389.270338,15,learning_update,11806130149938443739,,,,,,"(6, 4, 2, 6, 6)",-0.0008668946969549,0.08,0.26,-0.3408668946969549,,,,,,,,,,,
389.270984,15,learning_update,4223374082031152552,,,,,,"(6, 5, 2, 6, 6)",-0.0008668946969549,0.08,0.26,-0.3408668946969549,,,,,,,,,,,
389.277028,16,selection_info,16206290167654754491,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398964401807759,,,,,,,,,,,,,,,,
389.277459,16,selection_info,13644997368299628738,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398964401807759,,,,,,,,,,,,,,,,
389.277685,16,selection_info,16506691070021547649,25,"(6, 2, 2, 6, 6)",1,0.0027113349720319,0.0400120634812422,,,,,,,,,,,,,,,,
389.277893,16,selection_info,4354536512509177290,25,"(6, 0, 1, 6, 6)",0,0.0,0.0398964401807759,,,,,,,,,,,,,,,,
389.278142,16,selection_info,17381897621308759492,25,"(6, 2, 2, 6, 6)",1,0.0027113349720319,0.0400120634812422,,,,,,,,,,,,,,,,
389.278545,16,selection_info,13392168843036499530,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398964401807759,,,,,,,,,,,,,,,,
389.278811,16,selection_info,5631037270461107728,25,"(6, 2, 2, 6, 6)",0,0.0027113349720319,0.0400120634812422,,,,,,,,,,,,,,,,
389.279064,16,selection_info,1234113313308987156,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398964401807759,,,,,,,,,,,,,,,,
389.279492,16,selection_info,10192160218266941336,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398964401807759,,,,,,,,,,,,,,,,
389.280008,16,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398964401807759,,,,,,,,,,,,,,,,
389.280507,16,selection_info,10577062229270185434,25,"(6, 5, 2, 6, 6)",1,0.0100042367126978,0.0403247305607561,,,,,,,,,,,,,,,,
389.280852,16,selection_info,11806130149938443739,25,"(6, 4, 2, 6, 6)",1,0.0267224490659868,0.0410507383990847,,,,,,,,,,,,,,,,
389.281221,16,selection_info,15368353039753191835,25,"(6, 0, 1, 6, 6)",0,0.0,0.0398964401807759,,,,,,,,,,,,,,,,
389.281552,16,selection_info,8818734309448792929,25,"(6, 0, 1, 6, 6)",0,0.0,0.0398964401807759,,,,,,,,,,,,,,,,
389.281884,16,selection_info,4223374082031152552,25,"(6, 5, 2, 6, 6)",1,0.0100042367126978,0.0403247305607561,,,,,,,,,,,,,,,,
389.282234,16,selection_info,9877728866716932389,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398964401807759,,,,,,,,,,,,,,,,
389.282626,16,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398964401807759,,,,,,,,,,,,,,,,
389.283014,16,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,0.0,0.0398964401807759,,,,,,,,,,,,,,,,
389.283317,16,selection_info,17833758267265781484,25,"(6, 2, 2, 6, 6)",0,0.0027113349720319,0.0400120634812422,,,,,,,,,,,,,,,,
389.283819,16,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398964401807759,,,,,,,,,,,,,,,,
389.284168,16,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398964401807759,,,,,,,,,,,,,,,,
389.284678,16,selection_info,14767769360382008888,25,"(6, 2, 2, 6, 6)",0,0.0027113349720319,0.0400120634812422,,,,,,,,,,,,,,,,
389.285079,16,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398964401807759,,,,,,,,,,,,,,,,
389.285424,16,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398964401807759,,,,,,,,,,,,,,,,
389.285766,16,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398964401807759,,,,,,,,,,,,,,,,
395.318941,16,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1530711650848388,20.831818181818186
395.319569,16,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1417896747589111,31.463636363636365
395.32,16,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1352014541625976,44.09375
395.320541,16,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1383190155029297,18.277272727272727
395.320902,16,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1442008018493652,19.895454545454545
407.427782,16,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6279863481228669,0.470873786407767,0.7479674796747967,0.5411764705882353,206,0.0499966144561767,,
407.428236,16,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6111111111111112,0.4488188976377952,0.7236842105263158,0.5288461538461539,127,0.0056724548339843,,
407.428583,16,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6256410256410256,0.4859154929577465,0.7176470588235294,0.5545454545454546,142,0.0084216594696044,,
407.428995,16,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6622516556291391,0.5,0.819672131147541,0.5555555555555556,102,0.0086646080017089,,
407.42936,16,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.5899280575539568,0.4411764705882353,0.6721311475409836,0.5256410256410257,102,0.0084190368652343,,
407.429646,16,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.6666666666666666,0.5,0.8360655737704918,0.5543478260869565,102,0.0057361125946044,,
407.429893,16,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6587957497048406,0.5025817555938038,0.8005738880918221,0.559679037111334,1162,0.0204155445098876,,
407.430257,16,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6273584905660378,0.471571906354515,0.7430167597765364,0.5428571428571428,299,0.025193452835083,,
407.430608,16,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.647226173541963,0.4897119341563786,0.7804459691252144,0.5528554070473876,1944,0.0369212627410888,,
407.430952,16,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6228070175438597,0.4723926380368098,0.7244897959183674,0.5461538461538461,163,0.010533332824707,,
407.431312,16,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.6666666666666666,0.5084745762711864,0.8169014084507042,0.5631067961165048,118,0.0086753368377685,,
407.431603,16,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6284153005464481,0.4666666666666667,0.7516339869281046,0.539906103286385,255,0.0281832218170166,,
407.43192,16,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.632183908045977,0.4621848739495798,0.7746478873239436,0.5339805825242718,119,0.0087332725524902,,
407.432261,16,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6614173228346457,0.5124716553287982,0.7954545454545454,0.5660377358490566,441,0.0112190246582031,,
407.432542,16,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6711409395973155,0.5196078431372549,0.819672131147541,0.5681818181818182,102,0.0059394836425781,,
407.432887,16,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6540284360189573,0.5,0.7885714285714286,0.5587044534412956,292,0.0111916065216064,,
407.433244,16,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6122448979591837,0.4411764705882353,0.7377049180327869,0.5232558139534884,102,0.0107851028442382,,
407.433488,16,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6489563567362429,0.4931506849315068,0.7808219178082192,0.5551948051948052,365,0.0074007511138916,,
407.433841,16,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6625386996904025,0.509009009009009,0.8045112781954887,0.5631578947368421,222,0.012984275817871,,
407.434257,16,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6216216216216216,0.4766355140186916,0.71875,0.5476190476190477,107,0.00606369972229,,
407.434497,16,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.657917760279965,0.5081761006289308,0.7882599580712788,0.5645645645645646,795,0.0214016437530517,,
407.434919,16,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6063829787234043,0.4477611940298507,0.7125,0.5277777777777778,134,0.0083787441253662,,
407.435251,16,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.6575342465753424,0.5098039215686274,0.7868852459016393,0.5647058823529412,102,0.0088021755218505,,
407.435522,16,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6568483063328424,0.5021367521367521,0.7935943060498221,0.5603015075376885,468,0.0118415355682373,,
407.435839,16,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6787330316742082,0.5202702702702703,0.8426966292134831,0.5681818181818182,148,0.009507417678833,,
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407.440481,16,learning_update,10577062229270185434,,,,,,"(6, 5, 2, 6, 6)",-0.0001672785134696,0.08,0.31,-0.3901672785134696,,,,,,,,,,,
407.441124,16,learning_update,4223374082031152552,,,,,,"(6, 5, 2, 6, 6)",-0.0001672785134696,0.08,0.31,-0.3901672785134696,,,,,,,,,,,
407.441739,16,learning_update,16506691070021547649,,,,,,"(6, 2, 2, 6, 6)",-0.0001672785134696,0.08,0.31,-0.3901672785134696,,,,,,,,,,,
407.442322,16,learning_update,17381897621308759492,,,,,,"(6, 2, 2, 6, 6)",-0.0001672785134696,0.08,0.31,-0.3901672785134696,,,,,,,,,,,
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407.451119,17,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,0.0,0.0399299027607034,,,,,,,,,,,,,,,,
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407.453681,17,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,0.0,0.0399299027607034,,,,,,,,,,,,,,,,
407.45394,17,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,0.0,0.0399299027607034,,,,,,,,,,,,,,,,
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407.454562,17,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,0.0,0.0399299027607034,,,,,,,,,,,,,,,,
407.454865,17,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,0.0,0.0399299027607034,,,,,,,,,,,,,,,,
407.455218,17,selection_info,14767769360382008888,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.039713705342752,,,,,,,,,,,,,,,,
407.455502,17,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,0.0,0.0399299027607034,,,,,,,,,,,,,,,,
407.455851,17,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,0.0,0.0399299027607034,,,,,,,,,,,,,,,,
407.456196,17,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,0.0,0.0399299027607034,,,,,,,,,,,,,,,,
413.486465,17,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.136216402053833,19.09090909090909
413.487321,17,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.160978078842163,28.75454545454545
413.487809,17,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1237516403198242,17.918181818181818
413.48821,17,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1450905799865722,32.95454545454545
413.488682,17,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1344552040100097,44.1625
425.567795,17,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6711409395973155,0.5196078431372549,0.819672131147541,0.5681818181818182,102,0.0053389072418212,,
425.568235,17,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6279863481228669,0.470873786407767,0.7479674796747967,0.5411764705882353,206,0.0095641613006591,,
425.568746,17,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6256410256410256,0.4859154929577465,0.7176470588235294,0.5545454545454546,142,0.0120954513549804,,
425.569242,17,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.632183908045977,0.4621848739495798,0.7746478873239436,0.5339805825242718,119,0.0111217498779296,,
425.56959,17,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6540284360189573,0.5,0.7885714285714286,0.5587044534412956,292,0.0088331699371337,,
425.569979,17,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6527514231499051,0.4986301369863014,0.7853881278538812,0.5584415584415584,365,0.0077381134033203,,
425.570411,17,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6063829787234043,0.4477611940298507,0.7125,0.5277777777777778,134,0.0064127445220947,,
425.570682,17,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6284153005464481,0.4666666666666667,0.7516339869281046,0.539906103286385,255,0.0159356594085693,,
425.570998,17,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6622516556291391,0.5,0.819672131147541,0.5555555555555556,102,0.008373737335205,,
425.571474,17,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6228070175438597,0.4723926380368098,0.7244897959183674,0.5461538461538461,163,0.0094859600067138,,
425.571945,17,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.5899280575539568,0.4411764705882353,0.6721311475409836,0.5256410256410257,102,0.0066151618957519,,
425.572389,17,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.647226173541963,0.4897119341563786,0.7804459691252144,0.5528554070473876,1944,0.0325903892517089,,
425.572696,17,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6787330316742082,0.5202702702702703,0.8426966292134831,0.5681818181818182,148,0.0110425949096679,,
425.572957,17,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.6666666666666666,0.5,0.8360655737704918,0.5543478260869565,102,0.0061194896697998,,
425.573326,17,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6111111111111112,0.4488188976377952,0.7236842105263158,0.5288461538461539,127,0.0062313079833984,,
425.573633,17,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6122448979591837,0.4411764705882353,0.7377049180327869,0.5232558139534884,102,0.0079431533813476,,
425.573891,17,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6568483063328424,0.5021367521367521,0.7935943060498221,0.5603015075376885,468,0.0138857364654541,,
425.574258,17,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6614173228346457,0.5124716553287982,0.7954545454545454,0.5660377358490566,441,0.0098195075988769,,
425.574622,17,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6587957497048406,0.5025817555938038,0.8005738880918221,0.559679037111334,1162,0.0239374637603759,,
425.574874,17,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.657917760279965,0.5081761006289308,0.7882599580712788,0.5645645645645646,795,0.0355868339538574,,
425.575195,17,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6625386996904025,0.509009009009009,0.8045112781954887,0.5631578947368421,222,0.0086095333099365,,
425.575542,17,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6273584905660378,0.471571906354515,0.7430167597765364,0.5428571428571428,299,0.0127608776092529,,
425.575811,17,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6216216216216216,0.4766355140186916,0.71875,0.5476190476190477,107,0.0056488513946533,,
425.576091,17,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.6575342465753424,0.5098039215686274,0.7868852459016393,0.5647058823529412,102,0.0090095996856689,,
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425.593593,18,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398990574181872,,,,,,,,,,,,,,,,
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425.59432,18,selection_info,11806130149938443739,25,"(6, 5, 2, 6, 6)",0,-0.0064126650936054,0.0396241704481986,,,,,,,,,,,,,,,,
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425.594948,18,selection_info,8818734309448792929,25,"(6, 0, 1, 6, 6)",0,0.0,0.0398990574181872,,,,,,,,,,,,,,,,
425.595322,18,selection_info,4223374082031152552,25,"(6, 5, 2, 6, 6)",0,-0.0064126650936054,0.0396241704481986,,,,,,,,,,,,,,,,
425.595599,18,selection_info,9877728866716932389,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398990574181872,,,,,,,,,,,,,,,,
425.595914,18,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398990574181872,,,,,,,,,,,,,,,,
425.596292,18,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,0.0,0.0398990574181872,,,,,,,,,,,,,,,,
425.596544,18,selection_info,17833758267265781484,25,"(6, 1, 2, 6, 6)",1,0.0212408097069248,0.0408232640031511,,,,,,,,,,,,,,,,
425.596845,18,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398990574181872,,,,,,,,,,,,,,,,
425.597174,18,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398990574181872,,,,,,,,,,,,,,,,
425.597493,18,selection_info,14767769360382008888,25,"(6, 1, 2, 6, 6)",1,0.0212408097069248,0.0408232640031511,,,,,,,,,,,,,,,,
425.597776,18,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398990574181872,,,,,,,,,,,,,,,,
425.598134,18,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398990574181872,,,,,,,,,,,,,,,,
425.598419,18,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398990574181872,,,,,,,,,,,,,,,,
431.62542,18,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.1770849227905273,29.3625
431.626001,18,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1378850936889648,28.40625
431.626534,18,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1262216567993164,19.33636363636364
431.626832,18,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1252424716949463,18.681818181818183
443.727988,18,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6284153005464481,0.4666666666666667,0.7516339869281046,0.539906103286385,255,0.0059947967529296,,
443.728398,18,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6489563567362429,0.4931506849315068,0.7808219178082192,0.5551948051948052,365,0.0089037418365478,,
443.728769,18,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6228070175438597,0.4723926380368098,0.7244897959183674,0.5461538461538461,163,0.0104322433471679,,
443.729181,18,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.647226173541963,0.4897119341563786,0.7804459691252144,0.5528554070473876,1944,0.0334730148315429,,
443.729569,18,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.657917760279965,0.5081761006289308,0.7882599580712788,0.5645645645645646,795,0.0300588607788085,,
443.730067,18,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6122448979591837,0.4411764705882353,0.7377049180327869,0.5232558139534884,102,0.0082778930664062,,
443.730448,18,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6625386996904025,0.509009009009009,0.8045112781954887,0.5631578947368421,222,0.0082952976226806,,
443.730751,18,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6279863481228669,0.470873786407767,0.7479674796747967,0.5411764705882353,206,0.0122480392456054,,
443.731099,18,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6216216216216216,0.4766355140186916,0.71875,0.5476190476190477,107,0.0058329105377197,,
443.731498,18,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6614173228346457,0.5124716553287982,0.7954545454545454,0.5660377358490566,441,0.016390323638916,,
443.731842,18,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6599763872491146,0.504302925989673,0.8020086083213773,0.5606820461384152,1162,0.0234584808349609,,
443.732234,18,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6256410256410256,0.4859154929577465,0.7176470588235294,0.5545454545454546,142,0.009101390838623,,
443.732696,18,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6273584905660378,0.471571906354515,0.7430167597765364,0.5428571428571428,299,0.0119259357452392,,
443.733188,18,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6711409395973155,0.5196078431372549,0.819672131147541,0.5681818181818182,102,0.0070149898529052,,
443.733642,18,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.6666666666666666,0.5084745762711864,0.8169014084507042,0.5631067961165048,118,0.0105209350585937,,
443.73407,18,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6568483063328424,0.5021367521367521,0.7935943060498221,0.5603015075376885,468,0.0133113861083984,,
443.734496,18,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.5899280575539568,0.4411764705882353,0.6721311475409836,0.5256410256410257,102,0.0080814361572265,,
443.734782,18,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6787330316742082,0.5202702702702703,0.8426966292134831,0.5681818181818182,148,0.0112686157226562,,
443.73516,18,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6063829787234043,0.4477611940298507,0.7125,0.5277777777777778,134,0.0061032772064208,,
443.73552,18,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6540284360189573,0.5,0.7885714285714286,0.5587044534412956,292,0.0111091136932373,,
443.735846,18,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.632183908045977,0.4621848739495798,0.7746478873239436,0.5339805825242718,119,0.0144057273864746,,
443.73637,18,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.6575342465753424,0.5098039215686274,0.7868852459016393,0.5647058823529412,102,0.0112051963806152,,
443.736848,18,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6622516556291391,0.5,0.819672131147541,0.5555555555555556,102,0.0081927776336669,,
443.737377,18,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.6666666666666666,0.5,0.8360655737704918,0.5543478260869565,102,0.0061347484588623,,
443.737744,18,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6111111111111112,0.4488188976377952,0.7236842105263158,0.5288461538461539,127,0.0060350894927978,,
443.742542,18,learning_update,16506691070021547649,,,,,,"(6, 1, 2, 6, 6)",-1.4067937738060363e-06,0.02,0.2,-0.2200014067937738,,,,,,,,,,,
443.743735,18,learning_update,17381897621308759492,,,,,,"(6, 4, 2, 6, 6)",-1.4067937738060363e-06,0.02,0.2,-0.2200014067937738,,,,,,,,,,,
443.744777,18,learning_update,17833758267265781484,,,,,,"(6, 1, 2, 6, 6)",-1.4067937738060363e-06,0.02,0.2,-0.2200014067937738,,,,,,,,,,,
443.745671,18,learning_update,14767769360382008888,,,,,,"(6, 1, 2, 6, 6)",-1.4067937738060363e-06,0.02,0.2,-0.2200014067937738,,,,,,,,,,,
443.75264,19,selection_info,16206290167654754491,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398900722471345,,,,,,,,,,,,,,,,
443.753039,19,selection_info,13644997368299628738,25,"(5, 0, 0, 6, 6)",0,0.0,0.0398900722471345,,,,,,,,,,,,,,,,
443.753347,19,selection_info,16506691070021547649,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.0396719203271772,,,,,,,,,,,,,,,,
443.753613,19,selection_info,4354536512509177290,25,"(6, 0, 1, 6, 6)",0,0.0,0.0398900722471345,,,,,,,,,,,,,,,,
443.753881,19,selection_info,17381897621308759492,25,"(6, 4, 2, 6, 6)",1,0.016030110714501,0.0405889618853705,,,,,,,,,,,,,,,,
443.754186,19,selection_info,13392168843036499530,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398900722471345,,,,,,,,,,,,,,,,
443.754533,19,selection_info,5631037270461107728,25,"(6, 1, 2, 6, 6)",1,0.0139403839744283,0.0404971632756982,,,,,,,,,,,,,,,,
443.754769,19,selection_info,1234113313308987156,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398900722471345,,,,,,,,,,,,,,,,
443.755171,19,selection_info,10192160218266941336,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398900722471345,,,,,,,,,,,,,,,,
443.755566,19,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398900722471345,,,,,,,,,,,,,,,,
443.755837,19,selection_info,10577062229270185434,25,"(6, 4, 2, 6, 6)",1,0.016030110714501,0.0405889618853705,,,,,,,,,,,,,,,,
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443.756875,19,selection_info,8818734309448792929,25,"(6, 0, 1, 6, 6)",0,0.0,0.0398900722471345,,,,,,,,,,,,,,,,
443.757364,19,selection_info,4223374082031152552,25,"(6, 4, 2, 6, 6)",1,0.016030110714501,0.0405889618853705,,,,,,,,,,,,,,,,
443.757776,19,selection_info,9877728866716932389,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398900722471345,,,,,,,,,,,,,,,,
443.758242,19,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398900722471345,,,,,,,,,,,,,,,,
443.758634,19,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,0.0,0.0398900722471345,,,,,,,,,,,,,,,,
443.759,19,selection_info,17833758267265781484,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.0396719203271772,,,,,,,,,,,,,,,,
443.759551,19,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398900722471345,,,,,,,,,,,,,,,,
443.759941,19,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398900722471345,,,,,,,,,,,,,,,,
443.7603,19,selection_info,14767769360382008888,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.0396719203271772,,,,,,,,,,,,,,,,
443.760658,19,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398900722471345,,,,,,,,,,,,,,,,
443.761108,19,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398900722471345,,,,,,,,,,,,,,,,
443.761559,19,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,0.0,0.0398900722471345,,,,,,,,,,,,,,,,
449.793275,19,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.1711146831512451,33.70454545454545
449.794068,19,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1356453895568847,45.60625
449.794439,19,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1549766063690185,20.35
449.79505,19,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1298372745513916,20.481818181818184
449.795733,19,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1444792747497558,33.59090909090909
461.879536,19,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6611570247933884,0.5060240963855421,0.8034433285509326,0.5616850551654965,1162,0.0247001647949218,,
461.880127,19,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6787330316742082,0.5202702702702703,0.8426966292134831,0.5681818181818182,148,0.0093626976013183,,
461.880556,19,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.6781609195402298,0.5254237288135594,0.8309859154929577,0.5728155339805825,118,0.0087900161743164,,
461.880962,19,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.6666666666666666,0.5,0.8360655737704918,0.5543478260869565,102,0.0149991512298583,,
461.881324,19,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6081081081081081,0.4579439252336448,0.703125,0.5357142857142857,107,0.0062813758850097,,
461.881694,19,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.632183908045977,0.4621848739495798,0.7746478873239436,0.5339805825242718,119,0.0065867900848388,,
461.882186,19,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6540284360189573,0.5,0.7885714285714286,0.5587044534412956,292,0.0088412761688232,,
461.882624,19,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.6544181977252843,0.5031446540880503,0.7840670859538784,0.5615615615615616,795,0.0174906253814697,,
461.883013,19,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6367924528301887,0.4849498327759197,0.7541899441340782,0.5510204081632653,299,0.0120222568511962,,
461.883351,19,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6228070175438597,0.4723926380368098,0.7244897959183674,0.5461538461538461,163,0.0129754543304443,,
461.883691,19,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6489563567362429,0.4931506849315068,0.7808219178082192,0.5551948051948052,365,0.0069656372070312,,
461.884043,19,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6284153005464481,0.4666666666666667,0.7516339869281046,0.539906103286385,255,0.0095133781433105,,
461.884332,19,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6258503401360545,0.4607843137254901,0.7540983606557377,0.5348837209302325,102,0.008744478225708,,
461.884707,19,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.5899280575539568,0.4411764705882353,0.6721311475409836,0.5256410256410257,102,0.0164299011230468,,
461.885189,19,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6111111111111112,0.4488188976377952,0.7236842105263158,0.5288461538461539,127,0.0127637386322021,,
461.885466,19,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6622516556291391,0.5,0.819672131147541,0.5555555555555556,102,0.008415937423706,,
461.885776,19,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6279863481228669,0.470873786407767,0.7479674796747967,0.5411764705882353,206,0.0140104293823242,,
461.886225,19,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6063829787234043,0.4477611940298507,0.7125,0.5277777777777778,134,0.0064349174499511,,
461.88664,19,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6256410256410256,0.4859154929577465,0.7176470588235294,0.5545454545454546,142,0.0102741718292236,,
461.88704,19,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6568483063328424,0.5021367521367521,0.7935943060498221,0.5603015075376885,468,0.0125112533569335,,
461.887391,19,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6711409395973155,0.5196078431372549,0.819672131147541,0.5681818181818182,102,0.0060725212097167,,
461.887717,19,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6614173228346457,0.5124716553287982,0.7954545454545454,0.5660377358490566,441,0.0109758377075195,,
461.888021,19,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.6712328767123288,0.5294117647058824,0.8032786885245902,0.5764705882352941,102,0.0109834671020507,,
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461.909808,20,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,0.0,0.0400004333041236,,,,,,,,,,,,,,,,
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461.911254,20,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,0.0,0.0400004333041236,,,,,,,,,,,,,,,,
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461.912286,20,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,0.0,0.0400004333041236,,,,,,,,,,,,,,,,
461.91262,20,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,0.0,0.0400004333041236,,,,,,,,,,,,,,,,
467.946999,20,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,1.2355949878692627,6.44375
467.947705,20,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1364202499389648,28.01875
467.948041,20,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.8434708118438721,4.65
467.948376,20,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,1.3578567504882812,6.9625
467.948736,20,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.2058420181274414,29.9125
480.016275,20,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6787330316742082,0.5202702702702703,0.8426966292134831,0.5681818181818182,148,0.0097987651824951,,
480.016627,20,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6597938144329897,0.5064102564102564,0.797153024911032,0.5628140703517588,468,0.0143275260925292,,
480.016926,20,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6540284360189573,0.5,0.7885714285714286,0.5587044534412956,292,0.0184934139251709,,
480.017277,20,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.6712328767123288,0.5294117647058824,0.8032786885245902,0.5764705882352941,102,0.0096151828765869,,
480.017615,20,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6623376623376623,0.5077452667814114,0.8048780487804879,0.5626880641925778,1162,0.030308723449707,,
480.018024,20,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6845637583892618,0.5392156862745098,0.8360655737704918,0.5795454545454546,102,0.005671739578247,,
480.018419,20,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6645669291338583,0.5170068027210885,0.7992424242424242,0.568733153638814,441,0.028350830078125,,
480.018799,20,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6358974358974359,0.5,0.7294117647058823,0.5636363636363636,142,0.008425235748291,,
480.019155,20,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6216216216216216,0.4766355140186916,0.71875,0.5476190476190477,107,0.0068657398223876,,
480.01944,20,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6687306501547987,0.5180180180180181,0.8120300751879699,0.5684210526315789,222,0.0103368759155273,,
480.019746,20,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6622516556291391,0.5,0.819672131147541,0.5555555555555556,102,0.0080683231353759,,
480.02008,20,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.6500711237553343,0.4938271604938271,0.7838765008576329,0.5552855407047388,1944,0.0303342342376709,,
480.020497,20,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6348122866894198,0.4805825242718446,0.7560975609756098,0.5470588235294118,206,0.0067028999328613,,
480.020815,20,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.631578947368421,0.4846625766871165,0.7346938775510204,0.5538461538461539,163,0.0120952129364013,,
480.02127,20,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6367924528301887,0.4849498327759197,0.7541899441340782,0.5510204081632653,299,0.0238251686096191,,
480.021632,20,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.6666666666666666,0.5,0.8360655737704918,0.5543478260869565,102,0.012017011642456,,
480.021976,20,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6258503401360545,0.4607843137254901,0.7540983606557377,0.5348837209302325,102,0.0083529949188232,,
480.022273,20,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6111111111111112,0.4488188976377952,0.7236842105263158,0.5288461538461539,127,0.0072002410888671,,
480.022578,20,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.6544181977252843,0.5031446540880503,0.7840670859538784,0.5615615615615616,795,0.0247755050659179,,
480.022922,20,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6489563567362429,0.4931506849315068,0.7808219178082192,0.5551948051948052,365,0.0084047317504882,,
480.023236,20,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.5899280575539568,0.4411764705882353,0.6721311475409836,0.5256410256410257,102,0.0088236331939697,,
480.023541,20,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.6781609195402298,0.5254237288135594,0.8309859154929577,0.5728155339805825,118,0.0097222328186035,,
480.023983,20,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6284153005464481,0.4666666666666667,0.7516339869281046,0.539906103286385,255,0.0080554485321044,,
480.024404,20,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6170212765957447,0.4626865671641791,0.725,0.5370370370370371,134,0.0090329647064208,,
480.024693,20,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.632183908045977,0.4621848739495798,0.7746478873239436,0.5339805825242718,119,0.0327029228210449,,
480.029129,20,learning_update,17833758267265781484,,,,,,"(6, 1, 2, 6, 6)",0.0018413362122232,0.0,0.18,-0.1781586637877767,,,,,,,,,,,
480.0298,20,learning_update,14767769360382008888,,,,,,"(6, 1, 2, 6, 6)",0.0018413362122232,0.0,0.18,-0.1781586637877767,,,,,,,,,,,
480.030497,20,learning_update,16206290167654754491,,,,,,"(6, 0, 0, 6, 6)",0.0018413362122232,0.0,0.18,-0.1781586637877767,,,,,,,,,,,
480.031178,20,learning_update,13644997368299628738,,,,,,"(5, 0, 0, 6, 6)",0.0018413362122232,0.0,0.18,-0.1781586637877767,,,,,,,,,,,
480.031926,20,learning_update,4354536512509177290,,,,,,"(6, 0, 1, 6, 6)",0.0018413362122232,0.0,0.18,-0.1781586637877767,,,,,,,,,,,
480.038688,21,selection_info,16206290167654754491,25,"(6, 1, 0, 6, 6)",1,0.0,0.0400899518333879,,,,,,,,,,,,,,,,
480.039097,21,selection_info,13644997368299628738,25,"(5, 1, 0, 6, 6)",1,0.0,0.0400899518333879,,,,,,,,,,,,,,,,
480.03947,21,selection_info,16506691070021547649,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.0398685039171562,,,,,,,,,,,,,,,,
480.039826,21,selection_info,4354536512509177290,25,"(6, 1, 1, 6, 6)",1,0.0,0.0400899518333879,,,,,,,,,,,,,,,,
480.040197,21,selection_info,17381897621308759492,25,"(6, 4, 2, 6, 6)",1,-0.0009946244315918,0.0400463361805616,,,,,,,,,,,,,,,,
480.040613,21,selection_info,13392168843036499530,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400118604301719,,,,,,,,,,,,,,,,
480.041084,21,selection_info,5631037270461107728,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.0398685039171562,,,,,,,,,,,,,,,,
480.041472,21,selection_info,1234113313308987156,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400118604301719,,,,,,,,,,,,,,,,
480.041754,21,selection_info,10192160218266941336,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400118604301719,,,,,,,,,,,,,,,,
480.042223,21,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400118604301719,,,,,,,,,,,,,,,,
480.042554,21,selection_info,10577062229270185434,25,"(6, 3, 2, 6, 6)",1,-0.0017194331778827,0.0400145822094141,,,,,,,,,,,,,,,,
480.042841,21,selection_info,11806130149938443739,25,"(6, 3, 2, 6, 6)",0,-0.0017194331778827,0.0400145822094141,,,,,,,,,,,,,,,,
480.04319,21,selection_info,15368353039753191835,25,"(6, 0, 1, 6, 6)",0,-0.0017815866378777,0.0400118604301719,,,,,,,,,,,,,,,,
480.043574,21,selection_info,8818734309448792929,25,"(6, 0, 1, 6, 6)",0,-0.0017815866378777,0.0400118604301719,,,,,,,,,,,,,,,,
480.044087,21,selection_info,4223374082031152552,25,"(6, 3, 2, 6, 6)",0,-0.0017194331778827,0.0400145822094141,,,,,,,,,,,,,,,,
480.044527,21,selection_info,9877728866716932389,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400118604301719,,,,,,,,,,,,,,,,
480.044969,21,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400118604301719,,,,,,,,,,,,,,,,
480.045333,21,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,-0.0017815866378777,0.0400118604301719,,,,,,,,,,,,,,,,
480.045752,21,selection_info,17833758267265781484,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.0398685039171562,,,,,,,,,,,,,,,,
480.046225,21,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400118604301719,,,,,,,,,,,,,,,,
480.046488,21,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400118604301719,,,,,,,,,,,,,,,,
480.046713,21,selection_info,14767769360382008888,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.0398685039171562,,,,,,,,,,,,,,,,
480.047036,21,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400118604301719,,,,,,,,,,,,,,,,
480.047294,21,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400118604301719,,,,,,,,,,,,,,,,
480.047573,21,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400118604301719,,,,,,,,,,,,,,,,
486.076717,21,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1106643676757812,32.34090909090909
486.077365,21,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1448886394500732,23.8875
486.077633,21,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1241261959075927,7.745454545454546
486.078041,21,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1577465534210205,12.03125
486.078302,21,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1353709697723388,19.74090909090909
498.148437,21,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.6712328767123288,0.5294117647058824,0.8032786885245902,0.5764705882352941,102,0.010977029800415,,
498.148976,21,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6462264150943396,0.4983277591973244,0.7653631284916201,0.5591836734693878,299,0.0255162715911865,,
498.149347,21,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.639344262295082,0.4823529411764706,0.7647058823529411,0.5492957746478874,255,0.0237729549407959,,
498.149805,21,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6645669291338583,0.5170068027210885,0.7992424242424242,0.568733153638814,441,0.0104651451110839,,
498.150117,21,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7114093959731543,0.5784313725490197,0.8688524590163934,0.6022727272727273,102,0.010284423828125,,
498.150404,21,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6403508771929824,0.4969325153374233,0.7448979591836735,0.5615384615384615,163,0.0106215476989746,,
498.151076,21,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.6564722617354196,0.5030864197530864,0.7915951972555746,0.5607533414337789,1944,0.032062292098999,,
498.151446,21,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6461538461538462,0.5140845070422535,0.7411764705882353,0.5727272727272728,142,0.009690523147583,,
498.151765,21,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6754966887417219,0.5196078431372549,0.8360655737704918,0.5666666666666667,102,0.0079967975616455,,
498.152152,21,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.6330935251798561,0.5,0.7213114754098361,0.5641025641025641,102,0.0110578536987304,,
498.152471,21,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6348122866894198,0.4805825242718446,0.7560975609756098,0.5470588235294118,206,0.0137243270874023,,
498.152774,21,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6216216216216216,0.4766355140186916,0.71875,0.5476190476190477,107,0.0052936077117919,,
498.153236,21,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.6623376623376623,0.5077452667814114,0.8048780487804879,0.5626880641925778,1162,0.0227015018463134,,
498.153515,21,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6565464895635673,0.5041095890410959,0.7899543378995434,0.5616883116883117,365,0.0079562664031982,,
498.153804,21,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6787330316742082,0.5202702702702703,0.8426966292134831,0.5681818181818182,148,0.0088481903076171,,
498.15415,21,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6583850931677019,0.5045045045045045,0.803030303030303,0.5578947368421052,222,0.0176358222961425,,
498.154488,21,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.6781609195402298,0.5254237288135594,0.8309859154929577,0.5728155339805825,118,0.0106570720672607,,
498.154867,21,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6656848306332842,0.5149572649572649,0.8042704626334519,0.5678391959798995,468,0.0137832164764404,,
498.155287,21,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.6561679790026247,0.5056603773584906,0.7861635220125787,0.5630630630630631,795,0.0219628810882568,,
498.155718,21,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6111111111111112,0.4488188976377952,0.7236842105263158,0.5288461538461539,127,0.0106792449951171,,
498.156153,21,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6394557823129252,0.4803921568627451,0.7704918032786885,0.5465116279069767,102,0.0083506107330322,,
498.156526,21,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.6551724137931034,0.4957983193277311,0.8028169014084507,0.5533980582524272,119,0.015235424041748,,
498.156883,21,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.6797385620915033,0.5196078431372549,0.8524590163934426,0.5652173913043478,102,0.0065734386444091,,
498.157268,21,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6587677725118484,0.5068493150684932,0.7942857142857143,0.562753036437247,292,0.0190839767456054,,
498.157634,21,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6382978723404256,0.4925373134328358,0.75,0.5555555555555556,134,0.0065689086914062,,
498.161901,21,learning_update,16206290167654754491,,,,,,"(6, 1, 0, 6, 6)",0.0041282443674039,0.03,0.21,-0.235871755632596,,,,,,,,,,,
498.162951,21,learning_update,13644997368299628738,,,,,,"(5, 1, 0, 6, 6)",0.0041282443674039,0.03,0.21,-0.235871755632596,,,,,,,,,,,
498.163651,21,learning_update,4354536512509177290,,,,,,"(6, 1, 1, 6, 6)",0.0041282443674039,0.03,0.21,-0.235871755632596,,,,,,,,,,,
498.164288,21,learning_update,17381897621308759492,,,,,,"(6, 4, 2, 6, 6)",0.0041282443674039,0.03,0.21,-0.235871755632596,,,,,,,,,,,
498.164972,21,learning_update,10577062229270185434,,,,,,"(6, 3, 2, 6, 6)",0.0041282443674039,0.03,0.21,-0.235871755632596,,,,,,,,,,,
498.172027,22,selection_info,16206290167654754491,25,"(6, 2, 0, 6, 6)",1,0.0,0.0400913975476587,,,,,,,,,,,,,,,,
498.172418,22,selection_info,13644997368299628738,25,"(6, 2, 0, 6, 6)",1,0.0,0.0400913975476587,,,,,,,,,,,,,,,,
498.172699,22,selection_info,16506691070021547649,25,"(6, 1, 2, 6, 6)",1,0.0057330726180711,0.0403450094660389,,,,,,,,,,,,,,,,
498.17307,22,selection_info,4354536512509177290,25,"(6, 2, 1, 6, 6)",1,0.0,0.0400913975476587,,,,,,,,,,,,,,,,
498.173341,22,selection_info,17381897621308759492,25,"(6, 4, 2, 6, 6)",0,-0.0033523473634862,0.0399438402296402,,,,,,,,,,,,,,,,
498.173776,22,selection_info,13392168843036499530,25,"(6, 0, 0, 6, 6)",1,-0.0017815866378777,0.0400129112798778,,,,,,,,,,,,,,,,
498.174141,22,selection_info,5631037270461107728,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.0398688318977864,,,,,,,,,,,,,,,,
498.17455,22,selection_info,1234113313308987156,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400129112798778,,,,,,,,,,,,,,,,
498.17501,22,selection_info,10192160218266941336,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400129112798778,,,,,,,,,,,,,,,,
498.175407,22,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400129112798778,,,,,,,,,,,,,,,,
498.175943,22,selection_info,10577062229270185434,25,"(6, 3, 2, 6, 6)",0,-0.0040764313010308,0.0399120402541224,,,,,,,,,,,,,,,,
498.176298,22,selection_info,11806130149938443739,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.0398688318977864,,,,,,,,,,,,,,,,
498.176652,22,selection_info,15368353039753191835,25,"(6, 0, 1, 6, 6)",0,-0.0017815866378777,0.0400129112798778,,,,,,,,,,,,,,,,
498.176964,22,selection_info,8818734309448792929,25,"(6, 0, 1, 6, 6)",0,-0.0017815866378777,0.0400129112798778,,,,,,,,,,,,,,,,
498.177316,22,selection_info,4223374082031152552,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.0398688318977864,,,,,,,,,,,,,,,,
498.177616,22,selection_info,9877728866716932389,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400129112798778,,,,,,,,,,,,,,,,
498.177965,22,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400129112798778,,,,,,,,,,,,,,,,
498.178334,22,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,-0.0017815866378777,0.0400129112798778,,,,,,,,,,,,,,,,
498.178772,22,selection_info,17833758267265781484,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.0398688318977864,,,,,,,,,,,,,,,,
498.179227,22,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400129112798778,,,,,,,,,,,,,,,,
498.179494,22,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400129112798778,,,,,,,,,,,,,,,,
498.179858,22,selection_info,14767769360382008888,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.0398688318977864,,,,,,,,,,,,,,,,
498.180164,22,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400129112798778,,,,,,,,,,,,,,,,
498.180493,22,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400129112798778,,,,,,,,,,,,,,,,
498.180862,22,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,-0.0017815866378777,0.0400129112798778,,,,,,,,,,,,,,,,
504.215882,22,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.146583080291748,23.39375
504.216361,22,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1368119716644287,20.327272727272728
504.216663,22,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1637957096099853,12.025
504.217031,22,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.122222900390625,8.372727272727273
504.217359,22,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,1.5230762958526611,7.46875
516.332162,22,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.5945945945945946,0.4392523364485981,0.6875,0.5238095238095238,107,0.0065743923187255,,
516.332533,22,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.667060212514758,0.5146299483648882,0.8106169296987088,0.5667001003009027,1162,0.0282504558563232,,
516.332908,22,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6358974358974359,0.5,0.7294117647058823,0.5636363636363636,142,0.0121991634368896,,
516.333243,22,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6333333333333333,0.4803149606299212,0.75,0.5480769230769231,127,0.0059120655059814,,
516.333625,22,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6462264150943396,0.4983277591973244,0.7653631284916201,0.5591836734693878,299,0.0077452659606933,,
516.334022,22,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6887417218543046,0.5392156862745098,0.8524590163934426,0.5777777777777777,102,0.0082573890686035,,
516.33435,22,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6845637583892618,0.5392156862745098,0.8360655737704918,0.5795454545454546,102,0.00624680519104,,
516.334703,22,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6530612244897959,0.5,0.7868852459016393,0.5581395348837209,102,0.0080950260162353,,
516.335139,22,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.6600284495021337,0.5082304526748971,0.7958833619210978,0.5637910085054678,1944,0.0347592830657959,,
516.335428,22,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6382978723404256,0.4925373134328358,0.75,0.5555555555555556,134,0.0061900615692138,,
516.335807,22,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.6666666666666666,0.5126050420168067,0.8169014084507042,0.5631067961165048,119,0.0111627578735351,,
516.336208,22,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.6561679790026247,0.5056603773584906,0.7861635220125787,0.5630630630630631,795,0.0145540237426757,,
516.336524,22,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6614173228346457,0.5124716553287982,0.7954545454545454,0.5660377358490566,441,0.0081827640533447,,
516.336931,22,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6682464454976303,0.5205479452054794,0.8057142857142857,0.5708502024291497,292,0.0083847045898437,,
516.337237,22,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.6330935251798561,0.5,0.7213114754098361,0.5641025641025641,102,0.0084774494171142,,
516.33758,22,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.6666666666666666,0.5084745762711864,0.8169014084507042,0.5631067961165048,118,0.0094857215881347,,
516.337914,22,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6686303387334315,0.5192307692307693,0.8078291814946619,0.5703517587939698,468,0.0136423110961914,,
516.338191,22,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.684931506849315,0.5490196078431373,0.819672131147541,0.5882352941176471,102,0.0089666843414306,,
516.338497,22,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6625386996904025,0.509009009009009,0.8045112781954887,0.5631578947368421,222,0.0141170024871826,,
516.338855,22,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.631578947368421,0.4846625766871165,0.7346938775510204,0.5538461538461539,163,0.0095925331115722,,
516.339253,22,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6787330316742082,0.5202702702702703,0.8426966292134831,0.5681818181818182,148,0.0089569091796875,,
516.339563,22,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.6797385620915033,0.5196078431372549,0.8524590163934426,0.5652173913043478,102,0.006091833114624,,
516.339922,22,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6565464895635673,0.5041095890410959,0.7899543378995434,0.5616883116883117,365,0.0080170631408691,,
516.340276,22,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.644808743169399,0.4901960784313725,0.7712418300653595,0.5539906103286385,255,0.0144770145416259,,
516.340601,22,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6416382252559727,0.4902912621359223,0.7642276422764228,0.5529411764705883,206,0.0069258213043212,,
516.34643,22,learning_update,16506691070021547649,,,,,,"(6, 1, 2, 6, 6)",0.0016242162363421,0.0,0.15,-0.1483757837636578,,,,,,,,,,,
516.3473,22,learning_update,16206290167654754491,,,,,,"(6, 2, 0, 6, 6)",0.0016242162363421,0.0,0.15,-0.1483757837636578,,,,,,,,,,,
516.348198,22,learning_update,13644997368299628738,,,,,,"(6, 2, 0, 6, 6)",0.0016242162363421,0.0,0.15,-0.1483757837636578,,,,,,,,,,,
516.348909,22,learning_update,4354536512509177290,,,,,,"(6, 2, 1, 6, 6)",0.0016242162363421,0.0,0.15,-0.1483757837636578,,,,,,,,,,,
516.349864,22,learning_update,13392168843036499530,,,,,,"(6, 0, 0, 6, 6)",0.0016242162363421,0.0,0.15,-0.1483757837636578,,,,,,,,,,,
516.358308,23,selection_info,16206290167654754491,25,"(6, 3, 0, 6, 6)",1,0.0,0.0400923831736312,,,,,,,,,,,,,,,,
516.358894,23,selection_info,13644997368299628738,25,"(6, 3, 0, 6, 6)",1,0.0,0.0400923831736312,,,,,,,,,,,,,,,,
516.35925,23,selection_info,16506691070021547649,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.0398686967313537,,,,,,,,,,,,,,,,
516.359559,23,selection_info,4354536512509177290,25,"(6, 3, 1, 6, 6)",0,0.0,0.0400923831736312,,,,,,,,,,,,,,,,
516.36004,23,selection_info,17381897621308759492,25,"(6, 3, 2, 6, 6)",0,-0.0040764313010308,0.0399121221858494,,,,,,,,,,,,,,,,
516.360453,23,selection_info,13392168843036499530,25,"(6, 1, 0, 6, 6)",0,-0.0023587175563259,0.0399879809755944,,,,,,,,,,,,,,,,
516.360829,23,selection_info,5631037270461107728,25,"(6, 1, 2, 6, 6)",1,0.0041464331771085,0.0402765749167435,,,,,,,,,,,,,,,,
516.361261,23,selection_info,1234113313308987156,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399477732786165,,,,,,,,,,,,,,,,
516.361699,23,selection_info,10192160218266941336,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399477732786165,,,,,,,,,,,,,,,,
516.362366,23,selection_info,17693001876622351254,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399477732786165,,,,,,,,,,,,,,,,
516.363055,23,selection_info,10577062229270185434,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.0398686967313537,,,,,,,,,,,,,,,,
516.363422,23,selection_info,11806130149938443739,25,"(6, 1, 2, 6, 6)",1,0.0041464331771085,0.0402765749167435,,,,,,,,,,,,,,,,
516.363701,23,selection_info,15368353039753191835,25,"(6, 0, 1, 6, 6)",0,-0.0017815866378777,0.0400135009519504,,,,,,,,,,,,,,,,
516.364048,23,selection_info,8818734309448792929,25,"(6, 0, 1, 6, 6)",0,-0.0017815866378777,0.0400135009519504,,,,,,,,,,,,,,,,
516.364336,23,selection_info,4223374082031152552,25,"(6, 1, 2, 6, 6)",1,0.0041464331771085,0.0402765749167435,,,,,,,,,,,,,,,,
516.36458,23,selection_info,9877728866716932389,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399477732786165,,,,,,,,,,,,,,,,
516.364984,23,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399477732786165,,,,,,,,,,,,,,,,
516.365344,23,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,-0.0017815866378777,0.0400135009519504,,,,,,,,,,,,,,,,
516.365654,23,selection_info,17833758267265781484,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.0398686967313537,,,,,,,,,,,,,,,,
516.366064,23,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399477732786165,,,,,,,,,,,,,,,,
516.36638,23,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399477732786165,,,,,,,,,,,,,,,,
516.366706,23,selection_info,14767769360382008888,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.0398686967313537,,,,,,,,,,,,,,,,
516.367162,23,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399477732786165,,,,,,,,,,,,,,,,
516.367633,23,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399477732786165,,,,,,,,,,,,,,,,
516.368137,23,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399477732786165,,,,,,,,,,,,,,,,
522.401748,23,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.1670148372650146,32.83181818181818
522.402306,23,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1519701480865478,12.3
522.402578,23,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1356894969940185,45.06875
522.402948,23,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.135138988494873,20.17727272727273
522.403394,23,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.129448652267456,8.031818181818181
534.461283,23,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.6666666666666666,0.5126050420168067,0.8169014084507042,0.5631067961165048,119,0.0132234096527099,,
534.461794,23,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.667060212514758,0.5146299483648882,0.8106169296987088,0.5667001003009027,1162,0.0250272750854492,,
534.462109,23,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.6682464454976303,0.5205479452054794,0.8057142857142857,0.5708502024291497,292,0.0087618827819824,,
534.462533,23,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.684931506849315,0.5490196078431373,0.819672131147541,0.5882352941176471,102,0.0139667987823486,,
534.462949,23,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.6887417218543046,0.5392156862745098,0.8524590163934426,0.5777777777777777,102,0.0078628063201904,,
534.463228,23,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.6797385620915033,0.5196078431372549,0.8524590163934426,0.5652173913043478,102,0.0067191123962402,,
534.46364,23,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.6845637583892618,0.5392156862745098,0.8360655737704918,0.5795454545454546,102,0.0054121017456054,,
534.463999,23,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.6462264150943396,0.4983277591973244,0.7653631284916201,0.5591836734693878,299,0.0113406181335449,,
534.464303,23,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.6330935251798561,0.5,0.7213114754098361,0.5641025641025641,102,0.0213372707366943,,
534.464619,23,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6256410256410256,0.4859154929577465,0.7176470588235294,0.5545454545454546,142,0.0098612308502197,,
534.465063,23,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6416382252559727,0.4902912621359223,0.7642276422764228,0.5529411764705883,206,0.0135881900787353,,
534.465515,23,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.631578947368421,0.4846625766871165,0.7346938775510204,0.5538461538461539,163,0.0086410045623779,,
534.465868,23,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6656848306332842,0.5149572649572649,0.8042704626334519,0.5678391959798995,468,0.0123333930969238,,
534.466216,23,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.6561679790026247,0.5056603773584906,0.7861635220125787,0.5630630630630631,795,0.0103330612182617,,
534.466576,23,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6614173228346457,0.5124716553287982,0.7954545454545454,0.5660377358490566,441,0.0104081630706787,,
534.466952,23,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6382978723404256,0.4925373134328358,0.75,0.5555555555555556,134,0.0081989765167236,,
534.467228,23,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6333333333333333,0.4803149606299212,0.75,0.5480769230769231,127,0.0072302818298339,,
534.467568,23,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6625386996904025,0.509009009009009,0.8045112781954887,0.5631578947368421,222,0.010927677154541,,
534.468244,23,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6530612244897959,0.5,0.7868852459016393,0.5581395348837209,102,0.0083022117614746,,
534.468694,23,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.6666666666666666,0.5084745762711864,0.8169014084507042,0.5631067961165048,118,0.0085401535034179,,
534.469085,23,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.644808743169399,0.4901960784313725,0.7712418300653595,0.5539906103286385,255,0.0074489116668701,,
534.469459,23,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6603415559772297,0.5095890410958904,0.7945205479452054,0.564935064935065,365,0.0085318088531494,,
534.469835,23,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.5945945945945946,0.4392523364485981,0.6875,0.5238095238095238,107,0.0054075717926025,,
534.470308,23,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6787330316742082,0.5202702702702703,0.8426966292134831,0.5681818181818182,148,0.0088186264038085,,
534.470738,23,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.6607396870554765,0.5092592592592593,0.7967409948542024,0.5643985419198055,1944,0.0290813446044921,,
534.47506,23,learning_update,5631037270461107728,,,,,,"(6, 1, 2, 6, 6)",-7.29671678359467e-06,0.02,0.25,-0.2700072967167836,,,,,,,,,,,
534.475819,23,learning_update,11806130149938443739,,,,,,"(6, 1, 2, 6, 6)",-7.29671678359467e-06,0.02,0.25,-0.2700072967167836,,,,,,,,,,,
534.476498,23,learning_update,4223374082031152552,,,,,,"(6, 1, 2, 6, 6)",-7.29671678359467e-06,0.02,0.25,-0.2700072967167836,,,,,,,,,,,
534.477179,23,learning_update,16206290167654754491,,,,,,"(6, 3, 0, 6, 6)",-7.29671678359467e-06,0.02,0.25,-0.2700072967167836,,,,,,,,,,,
534.477938,23,learning_update,13644997368299628738,,,,,,"(6, 3, 0, 6, 6)",-7.29671678359467e-06,0.02,0.25,-0.2700072967167836,,,,,,,,,,,
534.485186,24,selection_info,16206290167654754491,25,"(6, 4, 0, 6, 6)",1,0.0,0.0401390002053636,,,,,,,,,,,,,,,,
534.485567,24,selection_info,13644997368299628738,25,"(6, 4, 0, 6, 6)",1,0.0,0.0401390002053636,,,,,,,,,,,,,,,,
534.485937,24,selection_info,16506691070021547649,25,"(6, 1, 2, 6, 6)",0,-0.0041314974146791,0.0399551803113979,,,,,,,,,,,,,,,,
534.486223,24,selection_info,4354536512509177290,25,"(6, 3, 1, 6, 6)",1,0.0,0.0401390002053636,,,,,,,,,,,,,,,,
534.486647,24,selection_info,17381897621308759492,25,"(6, 2, 2, 6, 6)",0,-0.0050612085716997,0.0399139314766006,,,,,,,,,,,,,,,,
534.487203,24,selection_info,13392168843036499530,25,"(6, 1, 0, 6, 6)",0,-0.0023587175563259,0.0400339520589964,,,,,,,,,,,,,,,,
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534.487947,24,selection_info,1234113313308987156,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399934959598023,,,,,,,,,,,,,,,,
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534.491351,24,selection_info,9877728866716932389,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399934959598023,,,,,,,,,,,,,,,,
534.491938,24,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399934959598023,,,,,,,,,,,,,,,,
534.49224,24,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,-0.0017815866378777,0.0400596298032306,,,,,,,,,,,,,,,,
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534.493005,24,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399934959598023,,,,,,,,,,,,,,,,
534.493341,24,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399934959598023,,,,,,,,,,,,,,,,
534.493737,24,selection_info,14767769360382008888,25,"(6, 1, 2, 6, 6)",0,-0.0041314974146791,0.0399551803113979,,,,,,,,,,,,,,,,
534.494061,24,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399934959598023,,,,,,,,,,,,,,,,
534.494488,24,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399934959598023,,,,,,,,,,,,,,,,
534.494998,24,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399934959598023,,,,,,,,,,,,,,,,
543.531024,24,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1608450412750244,12.6
543.531826,24,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1459980010986328,23.35
543.532214,24,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1232116222381591,8.081818181818182
543.532659,24,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,1.0479965209960938,7.054545454545454
543.533012,24,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,1.1865136623382568,6.5625
555.61278,24,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.6474820143884892,0.5196078431372549,0.7377049180327869,0.5769230769230769,102,0.0101852416992187,,
555.613188,24,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.6934566145092461,0.5565843621399177,0.8361921097770154,0.5923450789793439,1944,0.0312697887420654,,
555.613479,24,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7058823529411765,0.5588235294117647,0.8852459016393442,0.5869565217391305,102,0.0119125843048095,,
555.613801,24,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.6873065015479877,0.545045045045045,0.8345864661654135,0.5842105263157895,222,0.0092096328735351,,
555.61408,24,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.6929133858267716,0.5584905660377358,0.8301886792452831,0.5945945945945946,795,0.0199120044708251,,
555.614427,24,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.6491228070175439,0.50920245398773,0.7551020408163265,0.5692307692307692,163,0.0112087726593017,,
555.614799,24,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.6825938566552902,0.5485436893203883,0.8130081300813008,0.5882352941176471,206,0.0061869621276855,,
555.615096,24,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.697986577181208,0.5588235294117647,0.8524590163934426,0.5909090909090909,102,0.0069677829742431,,
555.615456,24,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.6666666666666666,0.5422535211267606,0.7647058823529411,0.5909090909090909,142,0.0090084075927734,,
555.615796,24,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.6721311475409836,0.5294117647058824,0.803921568627451,0.5774647887323944,255,0.0068805217742919,,
555.616063,24,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.6216216216216216,0.4766355140186916,0.71875,0.5476190476190477,107,0.0063812732696533,,
555.616356,24,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7075471698113207,0.5852842809364549,0.8379888268156425,0.6122448979591837,299,0.0123565196990966,,
555.616691,24,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.6781609195402298,0.5254237288135594,0.8309859154929577,0.5728155339805825,118,0.0108215808868408,,
555.617002,24,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.6938775510204082,0.5588235294117647,0.8360655737704918,0.5930232558139535,102,0.0089144706726074,,
555.617283,24,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.6833578792341679,0.5405982905982906,0.8256227758007118,0.5829145728643216,468,0.0141773223876953,,
555.61761,24,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7014218009478673,0.5684931506849316,0.8457142857142858,0.5991902834008097,292,0.0077860355377197,,
555.617918,24,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.6777777777777778,0.5433070866141733,0.8026315789473685,0.5865384615384616,127,0.0115275382995605,,
555.618226,24,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7019867549668874,0.5588235294117647,0.8688524590163934,0.5888888888888889,102,0.007974624633789,,
555.618491,24,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.6740157480314961,0.5306122448979592,0.8106060606060606,0.5768194070080862,441,0.0142173767089843,,
555.618867,24,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.684931506849315,0.5490196078431373,0.819672131147541,0.5882352941176471,102,0.0121803283691406,,
555.619298,24,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7001180637544274,0.5628227194492255,0.8507890961262554,0.5947843530591775,1162,0.0224776268005371,,
555.620126,24,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.6793168880455408,0.536986301369863,0.817351598173516,0.5811688311688312,365,0.0119385719299316,,
555.620739,24,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.6914893617021277,0.5671641791044776,0.8125,0.6018518518518519,134,0.0072343349456787,,
555.621192,24,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7126436781609196,0.5798319327731093,0.8732394366197183,0.6019417475728155,119,0.0128786563873291,,
555.621485,24,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.6787330316742082,0.5202702702702703,0.8426966292134831,0.5681818181818182,148,0.0105078220367431,,
555.626162,24,learning_update,16206290167654754491,,,,,,"(6, 4, 0, 6, 6)",0.0782718750604774,0.05,0.14,-0.1117281249395225,,,,,,,,,,,
555.626852,24,learning_update,13644997368299628738,,,,,,"(6, 4, 0, 6, 6)",0.0782718750604774,0.05,0.14,-0.1117281249395225,,,,,,,,,,,
555.627496,24,learning_update,4354536512509177290,,,,,,"(6, 3, 1, 6, 6)",0.0782718750604774,0.05,0.14,-0.1117281249395225,,,,,,,,,,,
555.628078,24,learning_update,15368353039753191835,,,,,,"(6, 0, 1, 6, 6)",0.0782718750604774,0.05,0.14,-0.1117281249395225,,,,,,,,,,,
555.628724,24,learning_update,8818734309448792929,,,,,,"(6, 0, 1, 6, 6)",0.0782718750604774,0.05,0.14,-0.1117281249395225,,,,,,,,,,,
555.636279,25,selection_info,16206290167654754491,25,"(6, 5, 0, 6, 6)",1,0.0,0.0401374506304013,,,,,,,,,,,,,,,,
555.636726,25,selection_info,13644997368299628738,25,"(6, 5, 0, 6, 6)",1,0.0,0.0401374506304013,,,,,,,,,,,,,,,,
555.637053,25,selection_info,16506691070021547649,25,"(6, 1, 2, 6, 6)",0,-0.0041314974146791,0.039952716280377,,,,,,,,,,,,,,,,
555.637348,25,selection_info,4354536512509177290,25,"(6, 4, 1, 6, 6)",1,0.0,0.0401374506304013,,,,,,,,,,,,,,,,
555.637813,25,selection_info,17381897621308759492,25,"(6, 1, 2, 6, 6)",0,-0.0041314974146791,0.039952716280377,,,,,,,,,,,,,,,,
555.638151,25,selection_info,13392168843036499530,25,"(6, 1, 0, 6, 6)",1,-0.0023587175563259,0.0400318793750837,,,,,,,,,,,,,,,,
555.63855,25,selection_info,5631037270461107728,25,"(6, 1, 2, 6, 6)",0,-0.0041314974146791,0.039952716280377,,,,,,,,,,,,,,,,
555.63906,25,selection_info,1234113313308987156,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399912221874665,,,,,,,,,,,,,,,,
555.639366,25,selection_info,10192160218266941336,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399912221874665,,,,,,,,,,,,,,,,
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555.640196,25,selection_info,10577062229270185434,25,"(6, 1, 2, 6, 6)",0,-0.0041314974146791,0.039952716280377,,,,,,,,,,,,,,,,
555.640531,25,selection_info,11806130149938443739,25,"(6, 1, 2, 6, 6)",0,-0.0041314974146791,0.039952716280377,,,,,,,,,,,,,,,,
555.64091,25,selection_info,15368353039753191835,25,"(6, 1, 1, 6, 6)",1,-0.0023587175563259,0.0400318793750837,,,,,,,,,,,,,,,,
555.641185,25,selection_info,8818734309448792929,25,"(6, 1, 1, 6, 6)",0,-0.0023587175563259,0.0400318793750837,,,,,,,,,,,,,,,,
555.641471,25,selection_info,4223374082031152552,25,"(6, 1, 2, 6, 6)",0,-0.0041314974146791,0.039952716280377,,,,,,,,,,,,,,,,
555.641852,25,selection_info,9877728866716932389,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399912221874665,,,,,,,,,,,,,,,,
555.642146,25,selection_info,4790340174930014383,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399912221874665,,,,,,,,,,,,,,,,
555.642442,25,selection_info,7830638094315628080,25,"(6, 0, 1, 6, 6)",0,-0.0040117673815142,0.0399580578658624,,,,,,,,,,,,,,,,
555.642876,25,selection_info,17833758267265781484,25,"(6, 1, 2, 6, 6)",0,-0.0041314974146791,0.039952716280377,,,,,,,,,,,,,,,,
555.643234,25,selection_info,4828451211135769972,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399912221874665,,,,,,,,,,,,,,,,
555.643536,25,selection_info,13037310488785240627,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399912221874665,,,,,,,,,,,,,,,,
555.643937,25,selection_info,14767769360382008888,25,"(6, 1, 2, 6, 6)",0,-0.0041314974146791,0.039952716280377,,,,,,,,,,,,,,,,
555.644299,25,selection_info,8420893525106420796,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399912221874665,,,,,,,,,,,,,,,,
555.644705,25,selection_info,3521399516810494413,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399912221874665,,,,,,,,,,,,,,,,
555.645117,25,selection_info,15492424130391261209,25,"(6, 0, 0, 6, 6)",0,-0.0032687570671425,0.0399912221874665,,,,,,,,,,,,,,,,
561.678665,25,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,0.3894228935241699,12.3375
561.679154,25,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1392574310302734,18.025
561.679432,25,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1237185001373291,8.054545454545455
561.679733,25,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1470875740051269,23.30625
561.68003,25,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1585495471954345,11.975
570.799479,25,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7534246575342466,0.6470588235294118,0.9016393442622952,0.6470588235294118,102,0.0084104537963867,,
570.799954,25,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0079843997955322,,
570.800371,25,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7759562841530054,0.6784313725490196,0.9281045751633988,0.6666666666666666,255,0.0094587802886962,,
570.800704,25,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.0066356658935546,,
570.801018,25,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.7777777777777778,0.6850393700787402,0.9210526315789472,0.6730769230769231,127,0.0082952976226806,,
570.801331,25,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7816091954022989,0.680672268907563,0.9577464788732394,0.6601941747572816,119,0.0067141056060791,,
570.801747,25,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0060741901397705,,
570.802181,25,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7611548556430446,0.6566037735849056,0.9119496855345912,0.6531531531531531,795,0.023653507232666,,
570.802528,25,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7338129496402878,0.6372549019607843,0.8360655737704918,0.6538461538461539,102,0.0099027156829833,,
570.802912,25,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7430340557275542,0.6261261261261262,0.9022556390977444,0.631578947368421,222,0.00777268409729,,
570.803252,25,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7781569965870307,0.6844660194174758,0.926829268292683,0.6705882352941176,206,0.0124847888946533,,
570.80358,25,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7628865979381443,0.655982905982906,0.9217081850533808,0.6507537688442211,468,0.0170047283172607,,
570.803914,25,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0106961727142333,,
570.804265,25,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7830188679245284,0.6923076923076923,0.9273743016759776,0.6775510204081633,299,0.0168194770812988,,
570.804631,25,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7622047244094489,0.6575963718820862,0.9166666666666666,0.6522911051212938,441,0.0266506671905517,,
570.805062,25,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0065424442291259,,
570.805456,25,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7681365576102418,0.6646090534979424,0.9262435677530018,0.6561360874848117,1944,0.0322659015655517,,
570.805871,25,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0089719295501708,,
570.806354,25,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7817836812144212,0.684931506849315,0.9406392694063926,0.6688311688311688,365,0.0077390670776367,,
570.806723,25,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7914691943127962,0.6986301369863014,0.9542857142857144,0.6761133603238867,292,0.0151004791259765,,
570.807061,25,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0094218254089355,,
570.807373,25,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0083997249603271,,
570.807687,25,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7807017543859649,0.6932515337423313,0.9081632653061223,0.6846153846153846,163,0.0095970630645751,,
570.808021,25,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.0092506408691406,,
570.808349,25,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7650531286894924,0.657487091222031,0.9296987087517934,0.649949849548646,1162,0.0278258323669433,,
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570.831702,26,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,0.0,0.0392746591803439,,,,,,,,,,,,,,,,
570.831999,26,selection_info,3521399516810494413,25,"(6, 0, 0, 7, 7)",0,0.0,0.0392746591803439,,,,,,,,,,,,,,,,
570.832264,26,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,0.0,0.0392746591803439,,,,,,,,,,,,,,,,
576.866027,26,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.2061069011688232,34.9
576.8665,26,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.145146369934082,20.481818181818184
576.866878,26,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1802599430084228,21.845454545454547
576.867223,26,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1255974769592285,19.922727272727272
576.867513,26,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.1733512878417968,34.57727272727273
588.928004,26,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7769784172661871,0.696078431372549,0.8852459016393442,0.6923076923076923,102,0.0159075260162353,,
588.928358,26,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7807017543859649,0.6932515337423313,0.9081632653061223,0.6846153846153846,163,0.009249210357666,,
588.928615,26,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7931034482758621,0.6974789915966386,0.971830985915493,0.6699029126213593,119,0.0076525211334228,,
588.928911,26,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.008897066116333,,
588.929192,26,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0065264701843261,,
588.92949,26,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0083696842193603,,
588.929741,26,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7772511848341233,0.678082191780822,0.9371428571428572,0.6639676113360324,292,0.0094082355499267,,
588.930099,26,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7783018867924528,0.68561872909699,0.9217877094972068,0.673469387755102,299,0.0134265422821044,,
588.930364,26,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7601809954751131,0.6418918918918919,0.9438202247191012,0.6363636363636364,148,0.0104510784149169,,
588.930602,26,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7492260061919505,0.6351351351351351,0.9097744360902256,0.6368421052631579,222,0.0062146186828613,,
588.930978,26,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.0079729557037353,,
588.931339,26,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7814207650273224,0.6862745098039216,0.934640522875817,0.6713615023474179,255,0.0075125694274902,,
588.931702,26,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.7777777777777778,0.6850393700787402,0.9210526315789472,0.6730769230769231,127,0.0068686008453369,,
588.932071,26,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7650531286894924,0.657487091222031,0.9296987087517934,0.649949849548646,1162,0.0200657844543457,,
588.932523,26,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7594050743657043,0.6540880503144654,0.909853249475891,0.6516516516516516,795,0.0147490501403808,,
588.932898,26,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0089151859283447,,
588.933218,26,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7671232876712328,0.6666666666666666,0.918032786885246,0.6588235294117647,102,0.0083413124084472,,
588.93352,26,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0061919689178466,,
588.933912,26,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.012139081954956,,
588.934232,26,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0083677768707275,,
588.934489,26,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.0114617347717285,,
588.934884,26,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.752755905511811,0.6439909297052154,0.9053030303030304,0.6442048517520216,441,0.0098440647125244,,
588.935356,26,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7781569965870307,0.6844660194174758,0.926829268292683,0.6705882352941176,206,0.0124809741973876,,
588.935701,26,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7687776141384389,0.6645299145299145,0.9288256227758008,0.6557788944723618,468,0.0129785537719726,,
588.936424,26,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.767425320056899,0.6635802469135802,0.9253859348198972,0.6555285540704738,1944,0.0305597782135009,,
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588.941799,26,learning_update,17381897621308759492,,,,,,"(6, 1, 2, 7, 7)",-0.0004833822384456,0.0,0.31,-0.3104833822384456,,,,,,,,,,,
588.942462,26,learning_update,5631037270461107728,,,,,,"(7, 1, 2, 7, 7)",-0.0004833822384456,0.0,0.31,-0.3104833822384456,,,,,,,,,,,
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588.957579,27,selection_info,4790340174930014383,25,"(7, 0, 0, 7, 7)",0,0.0,0.0393395545794658,,,,,,,,,,,,,,,,
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588.958594,27,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,0.0,0.0393395545794658,,,,,,,,,,,,,,,,
588.958914,27,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,0.0,0.0393395545794658,,,,,,,,,,,,,,,,
588.959307,27,selection_info,14767769360382008888,25,"(7, 0, 2, 7, 7)",1,0.05,0.0416217239432532,,,,,,,,,,,,,,,,
588.959618,27,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,0.0,0.0393395545794658,,,,,,,,,,,,,,,,
588.959935,27,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,0.0,0.0393395545794658,,,,,,,,,,,,,,,,
588.960296,27,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,0.0,0.0393395545794658,,,,,,,,,,,,,,,,
594.991724,27,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1381995677947998,20.672727272727272
594.992327,27,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.1797206401824951,34.45909090909091
594.992591,27,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.2081565856933593,30.1875
594.993005,27,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1351599693298339,28.85
594.993395,27,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1249825954437255,19.104545454545452
607.044124,27,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7814207650273224,0.6862745098039216,0.934640522875817,0.6713615023474179,255,0.0103125572204589,,
607.044556,27,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7769784172661871,0.696078431372549,0.8852459016393442,0.6923076923076923,102,0.0445969104766845,,
607.044981,27,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7671232876712328,0.6666666666666666,0.918032786885246,0.6588235294117647,102,0.0078186988830566,,
607.045396,27,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0070128440856933,,
607.046037,27,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7688477951635846,0.6656378600823045,0.9271012006861064,0.6567436208991495,1944,0.0285418033599853,,
607.046468,27,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7772511848341233,0.678082191780822,0.9371428571428572,0.6639676113360324,292,0.0072553157806396,,
607.047166,27,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7807017543859649,0.6932515337423313,0.9081632653061223,0.6846153846153846,163,0.0092802047729492,,
607.047638,27,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0088481903076171,,
607.048009,27,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.7777777777777778,0.6850393700787402,0.9210526315789472,0.6730769230769231,127,0.0081746578216552,,
607.048454,27,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.0081269741058349,,
607.048865,27,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0058395862579345,,
607.049251,27,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0069737434387207,,
607.049602,27,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7492260061919505,0.6351351351351351,0.9097744360902256,0.6368421052631579,222,0.015087604522705,,
607.049889,27,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7601809954751131,0.6418918918918919,0.9438202247191012,0.6363636363636364,148,0.0108933448791503,,
607.050175,27,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7626918536009445,0.6540447504302926,0.926829268292683,0.6479438314944834,1162,0.021167516708374,,
607.050422,27,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7687776141384389,0.6645299145299145,0.9288256227758008,0.6557788944723618,468,0.0132439136505126,,
607.050654,27,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0100212097167968,,
607.05108,27,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7781569965870307,0.6844660194174758,0.926829268292683,0.6705882352941176,206,0.0120558738708496,,
607.051358,27,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.0078608989715576,,
607.051618,27,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.0101845264434814,,
607.052024,27,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.752755905511811,0.6439909297052154,0.9053030303030304,0.6442048517520216,441,0.0100812911987304,,
607.052345,27,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7611548556430446,0.6566037735849056,0.9119496855345912,0.6531531531531531,795,0.0338191986083984,,
607.052749,27,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078296661376953,,
607.053191,27,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7931034482758621,0.6974789915966386,0.971830985915493,0.6699029126213593,119,0.0167543888092041,,
607.053525,27,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7783018867924528,0.68561872909699,0.9217877094972068,0.673469387755102,299,0.0125064849853515,,
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607.05867,27,learning_update,5631037270461107728,,,,,,"(7, 2, 2, 7, 7)",0.0001325351150629,0.0,0.28,-0.2798674648849371,,,,,,,,,,,
607.059521,27,learning_update,11806130149938443739,,,,,,"(7, 2, 2, 7, 7)",0.0001325351150629,0.0,0.28,-0.2798674648849371,,,,,,,,,,,
607.060312,27,learning_update,17833758267265781484,,,,,,"(7, 0, 2, 7, 7)",0.0001325351150629,0.0,0.28,-0.2798674648849371,,,,,,,,,,,
607.061016,27,learning_update,14767769360382008888,,,,,,"(7, 0, 2, 7, 7)",0.0001325351150629,0.0,0.28,-0.2798674648849371,,,,,,,,,,,
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607.068717,28,selection_info,13644997368299628738,25,"(7, 3, 0, 7, 7)",0,0.0,0.039397962069204,,,,,,,,,,,,,,,,
607.069051,28,selection_info,16506691070021547649,25,"(7, 2, 2, 7, 7)",1,0.0415391514254524,0.0412973702479432,,,,,,,,,,,,,,,,
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607.069792,28,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",1,0.0375127579180888,0.0411093215043027,,,,,,,,,,,,,,,,
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607.071307,28,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,0.0,0.039397962069204,,,,,,,,,,,,,,,,
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607.074189,28,selection_info,4790340174930014383,25,"(7, 0, 0, 7, 7)",0,0.0,0.039397962069204,,,,,,,,,,,,,,,,
607.074485,28,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,0.0,0.039397962069204,,,,,,,,,,,,,,,,
607.074854,28,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",0,0.0375127579180888,0.0411093215043027,,,,,,,,,,,,,,,,
607.075148,28,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,0.0,0.039397962069204,,,,,,,,,,,,,,,,
607.075468,28,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,0.0,0.039397962069204,,,,,,,,,,,,,,,,
607.076018,28,selection_info,14767769360382008888,25,"(7, 1, 2, 7, 7)",0,0.0375127579180888,0.0411093215043027,,,,,,,,,,,,,,,,
607.076407,28,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,0.0,0.039397962069204,,,,,,,,,,,,,,,,
607.076675,28,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,0.0,0.039397962069204,,,,,,,,,,,,,,,,
607.077068,28,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,0.0,0.039397962069204,,,,,,,,,,,,,,,,
613.110194,28,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.1731321811676025,34.00454545454546
613.110757,28,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1309411525726318,19.527272727272727
613.111106,28,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1409237384796142,20.477272727272727
613.111522,28,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.2086524963378906,34.75454545454546
613.112114,28,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1444268226623535,21.077272727272728
625.223072,28,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0068180561065673,,
625.223431,28,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7814207650273224,0.6862745098039216,0.934640522875817,0.6713615023474179,255,0.0113561153411865,,
625.223693,28,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7807017543859649,0.6932515337423313,0.9081632653061223,0.6846153846153846,163,0.010237693786621,,
625.22402,28,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7695590327169275,0.6666666666666666,0.9279588336192108,0.6573511543134872,1944,0.0281429290771484,,
625.224408,28,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7282051282051282,0.6267605633802817,0.8352941176470589,0.6454545454545455,142,0.0100295543670654,,
625.224803,28,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7772511848341233,0.678082191780822,0.9371428571428572,0.6639676113360324,292,0.0077946186065673,,
625.225185,28,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.010467529296875,,
625.225541,28,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0079865455627441,,
625.225954,28,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7781569965870307,0.6844660194174758,0.926829268292683,0.6705882352941176,206,0.0125315189361572,,
625.226287,28,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7629046369203849,0.6591194968553459,0.9140461215932912,0.6546546546546547,795,0.0140507221221923,,
625.226667,28,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0065889358520507,,
625.226994,28,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7687776141384389,0.6645299145299145,0.9288256227758008,0.6557788944723618,468,0.012690782546997,,
625.227504,28,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7769784172661871,0.696078431372549,0.8852459016393442,0.6923076923076923,102,0.025425910949707,,
625.227994,28,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.0105748176574707,,
625.228327,28,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.7888888888888889,0.7007874015748031,0.9342105263157896,0.6826923076923077,127,0.0130364894866943,,
625.228671,28,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.752755905511811,0.6439909297052154,0.9053030303030304,0.6442048517520216,441,0.0099782943725585,,
625.229102,28,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7931034482758621,0.6974789915966386,0.971830985915493,0.6699029126213593,119,0.0089344978332519,,
625.22948,28,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0084295272827148,,
625.229852,28,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0092170238494873,,
625.230221,28,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7783018867924528,0.68561872909699,0.9217877094972068,0.673469387755102,299,0.0088653564453125,,
625.230636,28,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7492260061919505,0.6351351351351351,0.9097744360902256,0.6368421052631579,222,0.0073297023773193,,
625.231016,28,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7601809954751131,0.6418918918918919,0.9438202247191012,0.6363636363636364,148,0.0120115280151367,,
625.231349,28,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.0080213546752929,,
625.231701,28,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7671232876712328,0.6666666666666666,0.918032786885246,0.6588235294117647,102,0.0094377994537353,,
625.232125,28,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7626918536009445,0.6540447504302926,0.926829268292683,0.6479438314944834,1162,0.0204033851623535,,
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625.237669,28,learning_update,11806130149938443739,,,,,,"(7, 3, 2, 7, 7)",0.0502126287387124,0.02,0.31,-0.2797873712612875,,,,,,,,,,,
625.238509,28,learning_update,16506691070021547649,,,,,,"(7, 2, 2, 7, 7)",0.0502126287387124,0.02,0.31,-0.2797873712612875,,,,,,,,,,,
625.239362,28,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 7, 7)",0.0502126287387124,0.02,0.31,-0.2797873712612875,,,,,,,,,,,
625.240092,28,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 7, 7)",0.0502126287387124,0.02,0.31,-0.2797873712612875,,,,,,,,,,,
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625.250926,29,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394150096503912,,,,,,,,,,,,,,,,
625.251305,29,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394150096503912,,,,,,,,,,,,,,,,
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625.252623,29,selection_info,8818734309448792929,25,"(7, 1, 1, 7, 7)",0,0.0,0.0394150096503912,,,,,,,,,,,,,,,,
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625.253677,29,selection_info,4790340174930014383,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394150096503912,,,,,,,,,,,,,,,,
625.254282,29,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,0.0,0.0394150096503912,,,,,,,,,,,,,,,,
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625.25553,29,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394150096503912,,,,,,,,,,,,,,,,
625.255942,29,selection_info,14767769360382008888,25,"(7, 1, 2, 7, 7)",0,0.0318920438307571,0.0408733420924102,,,,,,,,,,,,,,,,
625.256317,29,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394150096503912,,,,,,,,,,,,,,,,
625.25665,29,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394150096503912,,,,,,,,,,,,,,,,
625.257006,29,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394150096503912,,,,,,,,,,,,,,,,
631.290286,29,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1377811431884765,45.6875
631.290738,29,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.1724600791931152,33.65909090909091
631.291137,29,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.141343355178833,15.963636363636365
631.291456,29,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1383662223815918,19.62727272727273
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643.347667,29,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7769784172661871,0.696078431372549,0.8852459016393442,0.6923076923076923,102,0.0072798728942871,,
643.348054,29,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0055134296417236,,
643.348391,29,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7629046369203849,0.6591194968553459,0.9140461215932912,0.6546546546546547,795,0.0307016372680664,,
643.348922,29,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7650531286894924,0.657487091222031,0.9296987087517934,0.649949849548646,1162,0.0233070850372314,,
643.349949,29,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0097651481628417,,
643.350205,29,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7671232876712328,0.6666666666666666,0.918032786885246,0.6588235294117647,102,0.0100781917572021,,
643.35048,29,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7783018867924528,0.68561872909699,0.9217877094972068,0.673469387755102,299,0.0108413696289062,,
643.350824,29,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.752755905511811,0.6439909297052154,0.9053030303030304,0.6442048517520216,441,0.0311529636383056,,
643.351132,29,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.0169219970703125,,
643.351377,29,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7807017543859649,0.6932515337423313,0.9081632653061223,0.6846153846153846,163,0.0098612308502197,,
643.35166,29,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7687776141384389,0.6645299145299145,0.9288256227758008,0.6557788944723618,468,0.014237642288208,,
643.352033,29,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7282051282051282,0.6267605633802817,0.8352941176470589,0.6454545454545455,142,0.0120460987091064,,
643.352337,29,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7814207650273224,0.6862745098039216,0.934640522875817,0.6713615023474179,255,0.014460802078247,,
643.352882,29,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7695590327169275,0.6666666666666666,0.9279588336192108,0.6573511543134872,1944,0.0271978378295898,,
643.353201,29,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7781569965870307,0.6844660194174758,0.926829268292683,0.6705882352941176,206,0.0155067443847656,,
643.353558,29,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7430340557275542,0.6261261261261262,0.9022556390977444,0.631578947368421,222,0.0154471397399902,,
643.353912,29,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7931034482758621,0.6974789915966386,0.971830985915493,0.6699029126213593,119,0.0078904628753662,,
643.354242,29,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7601809954751131,0.6418918918918919,0.9438202247191012,0.6363636363636364,148,0.0097677707672119,,
643.354615,29,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.0073113441467285,,
643.35498,29,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.01224946975708,,
643.355311,29,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7819905213270142,0.684931506849315,0.9428571428571428,0.6680161943319838,292,0.0096595287322998,,
643.355816,29,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0060439109802246,,
643.356177,29,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079503059387207,,
643.356569,29,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.7888888888888889,0.7007874015748031,0.9342105263157896,0.6826923076923077,127,0.0128154754638671,,
643.357132,29,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.009120225906372,,
643.361628,29,learning_update,16506691070021547649,,,,,,"(7, 3, 2, 7, 7)",0.0505139409438887,0.03,0.31,-0.2894860590561112,,,,,,,,,,,
643.362378,29,learning_update,5631037270461107728,,,,,,"(7, 3, 2, 7, 7)",0.0505139409438887,0.03,0.31,-0.2894860590561112,,,,,,,,,,,
643.3631,29,learning_update,11806130149938443739,,,,,,"(7, 3, 2, 7, 7)",0.0505139409438887,0.03,0.31,-0.2894860590561112,,,,,,,,,,,
643.363863,29,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 7, 7)",0.0505139409438887,0.03,0.31,-0.2894860590561112,,,,,,,,,,,
643.364757,29,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 7, 7)",0.0505139409438887,0.03,0.31,-0.2894860590561112,,,,,,,,,,,
643.374553,30,selection_info,16206290167654754491,25,"(7, 1, 0, 7, 7)",0,0.0,0.0394137308480802,,,,,,,,,,,,,,,,
643.375025,30,selection_info,13644997368299628738,25,"(7, 1, 0, 7, 7)",0,0.0,0.0394137308480802,,,,,,,,,,,,,,,,
643.375353,30,selection_info,16506691070021547649,25,"(7, 4, 2, 7, 7)",1,0.05,0.0417358474214682,,,,,,,,,,,,,,,,
643.375734,30,selection_info,4354536512509177290,25,"(7, 1, 1, 7, 7)",0,0.0,0.0394137308480802,,,,,,,,,,,,,,,,
643.376142,30,selection_info,17381897621308759492,25,"(7, 3, 2, 7, 7)",1,0.0357296548180408,0.0410594888183117,,,,,,,,,,,,,,,,
643.376498,30,selection_info,13392168843036499530,25,"(7, 1, 0, 7, 7)",0,0.0,0.0394137308480802,,,,,,,,,,,,,,,,
643.376918,30,selection_info,5631037270461107728,25,"(7, 4, 2, 7, 7)",1,0.05,0.0417358474214682,,,,,,,,,,,,,,,,
643.377567,30,selection_info,1234113313308987156,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394137308480802,,,,,,,,,,,,,,,,
643.377962,30,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394137308480802,,,,,,,,,,,,,,,,
643.378324,30,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394137308480802,,,,,,,,,,,,,,,,
643.378773,30,selection_info,10577062229270185434,25,"(7, 2, 2, 7, 7)",1,0.0357641099043965,0.0410611085824138,,,,,,,,,,,,,,,,
643.379298,30,selection_info,11806130149938443739,25,"(7, 4, 2, 7, 7)",1,0.05,0.0417358474214682,,,,,,,,,,,,,,,,
643.379678,30,selection_info,15368353039753191835,25,"(7, 1, 1, 7, 7)",0,0.0,0.0394137308480802,,,,,,,,,,,,,,,,
643.380117,30,selection_info,8818734309448792929,25,"(7, 0, 1, 7, 7)",0,0.0,0.0394137308480802,,,,,,,,,,,,,,,,
643.3805,30,selection_info,4223374082031152552,25,"(7, 1, 2, 7, 7)",0,0.0318920438307571,0.0408794786391686,,,,,,,,,,,,,,,,
643.381272,30,selection_info,9877728866716932389,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394137308480802,,,,,,,,,,,,,,,,
643.381646,30,selection_info,4790340174930014383,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394137308480802,,,,,,,,,,,,,,,,
643.382053,30,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,0.0,0.0394137308480802,,,,,,,,,,,,,,,,
643.382392,30,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",0,0.0318920438307571,0.0408794786391686,,,,,,,,,,,,,,,,
643.38288,30,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394137308480802,,,,,,,,,,,,,,,,
643.383317,30,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394137308480802,,,,,,,,,,,,,,,,
643.383816,30,selection_info,14767769360382008888,25,"(7, 1, 2, 7, 7)",0,0.0318920438307571,0.0408794786391686,,,,,,,,,,,,,,,,
643.384128,30,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394137308480802,,,,,,,,,,,,,,,,
643.384445,30,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394137308480802,,,,,,,,,,,,,,,,
643.384856,30,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394137308480802,,,,,,,,,,,,,,,,
649.414396,30,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1288692951202392,19.777272727272727
649.415003,30,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1719183921813964,34.38636363636363
649.415362,30,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1446752548217773,21.572727272727278
649.415663,30,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1432173252105713,20.418181818181814
649.41595,30,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.1752431392669677,34.300000000000004
661.484778,30,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7735849056603774,0.6789297658862876,0.9162011173184358,0.6693877551020408,299,0.0122172832489013,,
661.485349,30,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0063178539276123,,
661.485664,30,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7687776141384389,0.6645299145299145,0.9288256227758008,0.6557788944723618,468,0.0118782520294189,,
661.486151,30,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.7888888888888889,0.7007874015748031,0.9342105263157896,0.6826923076923077,127,0.0197727680206298,,
661.486538,30,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0062034130096435,,
661.486856,30,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0192701816558837,,
661.487221,30,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7702702702702703,0.6676954732510288,0.9288164665523156,0.6579586877278251,1944,0.0414741039276123,,
661.487592,30,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.0066478252410888,,
661.487961,30,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7819905213270142,0.684931506849315,0.9428571428571428,0.6680161943319838,292,0.0087101459503173,,
661.488527,30,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7492260061919505,0.6351351351351351,0.9097744360902256,0.6368421052631579,222,0.0070331096649169,,
661.488928,30,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7662337662337663,0.6592082616179001,0.9311334289813488,0.6509528585757272,1162,0.0299201011657714,,
661.489267,30,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7769784172661871,0.696078431372549,0.8852459016393442,0.6923076923076923,102,0.0122280120849609,,
661.489607,30,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0085043907165527,,
661.490061,30,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0122156143188476,,
661.490326,30,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7629046369203849,0.6591194968553459,0.9140461215932912,0.6546546546546547,795,0.0262832641601562,,
661.490603,30,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7282051282051282,0.6267605633802817,0.8352941176470589,0.6454545454545455,142,0.0094544887542724,,
661.490922,30,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7814207650273224,0.6862745098039216,0.934640522875817,0.6713615023474179,255,0.0178122520446777,,
661.491196,30,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7755102040816326,0.6764705882352942,0.9344262295081968,0.6627906976744186,102,0.0086886882781982,,
661.491494,30,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7807017543859649,0.6932515337423313,0.9081632653061223,0.6846153846153846,163,0.0095348358154296,,
661.491843,30,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.752755905511811,0.6439909297052154,0.9053030303030304,0.6442048517520216,441,0.0190882682800292,,
661.492263,30,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7781569965870307,0.6844660194174758,0.926829268292683,0.6705882352941176,206,0.0148944854736328,,
661.492657,30,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078036785125732,,
661.49295,30,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.777988614800759,0.6794520547945205,0.9360730593607306,0.6655844155844156,365,0.0151164531707763,,
661.493321,30,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7601809954751131,0.6418918918918919,0.9438202247191012,0.6363636363636364,148,0.0099859237670898,,
661.493675,30,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7534246575342466,0.6470588235294118,0.9016393442622952,0.6470588235294118,102,0.0093128681182861,,
661.49915,30,learning_update,16506691070021547649,,,,,,"(7, 4, 2, 7, 7)",0.0502373998953429,0.07,0.31,-0.3297626001046571,,,,,,,,,,,
661.499765,30,learning_update,5631037270461107728,,,,,,"(7, 4, 2, 7, 7)",0.0502373998953429,0.07,0.31,-0.3297626001046571,,,,,,,,,,,
661.500495,30,learning_update,11806130149938443739,,,,,,"(7, 4, 2, 7, 7)",0.0502373998953429,0.07,0.31,-0.3297626001046571,,,,,,,,,,,
661.501316,30,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 7, 7)",0.0502373998953429,0.07,0.31,-0.3297626001046571,,,,,,,,,,,
661.501969,30,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 7, 7)",0.0502373998953429,0.07,0.31,-0.3297626001046571,,,,,,,,,,,
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661.511073,31,selection_info,16506691070021547649,25,"(7, 5, 2, 7, 7)",1,0.05,0.0417427034368737,,,,,,,,,,,,,,,,
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661.516602,31,selection_info,4790340174930014383,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394088670736464,,,,,,,,,,,,,,,,
661.51699,31,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,0.0,0.0394088670736464,,,,,,,,,,,,,,,,
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661.518102,31,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394088670736464,,,,,,,,,,,,,,,,
661.518483,31,selection_info,14767769360382008888,25,"(7, 1, 2, 7, 7)",0,0.0318920438307571,0.0408819345988974,,,,,,,,,,,,,,,,
661.518816,31,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394088670736464,,,,,,,,,,,,,,,,
661.519247,31,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394088670736464,,,,,,,,,,,,,,,,
661.519601,31,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394088670736464,,,,,,,,,,,,,,,,
667.551492,31,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.2441170215606689,35.195454545454545
667.551966,31,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1856725215911865,21.85
667.552318,31,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1387200355529785,20.55
667.552648,31,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.126816987991333,19.08636363636364
667.553013,31,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.1668410301208496,34.268181818181816
679.611283,31,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7697756788665879,0.6643717728055077,0.9354375896700144,0.6539618856569709,1162,0.0217463970184326,,
679.611693,31,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7658321060382917,0.6602564102564102,0.9252669039145908,0.6532663316582915,468,0.0139720439910888,,
679.611982,31,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0086650848388671,,
679.612448,31,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7819905213270142,0.684931506849315,0.9428571428571428,0.6680161943319838,292,0.0106995105743408,,
679.612844,31,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.762589928057554,0.6764705882352942,0.8688524590163934,0.6794871794871795,102,0.0087766647338867,,
679.613231,31,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7534246575342466,0.6470588235294118,0.9016393442622952,0.6470588235294118,102,0.0076777935028076,,
679.613686,31,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7719298245614035,0.6809815950920245,0.8979591836734694,0.676923076923077,163,0.0089850425720214,,
679.614138,31,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.776595744680851,0.6865671641791045,0.9125,0.6759259259259259,134,0.0068240165710449,,
679.614578,31,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7713310580204779,0.6747572815533981,0.91869918699187,0.6647058823529411,206,0.0136229991912841,,
679.614944,31,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.752755905511811,0.6439909297052154,0.9053030303030304,0.6442048517520216,441,0.012653112411499,,
679.615447,31,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0099670886993408,,
679.615762,31,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0079391002655029,,
679.616044,31,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7554179566563467,0.6441441441441441,0.9172932330827068,0.6421052631578947,222,0.0078363418579101,,
679.616442,31,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7855787476280834,0.6904109589041096,0.9452054794520548,0.672077922077922,365,0.0086152553558349,,
679.61688,31,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0071730613708496,,
679.61734,31,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.773403324584427,0.6742138364779874,0.9266247379454928,0.6636636636636637,795,0.015294075012207,,
679.617764,31,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7712418300653595,0.6568627450980392,0.9672131147540984,0.6413043478260869,102,0.0325338840484619,,
679.618165,31,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7601809954751131,0.6418918918918919,0.9438202247191012,0.6363636363636364,148,0.0103302001953125,,
679.618521,31,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0096189975738525,,
679.618925,31,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7282051282051282,0.6267605633802817,0.8352941176470589,0.6454545454545455,142,0.0093042850494384,,
679.619391,31,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7688679245283019,0.6722408026755853,0.9106145251396648,0.6653061224489796,299,0.0080592632293701,,
679.61974,31,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0056593418121337,,
679.620145,31,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7724039829302988,0.6707818930041153,0.9313893653516296,0.6597812879708383,1944,0.0356538295745849,,
679.620683,31,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7923497267759563,0.7019607843137254,0.9477124183006536,0.6807511737089202,255,0.0298278331756591,,
679.621084,31,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0065884590148925,,
679.626382,31,learning_update,16506691070021547649,,,,,,"(7, 5, 2, 7, 7)",0.0533091762422445,0.12,0.31,-0.3766908237577554,,,,,,,,,,,
679.627135,31,learning_update,5631037270461107728,,,,,,"(7, 5, 2, 7, 7)",0.0533091762422445,0.12,0.31,-0.3766908237577554,,,,,,,,,,,
679.627724,31,learning_update,11806130149938443739,,,,,,"(7, 5, 2, 7, 7)",0.0533091762422445,0.12,0.31,-0.3766908237577554,,,,,,,,,,,
679.628388,31,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 7, 7)",0.0533091762422445,0.12,0.31,-0.3766908237577554,,,,,,,,,,,
679.628978,31,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 7, 7)",0.0533091762422445,0.12,0.31,-0.3766908237577554,,,,,,,,,,,
679.637251,32,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394851072784759,,,,,,,,,,,,,,,,
679.637628,32,selection_info,13644997368299628738,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394851072784759,,,,,,,,,,,,,,,,
679.637915,32,selection_info,16506691070021547649,25,"(7, 5, 2, 7, 7)",1,0.0385607221950718,0.0412857521206219,,,,,,,,,,,,,,,,
679.638249,32,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,0.0,0.0394851072784759,,,,,,,,,,,,,,,,
679.638622,32,selection_info,17381897621308759492,25,"(7, 4, 2, 7, 7)",1,0.0362502505606997,0.041175585274321,,,,,,,,,,,,,,,,
679.638908,32,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394851072784759,,,,,,,,,,,,,,,,
679.639225,32,selection_info,5631037270461107728,25,"(7, 5, 2, 7, 7)",1,0.0385607221950718,0.0412857521206219,,,,,,,,,,,,,,,,
679.639646,32,selection_info,1234113313308987156,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394851072784759,,,,,,,,,,,,,,,,
679.640177,32,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394851072784759,,,,,,,,,,,,,,,,
679.640708,32,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394851072784759,,,,,,,,,,,,,,,,
679.641073,32,selection_info,10577062229270185434,25,"(7, 3, 2, 7, 7)",0,0.0286359037281519,0.0408145980213813,,,,,,,,,,,,,,,,
679.641467,32,selection_info,11806130149938443739,25,"(7, 5, 2, 7, 7)",1,0.0385607221950718,0.0412857521206219,,,,,,,,,,,,,,,,
679.641738,32,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,0.0,0.0394851072784759,,,,,,,,,,,,,,,,
679.642175,32,selection_info,8818734309448792929,25,"(7, 0, 1, 7, 7)",0,0.0,0.0394851072784759,,,,,,,,,,,,,,,,
679.642577,32,selection_info,4223374082031152552,25,"(7, 1, 2, 7, 7)",1,0.0318920438307571,0.0409685788694471,,,,,,,,,,,,,,,,
679.642866,32,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,0.0,0.0394851072784759,,,,,,,,,,,,,,,,
679.643161,32,selection_info,4790340174930014383,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394851072784759,,,,,,,,,,,,,,,,
679.643595,32,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,0.0,0.0394851072784759,,,,,,,,,,,,,,,,
679.644184,32,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",0,0.0318920438307571,0.0409685788694471,,,,,,,,,,,,,,,,
679.644576,32,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394851072784759,,,,,,,,,,,,,,,,
679.644937,32,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394851072784759,,,,,,,,,,,,,,,,
679.645344,32,selection_info,14767769360382008888,25,"(7, 1, 2, 7, 7)",0,0.0318920438307571,0.0409685788694471,,,,,,,,,,,,,,,,
679.645715,32,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394851072784759,,,,,,,,,,,,,,,,
679.646066,32,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394851072784759,,,,,,,,,,,,,,,,
679.646424,32,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,0.0,0.0394851072784759,,,,,,,,,,,,,,,,
685.681166,32,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1261570453643798,19.563636363636363
685.681677,32,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1508281230926513,21.663636363636364
685.681982,32,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.2548367977142334,35.372727272727275
685.682321,32,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1353785991668701,45.55
685.68278,32,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1442620754241943,19.759090909090908
697.757662,32,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7534246575342466,0.6470588235294118,0.9016393442622952,0.6470588235294118,102,0.0086302757263183,,
697.75806,32,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.7888888888888889,0.7007874015748031,0.9342105263157896,0.6826923076923077,127,0.0143294334411621,,
697.758495,32,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7781569965870307,0.6844660194174758,0.926829268292683,0.6705882352941176,206,0.007836103439331,,
697.758871,32,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7658321060382917,0.6602564102564102,0.9252669039145908,0.6532663316582915,468,0.0150041580200195,,
697.759229,32,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7814569536423841,0.6764705882352942,0.9672131147540984,0.6555555555555556,102,0.0079665184020996,,
697.759607,32,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.011573314666748,,
697.759944,32,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0168251991271972,,
697.760264,32,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7709563164108618,0.6660929432013769,0.9368723098995696,0.6549648946840522,1162,0.0230400562286376,,
697.760612,32,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7688679245283019,0.6722408026755853,0.9106145251396648,0.6653061224489796,299,0.0093147754669189,,
697.761046,32,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7755102040816326,0.6764705882352942,0.9344262295081968,0.6627906976744186,102,0.008927583694458,,
697.761342,32,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7586206896551724,0.6440677966101694,0.9295774647887324,0.6407766990291263,118,0.0089256763458251,,
697.761716,32,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7651006711409396,0.6568627450980392,0.9344262295081968,0.6477272727272727,102,0.0053300857543945,,
697.762052,32,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7282051282051282,0.6267605633802817,0.8352941176470589,0.6454545454545455,142,0.0096428394317626,,
697.762396,32,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7482014388489209,0.6568627450980392,0.8524590163934426,0.6666666666666666,102,0.007566213607788,,
697.762674,32,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7616099071207431,0.6531531531531531,0.924812030075188,0.6473684210526316,222,0.0091631412506103,,
697.763056,32,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7677725118483413,0.6643835616438356,0.9257142857142856,0.6558704453441295,292,0.0097806453704833,,
697.763372,32,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7681539807524059,0.6666666666666666,0.920335429769392,0.6591591591591591,795,0.0309541225433349,,
697.763758,32,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7868852459016393,0.6941176470588235,0.9411764705882352,0.676056338028169,255,0.0081276893615722,,
697.764092,32,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0062048435211181,,
697.764441,32,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.777988614800759,0.6794520547945205,0.9360730593607306,0.6655844155844156,365,0.0081644058227539,,
697.764748,32,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7716927453769559,0.6697530864197531,0.9305317324185248,0.6591737545565006,1944,0.0290958881378173,,
697.765196,32,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7931034482758621,0.6974789915966386,0.971830985915493,0.6699029126213593,119,0.009791612625122,,
697.76559,32,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7590551181102362,0.6530612244897959,0.9128787878787878,0.6495956873315364,441,0.0089900493621826,,
697.76588,32,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0299773216247558,,
697.766185,32,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7631578947368421,0.6687116564417178,0.8877551020408163,0.6692307692307692,163,0.0121569633483886,,
697.770675,32,learning_update,16506691070021547649,,,,,,"(7, 5, 2, 7, 7)",-0.0020960250092516,0.11,0.31,-0.4220960250092517,,,,,,,,,,,
697.771412,32,learning_update,5631037270461107728,,,,,,"(7, 5, 2, 7, 7)",-0.0020960250092516,0.11,0.31,-0.4220960250092517,,,,,,,,,,,
697.771971,32,learning_update,11806130149938443739,,,,,,"(7, 5, 2, 7, 7)",-0.0020960250092516,0.11,0.31,-0.4220960250092517,,,,,,,,,,,
697.772621,32,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 7, 7)",-0.0020960250092516,0.11,0.31,-0.4220960250092517,,,,,,,,,,,
697.773477,32,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 7, 7)",-0.0020960250092516,0.11,0.31,-0.4220960250092517,,,,,,,,,,,
697.781642,33,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395385850143996,,,,,,,,,,,,,,,,
697.78193,33,selection_info,13644997368299628738,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395385850143996,,,,,,,,,,,,,,,,
697.782193,33,selection_info,16506691070021547649,25,"(7, 5, 2, 7, 7)",1,0.0257949335816049,0.0407419270746301,,,,,,,,,,,,,,,,
697.782536,33,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,0.0,0.0395385850143996,,,,,,,,,,,,,,,,
697.782841,33,selection_info,17381897621308759492,25,"(7, 5, 2, 7, 7)",0,0.0257949335816049,0.0407419270746301,,,,,,,,,,,,,,,,
697.783142,33,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395385850143996,,,,,,,,,,,,,,,,
697.783533,33,selection_info,5631037270461107728,25,"(7, 5, 2, 7, 7)",0,0.0257949335816049,0.0407419270746301,,,,,,,,,,,,,,,,
697.783907,33,selection_info,1234113313308987156,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395385850143996,,,,,,,,,,,,,,,,
697.784252,33,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395385850143996,,,,,,,,,,,,,,,,
697.784516,33,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395385850143996,,,,,,,,,,,,,,,,
697.784778,33,selection_info,10577062229270185434,25,"(7, 3, 2, 7, 7)",1,0.0286359037281519,0.0408766782375945,,,,,,,,,,,,,,,,
697.785085,33,selection_info,11806130149938443739,25,"(7, 5, 2, 7, 7)",0,0.0257949335816049,0.0407419270746301,,,,,,,,,,,,,,,,
697.78546,33,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,0.0,0.0395385850143996,,,,,,,,,,,,,,,,
697.785719,33,selection_info,8818734309448792929,25,"(7, 0, 1, 7, 7)",0,0.0,0.0395385850143996,,,,,,,,,,,,,,,,
697.786073,33,selection_info,4223374082031152552,25,"(7, 2, 2, 7, 7)",1,0.0324304096976683,0.0410573523514552,,,,,,,,,,,,,,,,
697.786511,33,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,0.0,0.0395385850143996,,,,,,,,,,,,,,,,
697.786855,33,selection_info,4790340174930014383,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395385850143996,,,,,,,,,,,,,,,,
697.787172,33,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,0.0,0.0395385850143996,,,,,,,,,,,,,,,,
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697.787777,33,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395385850143996,,,,,,,,,,,,,,,,
697.788092,33,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395385850143996,,,,,,,,,,,,,,,,
697.788364,33,selection_info,14767769360382008888,25,"(7, 0, 2, 7, 7)",1,0.0410585838375874,0.041471157933818,,,,,,,,,,,,,,,,
697.788675,33,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395385850143996,,,,,,,,,,,,,,,,
697.788957,33,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395385850143996,,,,,,,,,,,,,,,,
697.789231,33,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395385850143996,,,,,,,,,,,,,,,,
703.821308,33,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1360116004943847,44.58125
703.82205,33,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1356925964355468,28.38125
703.82235,33,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1662352085113525,21.613636363636363
703.822713,33,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.2331941127777099,30.60625
703.823412,33,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.2402184009552002,35.01363636363636
712.932279,33,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7923497267759563,0.7019607843137254,0.9477124183006536,0.6807511737089202,255,0.0087306499481201,,
712.932736,33,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0067417621612548,,
712.933113,33,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0137958526611328,,
712.93344,33,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7697756788665879,0.6643717728055077,0.9354375896700144,0.6539618856569709,1162,0.0294835567474365,,
712.933826,33,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7194244604316546,0.6176470588235294,0.819672131147541,0.6410256410256411,102,0.0136876106262207,,
712.934224,33,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7677725118483413,0.6643835616438356,0.9257142857142856,0.6558704453441295,292,0.008967638015747,,
712.9345,33,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7781569965870307,0.6844660194174758,0.926829268292683,0.6705882352941176,206,0.009078025817871,,
712.934816,33,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0081429481506347,,
712.935153,33,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.752755905511811,0.6439909297052154,0.9053030303030304,0.6442048517520216,441,0.0479154586791992,,
712.935503,33,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7681365576102418,0.6646090534979424,0.9262435677530018,0.6561360874848117,1944,0.028212547302246,,
712.935832,33,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7816091954022989,0.680672268907563,0.9577464788732394,0.6601941747572816,119,0.0192458629608154,,
712.93618,33,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7687776141384389,0.6645299145299145,0.9288256227758008,0.6557788944723618,468,0.0158493518829345,,
712.936635,33,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7688679245283019,0.6722408026755853,0.9106145251396648,0.6653061224489796,299,0.0078504085540771,,
712.937076,33,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.0094144344329833,,
712.937417,33,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7664041994750657,0.6641509433962264,0.9182389937106918,0.6576576576576577,795,0.0278968811035156,,
712.937764,33,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7554179566563467,0.6441441441441441,0.9172932330827068,0.6421052631578947,222,0.0169301033020019,,
712.938236,33,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7814569536423841,0.6764705882352942,0.9672131147540984,0.6555555555555556,102,0.0080704689025878,,
712.938561,33,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7282051282051282,0.6267605633802817,0.8352941176470589,0.6454545454545455,142,0.009819746017456,,
712.938889,33,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0097754001617431,,
712.939346,33,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7534246575342466,0.6470588235294118,0.9016393442622952,0.6470588235294118,102,0.0115764141082763,,
712.939936,33,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0079987049102783,,
712.940373,33,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0095219612121582,,
712.940816,33,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0157282352447509,,
712.94133,33,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7631578947368421,0.6687116564417178,0.8877551020408163,0.6692307692307692,163,0.0093054771423339,,
712.941961,33,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.738255033557047,0.6176470588235294,0.9016393442622952,0.625,102,0.0076861381530761,,
712.946935,33,learning_update,17833758267265781484,,,,,,"(7, 0, 2, 7, 7)",-0.0022548690219056,0.04,0.31,-0.3522548690219056,,,,,,,,,,,
712.947645,33,learning_update,14767769360382008888,,,,,,"(7, 0, 2, 7, 7)",-0.0022548690219056,0.04,0.31,-0.3522548690219056,,,,,,,,,,,
712.94834,33,learning_update,4223374082031152552,,,,,,"(7, 2, 2, 7, 7)",-0.0022548690219056,0.04,0.31,-0.3522548690219056,,,,,,,,,,,
712.949094,33,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 7, 7)",-0.0022548690219056,0.04,0.31,-0.3522548690219056,,,,,,,,,,,
712.949959,33,learning_update,16506691070021547649,,,,,,"(7, 5, 2, 7, 7)",-0.0022548690219056,0.04,0.31,-0.3522548690219056,,,,,,,,,,,
712.958094,34,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395799343255699,,,,,,,,,,,,,,,,
712.958476,34,selection_info,13644997368299628738,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395799343255699,,,,,,,,,,,,,,,,
712.958768,34,selection_info,16506691070021547649,25,"(7, 5, 2, 7, 7)",0,0.0222465899578043,0.0406219580837195,,,,,,,,,,,,,,,,
712.959191,34,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,0.0,0.0395799343255699,,,,,,,,,,,,,,,,
712.95951,34,selection_info,17381897621308759492,25,"(7, 4, 2, 7, 7)",1,0.0318989422072346,0.0410825630802075,,,,,,,,,,,,,,,,
712.959958,34,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395799343255699,,,,,,,,,,,,,,,,
712.960285,34,selection_info,5631037270461107728,25,"(7, 4, 2, 7, 7)",1,0.0318989422072346,0.0410825630802075,,,,,,,,,,,,,,,,
712.960655,34,selection_info,1234113313308987156,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395799343255699,,,,,,,,,,,,,,,,
712.961061,34,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395799343255699,,,,,,,,,,,,,,,,
712.961359,34,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395799343255699,,,,,,,,,,,,,,,,
712.961738,34,selection_info,10577062229270185434,25,"(7, 3, 2, 7, 7)",0,0.0250847191342047,0.0407568534704815,,,,,,,,,,,,,,,,
712.962103,34,selection_info,11806130149938443739,25,"(7, 4, 2, 7, 7)",1,0.0318989422072346,0.0410825630802075,,,,,,,,,,,,,,,,
712.962464,34,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,0.0,0.0395799343255699,,,,,,,,,,,,,,,,
712.962768,34,selection_info,8818734309448792929,25,"(7, 0, 1, 7, 7)",0,0.0,0.0395799343255699,,,,,,,,,,,,,,,,
712.963201,34,selection_info,4223374082031152552,25,"(7, 3, 2, 7, 7)",0,0.0250847191342047,0.0407568534704815,,,,,,,,,,,,,,,,
712.963553,34,selection_info,9877728866716932389,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395799343255699,,,,,,,,,,,,,,,,
712.963974,34,selection_info,4790340174930014383,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395799343255699,,,,,,,,,,,,,,,,
712.964348,34,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,0.0,0.0395799343255699,,,,,,,,,,,,,,,,
712.964755,34,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",1,0.027644036829636,0.0408788811000029,,,,,,,,,,,,,,,,
712.965129,34,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395799343255699,,,,,,,,,,,,,,,,
712.965422,34,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395799343255699,,,,,,,,,,,,,,,,
712.965813,34,selection_info,14767769360382008888,25,"(7, 1, 2, 7, 7)",1,0.027644036829636,0.0408788811000029,,,,,,,,,,,,,,,,
712.966194,34,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395799343255699,,,,,,,,,,,,,,,,
712.96654,34,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395799343255699,,,,,,,,,,,,,,,,
712.966902,34,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,0.0,0.0395799343255699,,,,,,,,,,,,,,,,
718.999117,34,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1272053718566894,20.55454545454545
718.999704,34,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1346709728240966,29.55
719.000138,34,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.2181253433227539,30.79375
719.000457,34,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1550972461700439,20.88181818181818
719.000728,34,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.2420525550842285,35.190909090909095
731.082388,34,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7194244604316546,0.6176470588235294,0.819672131147541,0.6410256410256411,102,0.0083489418029785,,
731.082843,34,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0069196224212646,,
731.083244,34,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7814569536423841,0.6764705882352942,0.9672131147540984,0.6555555555555556,102,0.0078570842742919,,
731.083585,34,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7816091954022989,0.680672268907563,0.9577464788732394,0.6601941747572816,119,0.00775146484375,,
731.083937,34,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0061516761779785,,
731.084193,34,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0082790851593017,,
731.084508,34,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7735849056603774,0.6789297658862876,0.9162011173184358,0.6693877551020408,299,0.0201401710510253,,
731.084885,34,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7733175914994097,0.6695352839931153,0.93974175035868,0.6569709127382146,1162,0.0236523151397705,,
731.085195,34,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.0290305614471435,,
731.085538,34,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7923497267759563,0.7019607843137254,0.9477124183006536,0.6807511737089202,255,0.0125064849853515,,
731.085934,34,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7631578947368421,0.6687116564417178,0.8877551020408163,0.6692307692307692,163,0.0088911056518554,,
731.086276,34,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0084242820739746,,
731.086652,34,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7687776141384389,0.6645299145299145,0.9288256227758008,0.6557788944723618,468,0.0136120319366455,,
731.08714,34,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.752755905511811,0.6439909297052154,0.9053030303030304,0.6442048517520216,441,0.0252988338470459,,
731.087769,34,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7677725118483413,0.6643835616438356,0.9257142857142856,0.6558704453441295,292,0.010667085647583,,
731.088259,34,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7681539807524059,0.6666666666666666,0.920335429769392,0.6591591591591591,795,0.0137960910797119,,
731.088717,34,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7534246575342466,0.6470588235294118,0.9016393442622952,0.6470588235294118,102,0.0089845657348632,,
731.089129,34,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0062758922576904,,
731.08949,34,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0092859268188476,,
731.089882,34,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7586206896551724,0.6440677966101694,0.9295774647887324,0.6407766990291263,118,0.0097827911376953,,
731.090248,34,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7282051282051282,0.6267605633802817,0.8352941176470589,0.6454545454545455,142,0.0105431079864501,,
731.090612,34,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.0073428153991699,,
731.091013,34,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7724039829302988,0.6707818930041153,0.9313893653516296,0.6597812879708383,1944,0.0293164253234863,,
731.09135,34,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7616099071207431,0.6531531531531531,0.924812030075188,0.6473684210526316,222,0.0088968276977539,,
731.091688,34,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.738255033557047,0.6176470588235294,0.9016393442622952,0.625,102,0.0055484771728515,,
731.096715,34,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 7, 7)",0.0018235204874502,0.06,0.28,-0.3381764795125498,,,,,,,,,,,
731.097686,34,learning_update,5631037270461107728,,,,,,"(7, 4, 2, 7, 7)",0.0018235204874502,0.06,0.28,-0.3381764795125498,,,,,,,,,,,
731.098574,34,learning_update,11806130149938443739,,,,,,"(7, 4, 2, 7, 7)",0.0018235204874502,0.06,0.28,-0.3381764795125498,,,,,,,,,,,
731.099254,34,learning_update,17833758267265781484,,,,,,"(7, 1, 2, 7, 7)",0.0018235204874502,0.06,0.28,-0.3381764795125498,,,,,,,,,,,
731.099961,34,learning_update,14767769360382008888,,,,,,"(7, 1, 2, 7, 7)",0.0018235204874502,0.06,0.28,-0.3381764795125498,,,,,,,,,,,
731.108931,35,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,0.0,0.039625521732601,,,,,,,,,,,,,,,,
731.10947,35,selection_info,13644997368299628738,25,"(7, 0, 0, 7, 7)",0,0.0,0.039625521732601,,,,,,,,,,,,,,,,
731.109823,35,selection_info,16506691070021547649,25,"(7, 4, 2, 7, 7)",1,0.0216681885727847,0.0406464471449836,,,,,,,,,,,,,,,,
731.11025,35,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,0.0,0.039625521732601,,,,,,,,,,,,,,,,
731.110594,35,selection_info,17381897621308759492,25,"(7, 4, 2, 7, 7)",0,0.0216681885727847,0.0406464471449836,,,,,,,,,,,,,,,,
731.110915,35,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,0.0,0.039625521732601,,,,,,,,,,,,,,,,
731.111243,35,selection_info,5631037270461107728,25,"(7, 4, 2, 7, 7)",0,0.0216681885727847,0.0406464471449836,,,,,,,,,,,,,,,,
731.111492,35,selection_info,1234113313308987156,25,"(7, 0, 0, 7, 7)",0,0.0,0.039625521732601,,,,,,,,,,,,,,,,
731.111732,35,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,0.0,0.039625521732601,,,,,,,,,,,,,,,,
731.112144,35,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,0.0,0.039625521732601,,,,,,,,,,,,,,,,
731.112528,35,selection_info,10577062229270185434,25,"(7, 3, 2, 7, 7)",1,0.0250847191342047,0.0408098050151125,,,,,,,,,,,,,,,,
731.112885,35,selection_info,11806130149938443739,25,"(7, 4, 2, 7, 7)",0,0.0216681885727847,0.0406464471449836,,,,,,,,,,,,,,,,
731.113305,35,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,0.0,0.039625521732601,,,,,,,,,,,,,,,,
731.113698,35,selection_info,8818734309448792929,25,"(7, 0, 1, 7, 7)",0,0.0,0.039625521732601,,,,,,,,,,,,,,,,
731.114083,35,selection_info,4223374082031152552,25,"(7, 2, 2, 7, 7)",1,0.0288412800440259,0.0409901789835784,,,,,,,,,,,,,,,,
731.114407,35,selection_info,9877728866716932389,25,"(7, 0, 0, 7, 7)",0,0.0,0.039625521732601,,,,,,,,,,,,,,,,
731.114714,35,selection_info,4790340174930014383,25,"(7, 0, 0, 7, 7)",0,0.0,0.039625521732601,,,,,,,,,,,,,,,,
731.115185,35,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,0.0,0.039625521732601,,,,,,,,,,,,,,,,
731.115545,35,selection_info,17833758267265781484,25,"(7, 2, 2, 7, 7)",1,0.0288412800440259,0.0409901789835784,,,,,,,,,,,,,,,,
731.115924,35,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,0.0,0.039625521732601,,,,,,,,,,,,,,,,
731.116464,35,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,0.0,0.039625521732601,,,,,,,,,,,,,,,,
731.116966,35,selection_info,14767769360382008888,25,"(7, 2, 2, 7, 7)",1,0.0288412800440259,0.0409901789835784,,,,,,,,,,,,,,,,
731.117329,35,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,0.0,0.039625521732601,,,,,,,,,,,,,,,,
731.117811,35,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,0.0,0.039625521732601,,,,,,,,,,,,,,,,
731.118173,35,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,0.0,0.039625521732601,,,,,,,,,,,,,,,,
737.154902,35,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1778488159179687,22.03181818181818
737.155666,35,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1929950714111328,34.36818181818182
737.15606,35,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.134207010269165,28.26875
737.156478,35,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1353423595428466,46.93125
737.15685,35,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.2354166507720947,30.65625
746.302028,35,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.738255033557047,0.6176470588235294,0.9016393442622952,0.625,102,0.0062763690948486,,
746.302584,35,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7733175914994097,0.6695352839931153,0.93974175035868,0.6569709127382146,1162,0.0250346660614013,,
746.302941,35,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7677725118483413,0.6643835616438356,0.9257142857142856,0.6558704453441295,292,0.0154006481170654,,
746.303264,35,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7534246575342466,0.6470588235294118,0.9016393442622952,0.6470588235294118,102,0.0110445022583007,,
746.303684,35,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7616099071207431,0.6531531531531531,0.924812030075188,0.6473684210526316,222,0.0193910598754882,,
746.304243,35,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.00899338722229,,
746.304772,35,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7682119205298014,0.6568627450980392,0.9508196721311476,0.6444444444444445,102,0.0078153610229492,,
746.305322,35,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7646544181977253,0.6616352201257861,0.9161425576519916,0.6561561561561562,795,0.0191466808319091,,
746.305696,35,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7816091954022989,0.680672268907563,0.9577464788732394,0.6601941747572816,119,0.0065693855285644,,
746.306831,35,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7559055118110236,0.6485260770975056,0.9090909090909092,0.6469002695417789,441,0.0092272758483886,,
746.3075,35,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0116333961486816,,
746.307825,35,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7923497267759563,0.7019607843137254,0.9477124183006536,0.6807511737089202,255,0.0275628566741943,,
746.308491,35,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0069701671600341,,
746.309026,35,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7338129496402878,0.6372549019607843,0.8360655737704918,0.6538461538461539,102,0.0166983604431152,,
746.309361,35,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.0103678703308105,,
746.309712,35,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0074217319488525,,
746.309985,35,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7717231222385862,0.6688034188034188,0.9323843416370108,0.6582914572864321,468,0.0143868923187255,,
746.310348,35,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0096902847290039,,
746.310873,35,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7631578947368421,0.6687116564417178,0.8877551020408163,0.6692307692307692,163,0.0132234096527099,,
746.311154,35,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0088105201721191,,
746.31152,35,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.0138952732086181,,
746.311929,35,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0079739093780517,,
746.312308,35,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7735849056603774,0.6789297658862876,0.9162011173184358,0.6693877551020408,299,0.0098752975463867,,
746.312783,35,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7745376955903271,0.6738683127572016,0.9339622641509434,0.6616038882138517,1944,0.0337493419647216,,
746.313138,35,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.0187911987304687,,
746.317529,35,learning_update,4223374082031152552,,,,,,"(7, 2, 2, 7, 7)",0.0004065419608948,0.03,0.31,-0.3395934580391051,,,,,,,,,,,
746.318278,35,learning_update,17833758267265781484,,,,,,"(7, 2, 2, 7, 7)",0.0004065419608948,0.03,0.31,-0.3395934580391051,,,,,,,,,,,
746.319002,35,learning_update,14767769360382008888,,,,,,"(7, 2, 2, 7, 7)",0.0004065419608948,0.03,0.31,-0.3395934580391051,,,,,,,,,,,
746.31981,35,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 7, 7)",0.0004065419608948,0.03,0.31,-0.3395934580391051,,,,,,,,,,,
746.320784,35,learning_update,16506691070021547649,,,,,,"(7, 4, 2, 7, 7)",0.0004065419608948,0.03,0.31,-0.3395934580391051,,,,,,,,,,,
746.329615,36,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,0.0,0.039677820411078,,,,,,,,,,,,,,,,
746.329979,36,selection_info,13644997368299628738,25,"(7, 0, 0, 7, 7)",0,0.0,0.039677820411078,,,,,,,,,,,,,,,,
746.330252,36,selection_info,16506691070021547649,25,"(7, 4, 2, 7, 7)",0,0.0182505858038208,0.0405414882947349,,,,,,,,,,,,,,,,
746.330637,36,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,0.0,0.039677820411078,,,,,,,,,,,,,,,,
746.330933,36,selection_info,17381897621308759492,25,"(7, 3, 2, 7, 7)",1,0.0216636998346794,0.0407050806738482,,,,,,,,,,,,,,,,
746.331243,36,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,0.0,0.039677820411078,,,,,,,,,,,,,,,,
746.331698,36,selection_info,5631037270461107728,25,"(7, 3, 2, 7, 7)",1,0.0216636998346794,0.0407050806738482,,,,,,,,,,,,,,,,
746.332067,36,selection_info,1234113313308987156,25,"(7, 0, 0, 7, 7)",0,0.0,0.039677820411078,,,,,,,,,,,,,,,,
746.33245,36,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,0.0,0.039677820411078,,,,,,,,,,,,,,,,
746.332807,36,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,0.0,0.039677820411078,,,,,,,,,,,,,,,,
746.33311,36,selection_info,10577062229270185434,25,"(7, 3, 2, 7, 7)",1,0.0216636998346794,0.0407050806738482,,,,,,,,,,,,,,,,
746.333548,36,selection_info,11806130149938443739,25,"(7, 3, 2, 7, 7)",1,0.0216636998346794,0.0407050806738482,,,,,,,,,,,,,,,,
746.33396,36,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,0.0,0.039677820411078,,,,,,,,,,,,,,,,
746.334264,36,selection_info,8818734309448792929,25,"(7, 0, 1, 7, 7)",0,0.0,0.039677820411078,,,,,,,,,,,,,,,,
746.33461,36,selection_info,4223374082031152552,25,"(7, 3, 2, 7, 7)",1,0.0216636998346794,0.0407050806738482,,,,,,,,,,,,,,,,
746.334993,36,selection_info,9877728866716932389,25,"(7, 0, 0, 7, 7)",0,0.0,0.039677820411078,,,,,,,,,,,,,,,,
746.335267,36,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,0.0,0.039677820411078,,,,,,,,,,,,,,,,
746.335767,36,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,0.0,0.039677820411078,,,,,,,,,,,,,,,,
746.336195,36,selection_info,17833758267265781484,25,"(7, 3, 2, 7, 7)",0,0.0216636998346794,0.0407050806738482,,,,,,,,,,,,,,,,
746.336732,36,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,0.0,0.039677820411078,,,,,,,,,,,,,,,,
746.337047,36,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,0.0,0.039677820411078,,,,,,,,,,,,,,,,
746.33742,36,selection_info,14767769360382008888,25,"(7, 3, 2, 7, 7)",0,0.0216636998346794,0.0407050806738482,,,,,,,,,,,,,,,,
746.33803,36,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,0.0,0.039677820411078,,,,,,,,,,,,,,,,
746.338425,36,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,0.0,0.039677820411078,,,,,,,,,,,,,,,,
746.338743,36,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,0.0,0.039677820411078,,,,,,,,,,,,,,,,
752.372585,36,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.2082817554473877,34.63636363636363
752.373131,36,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1648833751678466,20.668181818181814
752.373464,36,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1567494869232177,20.58636363636364
752.373772,36,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.2215096950531005,34.92727272727273
752.374036,36,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1380693912506103,44.9625
764.445509,36,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0197157859802246,,
764.446118,36,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7719298245614035,0.6809815950920245,0.8979591836734694,0.676923076923077,163,0.0106089115142822,,
764.446584,36,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7338129496402878,0.6372549019607843,0.8360655737704918,0.6538461538461539,102,0.0076708793640136,,
764.446884,36,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0059895515441894,,
764.447502,36,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.738255033557047,0.6176470588235294,0.9016393442622952,0.625,102,0.0063111782073974,,
764.44832,36,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7816091954022989,0.680672268907563,0.9577464788732394,0.6601941747572816,119,0.0138185024261474,,
764.448797,36,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7735849056603774,0.6789297658862876,0.9162011173184358,0.6693877551020408,299,0.0091307163238525,,
764.44928,36,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7923497267759563,0.7019607843137254,0.9477124183006536,0.6807511737089202,255,0.0109481811523437,,
764.450071,36,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7717231222385862,0.6688034188034188,0.9323843416370108,0.6582914572864321,468,0.0157818794250488,,
764.45051,36,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7559055118110236,0.6485260770975056,0.9090909090909092,0.6469002695417789,441,0.0113711357116699,,
764.450899,36,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7677725118483413,0.6643835616438356,0.9257142857142856,0.6558704453441295,292,0.0105252265930175,,
764.451257,36,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.0096409320831298,,
764.451757,36,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0097696781158447,,
764.452035,36,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0088729858398437,,
764.452349,36,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7738264580369844,0.6728395061728395,0.9331046312178388,0.660996354799514,1944,0.0366435050964355,,
764.452633,36,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7629046369203849,0.6591194968553459,0.9140461215932912,0.6546546546546547,795,0.0176107883453369,,
764.452984,36,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7616099071207431,0.6531531531531531,0.924812030075188,0.6473684210526316,222,0.010293960571289,,
764.4533,36,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7682119205298014,0.6568627450980392,0.9508196721311476,0.6444444444444445,102,0.0080058574676513,,
764.453627,36,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.0215864181518554,,
764.453921,36,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7733175914994097,0.6695352839931153,0.93974175035868,0.6569709127382146,1162,0.0206525325775146,,
764.454167,36,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0059359073638916,,
764.454495,36,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0080847740173339,,
764.454887,36,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7534246575342466,0.6470588235294118,0.9016393442622952,0.6470588235294118,102,0.0094964504241943,,
764.455261,36,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.0123360157012939,,
764.455776,36,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0123853683471679,,
764.461651,36,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 7, 7)",-0.0001687192694722,0.05,0.34,-0.3901687192694723,,,,,,,,,,,
764.462605,36,learning_update,5631037270461107728,,,,,,"(7, 3, 2, 7, 7)",-0.0001687192694722,0.05,0.34,-0.3901687192694723,,,,,,,,,,,
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770.517459,37,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1356379985809326,44.99375
770.51803,37,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1453199386596679,20.395454545454545
770.51845,37,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1843054294586181,33.768181818181816
770.518756,37,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.1923012733459472,34.36363636363637
770.519083,37,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1556596755981445,21.68636363636364
782.610801,37,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7733175914994097,0.6695352839931153,0.93974175035868,0.6569709127382146,1162,0.02201509475708,,
782.611302,37,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.0091910362243652,,
782.611632,37,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7559055118110236,0.6485260770975056,0.9090909090909092,0.6469002695417789,441,0.0135548114776611,,
782.611996,37,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0066993236541748,,
782.612351,37,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.738255033557047,0.6176470588235294,0.9016393442622952,0.625,102,0.0053367614746093,,
782.612674,37,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.0151081085205078,,
782.612946,37,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7816091954022989,0.680672268907563,0.9577464788732394,0.6601941747572816,119,0.0140202045440673,,
782.61328,37,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7534246575342466,0.6470588235294118,0.9016393442622952,0.6470588235294118,102,0.0097017288208007,,
782.613635,37,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0126466751098632,,
782.613918,37,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0105230808258056,,
782.614219,37,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0248174667358398,,
782.614583,37,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7682119205298014,0.6568627450980392,0.9508196721311476,0.6444444444444445,102,0.0080289840698242,,
782.614897,37,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7923497267759563,0.7019607843137254,0.9477124183006536,0.6807511737089202,255,0.0077536106109619,,
782.615191,37,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7616099071207431,0.6531531531531531,0.924812030075188,0.6473684210526316,222,0.0098228454589843,,
782.615537,37,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7717231222385862,0.6688034188034188,0.9323843416370108,0.6582914572864321,468,0.0125479698181152,,
782.615852,37,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0104494094848632,,
782.616118,37,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0080375671386718,,
782.616458,37,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0082051753997802,,
782.616786,37,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7629046369203849,0.6591194968553459,0.9140461215932912,0.6546546546546547,795,0.0343666076660156,,
782.617173,37,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7735849056603774,0.6789297658862876,0.9162011173184358,0.6693877551020408,299,0.012758731842041,,
782.617633,37,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.0081713199615478,,
782.617959,37,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7677725118483413,0.6643835616438356,0.9257142857142856,0.6558704453441295,292,0.0087437629699707,,
782.618341,37,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7731152204836416,0.6718106995884774,0.932246998284734,0.6603888213851762,1944,0.0308327674865722,,
782.618767,37,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7719298245614035,0.6809815950920245,0.8979591836734694,0.676923076923077,163,0.0097782611846923,,
782.61914,37,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7338129496402878,0.6372549019607843,0.8360655737704918,0.6538461538461539,102,0.0295116901397705,,
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782.644604,38,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,0.0,0.0400379215729494,,,,,,,,,,,,,,,,
782.645093,38,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,0.0,0.0400379215729494,,,,,,,,,,,,,,,,
782.64551,38,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,0.0,0.0400379215729494,,,,,,,,,,,,,,,,
788.679216,38,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1668250560760498,33.15
788.679825,38,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1532301902770996,11.8875
788.680161,38,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1261024475097656,19.486363636363635
788.680534,38,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1243786811828613,7.572727272727272
788.680953,38,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1357696056365966,45.4
800.750413,38,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0095794200897216,,
800.750787,38,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0052728652954101,,
800.751084,38,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7746686303387335,0.6730769230769231,0.9359430604982206,0.6608040201005025,468,0.0137832164764404,,
800.751581,38,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7816091954022989,0.680672268907563,0.9577464788732394,0.6601941747572816,119,0.0104539394378662,,
800.751936,38,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0197198390960693,,
800.75224,38,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0080418586730957,,
800.752696,38,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0090386867523193,,
800.753171,38,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.0097668170928955,,
800.753606,38,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7682119205298014,0.6568627450980392,0.9508196721311476,0.6444444444444445,102,0.0080664157867431,,
800.753877,38,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0123798847198486,,
800.754194,38,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7616099071207431,0.6531531531531531,0.924812030075188,0.6473684210526316,222,0.0131266117095947,,
800.754618,38,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7677725118483413,0.6643835616438356,0.9257142857142856,0.6558704453441295,292,0.0170221328735351,,
800.75496,38,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.007037878036499,,
800.755356,38,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7534246575342466,0.6470588235294118,0.9016393442622952,0.6470588235294118,102,0.0105869770050048,,
800.755691,38,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7733175914994097,0.6695352839931153,0.93974175035868,0.6569709127382146,1162,0.0222949981689453,,
800.756012,38,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7735849056603774,0.6789297658862876,0.9162011173184358,0.6693877551020408,299,0.0117645263671875,,
800.756468,38,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7923497267759563,0.7019607843137254,0.9477124183006536,0.6807511737089202,255,0.0085704326629638,,
800.756819,38,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.0125496387481689,,
800.757176,38,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7719298245614035,0.6809815950920245,0.8979591836734694,0.676923076923077,163,0.0105493068695068,,
800.757536,38,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.738255033557047,0.6176470588235294,0.9016393442622952,0.625,102,0.0055015087127685,,
800.757913,38,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7338129496402878,0.6372549019607843,0.8360655737704918,0.6538461538461539,102,0.0091578960418701,,
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800.786428,39,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.039790258547597,,,,,,,,,,,,,,,,
800.786811,39,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.039790258547597,,,,,,,,,,,,,,,,
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806.818469,39,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.135977029800415,28.8
806.81884,39,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.2420921325683593,30.96875
806.819166,39,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.136474609375,44.2625
806.819474,39,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1838374137878418,21.963636363636365
818.880889,39,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7735849056603774,0.6789297658862876,0.9162011173184358,0.6693877551020408,299,0.0096023082733154,,
818.881281,39,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7629046369203849,0.6591194968553459,0.9140461215932912,0.6546546546546547,795,0.0328531265258789,,
818.881615,39,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7923497267759563,0.7019607843137254,0.9477124183006536,0.6807511737089202,255,0.0232157707214355,,
818.881938,39,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0090851783752441,,
818.882528,39,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.0081658363342285,,
818.883055,39,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0066835880279541,,
818.883439,39,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7338129496402878,0.6372549019607843,0.8360655737704918,0.6538461538461539,102,0.0128953456878662,,
818.883723,39,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0349321365356445,,
818.884042,39,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7616099071207431,0.6531531531531531,0.924812030075188,0.6473684210526316,222,0.0168380737304687,,
818.884466,39,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7677725118483413,0.6643835616438356,0.9257142857142856,0.6558704453441295,292,0.0329830646514892,,
818.884845,39,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0077278614044189,,
818.885255,39,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7717231222385862,0.6688034188034188,0.9323843416370108,0.6582914572864321,468,0.0142614841461181,,
818.885604,39,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7719298245614035,0.6809815950920245,0.8979591836734694,0.676923076923077,163,0.0115282535552978,,
818.885931,39,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0063729286193847,,
818.886309,39,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.0093698501586914,,
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818.88711,39,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.738255033557047,0.6176470588235294,0.9016393442622952,0.625,102,0.0056052207946777,,
818.88744,39,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.0096266269683837,,
818.887755,39,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0119225978851318,,
818.888022,39,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7682119205298014,0.6568627450980392,0.9508196721311476,0.6444444444444445,102,0.0079619884490966,,
818.888303,39,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7733175914994097,0.6695352839931153,0.93974175035868,0.6569709127382146,1162,0.0246944427490234,,
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818.88917,39,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7816091954022989,0.680672268907563,0.9577464788732394,0.6601941747572816,119,0.021583080291748,,
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818.894643,39,learning_update,17833758267265781484,,,,,,"(7, 2, 2, 7, 7)",-0.0003452374181733,0.04,0.31,-0.3503452374181733,,,,,,,,,,,
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818.909121,40,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0397289095313214,,,,,,,,,,,,,,,,
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818.912,40,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,0.0,0.0400058671431234,,,,,,,,,,,,,,,,
818.91232,40,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,0.0,0.0400058671431234,,,,,,,,,,,,,,,,
818.912623,40,selection_info,17833758267265781484,25,"(7, 2, 2, 7, 7)",0,0.004555206160628,0.0402258396854972,,,,,,,,,,,,,,,,
818.91296,40,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0397289095313214,,,,,,,,,,,,,,,,
818.913282,40,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0397289095313214,,,,,,,,,,,,,,,,
818.913636,40,selection_info,14767769360382008888,25,"(7, 2, 2, 7, 7)",0,0.004555206160628,0.0402258396854972,,,,,,,,,,,,,,,,
818.913986,40,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0397289095313214,,,,,,,,,,,,,,,,
818.914341,40,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0397289095313214,,,,,,,,,,,,,,,,
818.914739,40,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0397289095313214,,,,,,,,,,,,,,,,
827.946934,40,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.2063186168670654,34.89090909090909
827.947617,40,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1439599990844726,20.9
827.947937,40,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1333873271942138,46.29375
827.948267,40,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.253176212310791,35.122727272727275
827.948539,40,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1336088180541992,19.695454545454545
837.080784,40,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0066983699798583,,
837.081192,40,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7611548556430446,0.6566037735849056,0.9119496855345912,0.6531531531531531,795,0.0278878211975097,,
837.081527,40,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0055975914001464,,
837.08192,40,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7616099071207431,0.6531531531531531,0.924812030075188,0.6473684210526316,222,0.0188543796539306,,
837.082348,40,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0159275531768798,,
837.082678,40,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7688679245283019,0.6722408026755853,0.9106145251396648,0.6653061224489796,299,0.0083441734313964,,
837.083105,40,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.738255033557047,0.6176470588235294,0.9016393442622952,0.625,102,0.0107007026672363,,
837.083483,40,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0086240768432617,,
837.083828,40,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.0077576637268066,,
837.084086,40,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7534246575342466,0.6470588235294118,0.9016393442622952,0.6470588235294118,102,0.0127596855163574,,
837.08445,40,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7733175914994097,0.6695352839931153,0.93974175035868,0.6569709127382146,1162,0.0221133232116699,,
837.08479,40,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7717231222385862,0.6688034188034188,0.9323843416370108,0.6582914572864321,468,0.0145506858825683,,
837.085075,40,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7719298245614035,0.6809815950920245,0.8979591836734694,0.676923076923077,163,0.0122511386871337,,
837.085502,40,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7709815078236131,0.668724279835391,0.9296740994854202,0.6585662211421628,1944,0.037182331085205,,
837.085892,40,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7931034482758621,0.6974789915966386,0.971830985915493,0.6699029126213593,119,0.0083394050598144,,
837.086247,40,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7630331753554502,0.6575342465753424,0.92,0.6518218623481782,292,0.0078096389770507,,
837.086703,40,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7338129496402878,0.6372549019607843,0.8360655737704918,0.6538461538461539,102,0.0151522159576416,,
837.087094,40,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.0087883472442626,,
837.087547,40,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7559055118110236,0.6485260770975056,0.9090909090909092,0.6469002695417789,441,0.0106592178344726,,
837.0879,40,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7682119205298014,0.6568627450980392,0.9508196721311476,0.6444444444444445,102,0.0077176094055175,,
837.088147,40,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0084834098815917,,
837.088517,40,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0097706317901611,,
837.088861,40,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.0134460926055908,,
837.089244,40,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7923497267759563,0.7019607843137254,0.9477124183006536,0.6807511737089202,255,0.029897928237915,,
837.089828,40,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0179564952850341,,
837.096511,40,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 7, 7)",-0.0005240529427062,0.06,0.34,-0.4005240529427063,,,,,,,,,,,
837.097454,40,learning_update,4223374082031152552,,,,,,"(7, 5, 2, 7, 7)",-0.0005240529427062,0.06,0.34,-0.4005240529427063,,,,,,,,,,,
837.098275,40,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 7, 7)",-0.0005240529427062,0.06,0.34,-0.4005240529427063,,,,,,,,,,,
837.099048,40,learning_update,5631037270461107728,,,,,,"(7, 2, 2, 7, 7)",-0.0005240529427062,0.06,0.34,-0.4005240529427063,,,,,,,,,,,
837.099784,40,learning_update,11806130149938443739,,,,,,"(7, 2, 2, 7, 7)",-0.0005240529427062,0.06,0.34,-0.4005240529427063,,,,,,,,,,,
837.109914,41,selection_info,16206290167654754491,25,"(7, 1, 0, 7, 7)",1,0.0,0.04006744779303,,,,,,,,,,,,,,,,
837.110334,41,selection_info,13644997368299628738,25,"(7, 1, 0, 7, 7)",0,0.0,0.04006744779303,,,,,,,,,,,,,,,,
837.110644,41,selection_info,16506691070021547649,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0396892502928688,,,,,,,,,,,,,,,,
837.110941,41,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,0.0,0.04006744779303,,,,,,,,,,,,,,,,
837.111322,41,selection_info,17381897621308759492,25,"(7, 3, 2, 7, 7)",0,-0.0135789365222777,0.0394145917861167,,,,,,,,,,,,,,,,
837.112102,41,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0397886748359143,,,,,,,,,,,,,,,,
837.112632,41,selection_info,5631037270461107728,25,"(7, 3, 2, 7, 7)",0,-0.0135789365222777,0.0394145917861167,,,,,,,,,,,,,,,,
837.113039,41,selection_info,1234113313308987156,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0397886748359143,,,,,,,,,,,,,,,,
837.113507,41,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0397886748359143,,,,,,,,,,,,,,,,
837.113842,41,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0397886748359143,,,,,,,,,,,,,,,,
837.114115,41,selection_info,10577062229270185434,25,"(7, 5, 2, 7, 7)",1,0.0141956432061539,0.0407615186941368,,,,,,,,,,,,,,,,
837.114667,41,selection_info,11806130149938443739,25,"(7, 3, 2, 7, 7)",0,-0.0135789365222777,0.0394145917861167,,,,,,,,,,,,,,,,
837.115032,41,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,0.0,0.04006744779303,,,,,,,,,,,,,,,,
837.115397,41,selection_info,8818734309448792929,25,"(7, 0, 1, 7, 7)",0,0.0,0.04006744779303,,,,,,,,,,,,,,,,
837.115812,41,selection_info,4223374082031152552,25,"(7, 5, 2, 7, 7)",1,0.0141956432061539,0.0407615186941368,,,,,,,,,,,,,,,,
837.116116,41,selection_info,9877728866716932389,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0397886748359143,,,,,,,,,,,,,,,,
837.116496,41,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,0.0,0.04006744779303,,,,,,,,,,,,,,,,
837.116791,41,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,0.0,0.04006744779303,,,,,,,,,,,,,,,,
837.117063,41,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",1,0.020880755880015,0.0410925270250766,,,,,,,,,,,,,,,,
837.117441,41,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0397886748359143,,,,,,,,,,,,,,,,
837.117794,41,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0397886748359143,,,,,,,,,,,,,,,,
837.118111,41,selection_info,14767769360382008888,25,"(7, 1, 2, 7, 7)",1,0.020880755880015,0.0410925270250766,,,,,,,,,,,,,,,,
837.11847,41,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0397886748359143,,,,,,,,,,,,,,,,
837.118792,41,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0397886748359143,,,,,,,,,,,,,,,,
837.119147,41,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0397886748359143,,,,,,,,,,,,,,,,
843.147536,41,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.253868818283081,30.66875
843.148027,41,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1377251148223877,46.1875
843.148417,41,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.136669635772705,29.29375
843.148743,41,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.242469310760498,35.13636363636363
843.149004,41,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1637496948242187,12.95625
855.256837,41,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.0077936649322509,,
855.257491,41,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0074734687805175,,
855.257873,41,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7717231222385862,0.6688034188034188,0.9323843416370108,0.6582914572864321,468,0.0128459930419921,,
855.25826,41,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7688679245283019,0.6722408026755853,0.9106145251396648,0.6653061224489796,299,0.0095221996307373,,
855.258669,41,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7923497267759563,0.7019607843137254,0.9477124183006536,0.6807511737089202,255,0.0201115608215332,,
855.258937,41,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7338129496402878,0.6372549019607843,0.8360655737704918,0.6538461538461539,102,0.0136835575103759,,
855.259267,41,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7559055118110236,0.6485260770975056,0.9090909090909092,0.6469002695417789,441,0.010549783706665,,
855.259803,41,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7616099071207431,0.6531531531531531,0.924812030075188,0.6473684210526316,222,0.0116422176361083,,
855.260157,41,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7719298245614035,0.6809815950920245,0.8979591836734694,0.676923076923077,163,0.0109312534332275,,
855.26048,41,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.013310432434082,,
855.260844,41,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0076088905334472,,
855.261182,41,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7733175914994097,0.6695352839931153,0.93974175035868,0.6569709127382146,1162,0.0197706222534179,,
855.261487,41,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0083920955657958,,
855.261822,41,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.738255033557047,0.6176470588235294,0.9016393442622952,0.625,102,0.0069277286529541,,
855.262144,41,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7534246575342466,0.6470588235294118,0.9016393442622952,0.6470588235294118,102,0.0078113079071044,,
855.262574,41,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7931034482758621,0.6974789915966386,0.971830985915493,0.6699029126213593,119,0.0056748390197753,,
855.262859,41,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.0081872940063476,,
855.263178,41,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0081384181976318,,
855.263526,41,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7629046369203849,0.6591194968553459,0.9140461215932912,0.6546546546546547,795,0.0123860836029052,,
855.26391,41,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7630331753554502,0.6575342465753424,0.92,0.6518218623481782,292,0.0273945331573486,,
855.264255,41,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0117394924163818,,
855.264785,41,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7682119205298014,0.6568627450980392,0.9508196721311476,0.6444444444444445,102,0.0079491138458251,,
855.265115,41,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7731152204836416,0.6718106995884774,0.932246998284734,0.6603888213851762,1944,0.0354769229888916,,
855.26547,41,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.005666971206665,,
855.26585,41,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0112080574035644,,
855.270351,41,learning_update,17833758267265781484,,,,,,"(7, 1, 2, 7, 7)",0.0005217460286127,0.06,0.28,-0.3394782539713873,,,,,,,,,,,
855.270997,41,learning_update,14767769360382008888,,,,,,"(7, 1, 2, 7, 7)",0.0005217460286127,0.06,0.28,-0.3394782539713873,,,,,,,,,,,
855.271777,41,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 7, 7)",0.0005217460286127,0.06,0.28,-0.3394782539713873,,,,,,,,,,,
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855.284612,42,selection_info,17381897621308759492,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.03980033810936,,,,,,,,,,,,,,,,
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855.287984,42,selection_info,8818734309448792929,25,"(7, 0, 1, 7, 7)",0,0.0,0.0401815090656006,,,,,,,,,,,,,,,,
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855.288948,42,selection_info,9877728866716932389,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.039900542584495,,,,,,,,,,,,,,,,
855.28942,42,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,0.0,0.0401815090656006,,,,,,,,,,,,,,,,
855.289844,42,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,0.0,0.0401815090656006,,,,,,,,,,,,,,,,
855.290189,42,selection_info,17833758267265781484,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.03980033810936,,,,,,,,,,,,,,,,
855.290562,42,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.039900542584495,,,,,,,,,,,,,,,,
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855.291374,42,selection_info,14767769360382008888,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.03980033810936,,,,,,,,,,,,,,,,
855.291718,42,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.039900542584495,,,,,,,,,,,,,,,,
855.292072,42,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.039900542584495,,,,,,,,,,,,,,,,
855.292503,42,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.039900542584495,,,,,,,,,,,,,,,,
861.3279,42,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1354739665985107,16.36875
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861.329394,42,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1583490371704101,12.0125
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873.403364,42,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0085783004760742,,
873.403797,42,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7731152204836416,0.6718106995884774,0.932246998284734,0.6603888213851762,1944,0.0348734855651855,,
873.404105,42,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0056712627410888,,
873.404518,42,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0250260829925537,,
873.404903,42,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7717231222385862,0.6688034188034188,0.9323843416370108,0.6582914572864321,468,0.0165176391601562,,
873.405218,42,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.0102012157440185,,
873.405613,42,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0061914920806884,,
873.40596,42,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7630331753554502,0.6575342465753424,0.92,0.6518218623481782,292,0.0384070873260498,,
873.406418,42,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0109608173370361,,
873.406782,42,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7338129496402878,0.6372549019607843,0.8360655737704918,0.6538461538461539,102,0.013160228729248,,
873.407213,42,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0075135231018066,,
873.40762,42,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7682119205298014,0.6568627450980392,0.9508196721311476,0.6444444444444445,102,0.0081489086151123,,
873.407949,42,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.0096752643585205,,
873.408335,42,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7534246575342466,0.6470588235294118,0.9016393442622952,0.6470588235294118,102,0.0115683078765869,,
873.408774,42,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7816091954022989,0.680672268907563,0.9577464788732394,0.6601941747572816,119,0.0067086219787597,,
873.409027,42,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0082888603210449,,
873.409582,42,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7616099071207431,0.6531531531531531,0.924812030075188,0.6473684210526316,222,0.0134737491607666,,
873.409979,42,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7688679245283019,0.6722408026755853,0.9106145251396648,0.6653061224489796,299,0.0282976627349853,,
873.410346,42,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7719298245614035,0.6809815950920245,0.8979591836734694,0.676923076923077,163,0.0083370208740234,,
873.410677,42,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7629046369203849,0.6591194968553459,0.9140461215932912,0.6546546546546547,795,0.013453722000122,,
873.41096,42,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7923497267759563,0.7019607843137254,0.9477124183006536,0.6807511737089202,255,0.0122292041778564,,
873.411365,42,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.738255033557047,0.6176470588235294,0.9016393442622952,0.625,102,0.0067095756530761,,
873.411654,42,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7733175914994097,0.6695352839931153,0.93974175035868,0.6569709127382146,1162,0.0195379257202148,,
873.41199,42,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7559055118110236,0.6485260770975056,0.9090909090909092,0.6469002695417789,441,0.0420148372650146,,
873.41224,42,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.0082919597625732,,
873.416507,42,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 7, 7)",-0.00017141976622,0.06,0.25,-0.31017141976622,,,,,,,,,,,
873.417256,42,learning_update,4223374082031152552,,,,,,"(7, 5, 2, 7, 7)",-0.00017141976622,0.06,0.25,-0.31017141976622,,,,,,,,,,,
873.417892,42,learning_update,16206290167654754491,,,,,,"(7, 2, 0, 7, 7)",-0.00017141976622,0.06,0.25,-0.31017141976622,,,,,,,,,,,
873.418737,42,learning_update,4354536512509177290,,,,,,"(7, 0, 1, 7, 7)",-0.00017141976622,0.06,0.25,-0.31017141976622,,,,,,,,,,,
873.419571,42,learning_update,15368353039753191835,,,,,,"(7, 0, 1, 7, 7)",-0.00017141976622,0.06,0.25,-0.31017141976622,,,,,,,,,,,
873.428664,43,selection_info,16206290167654754491,25,"(7, 3, 0, 7, 7)",0,0.0,0.0401043230645006,,,,,,,,,,,,,,,,
873.428952,43,selection_info,13644997368299628738,25,"(7, 1, 0, 7, 7)",0,-0.0033947825397138,0.0399382960067979,,,,,,,,,,,,,,,,
873.429259,43,selection_info,16506691070021547649,25,"(7, 1, 2, 7, 7)",1,0.0135692145547328,0.0407748678671919,,,,,,,,,,,,,,,,
873.429634,43,selection_info,4354536512509177290,25,"(7, 1, 1, 7, 7)",0,0.0,0.0401043230645006,,,,,,,,,,,,,,,,
873.429912,43,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",1,0.0135692145547328,0.0407748678671919,,,,,,,,,,,,,,,,
873.430369,43,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.03982249208636,,,,,,,,,,,,,,,,
873.43076,43,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",1,0.0135692145547328,0.0407748678671919,,,,,,,,,,,,,,,,
873.431183,43,selection_info,1234113313308987156,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.03982249208636,,,,,,,,,,,,,,,,
873.431605,43,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.03982249208636,,,,,,,,,,,,,,,,
873.431962,43,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.03982249208636,,,,,,,,,,,,,,,,
873.432493,43,selection_info,10577062229270185434,25,"(7, 5, 2, 7, 7)",1,0.0011660143268289,0.0401615078851064,,,,,,,,,,,,,,,,
873.433002,43,selection_info,11806130149938443739,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0397219817041003,,,,,,,,,,,,,,,,
873.433324,43,selection_info,15368353039753191835,25,"(7, 1, 1, 7, 7)",0,0.0,0.0401043230645006,,,,,,,,,,,,,,,,
873.433638,43,selection_info,8818734309448792929,25,"(7, 0, 1, 7, 7)",0,-0.0061724112533477,0.0398029631937547,,,,,,,,,,,,,,,,
873.434019,43,selection_info,4223374082031152552,25,"(7, 5, 2, 7, 7)",1,0.0011660143268289,0.0401615078851064,,,,,,,,,,,,,,,,
873.434455,43,selection_info,9877728866716932389,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.03982249208636,,,,,,,,,,,,,,,,
873.434842,43,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,0.0,0.0401043230645006,,,,,,,,,,,,,,,,
873.435305,43,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0061724112533477,0.0398029631937547,,,,,,,,,,,,,,,,
873.435604,43,selection_info,17833758267265781484,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0397219817041003,,,,,,,,,,,,,,,,
873.435859,43,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.03982249208636,,,,,,,,,,,,,,,,
873.436193,43,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.03982249208636,,,,,,,,,,,,,,,,
873.436662,43,selection_info,14767769360382008888,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0397219817041003,,,,,,,,,,,,,,,,
873.436995,43,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.03982249208636,,,,,,,,,,,,,,,,
873.43737,43,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.03982249208636,,,,,,,,,,,,,,,,
873.437693,43,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.03982249208636,,,,,,,,,,,,,,,,
879.470762,43,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.2386941909790039,22.11818181818182
879.471532,43,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.3004543781280517,35.7
879.471921,43,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1768825054168701,34.595454545454544
879.472325,43,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1857807636260986,21.9
879.472737,43,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1358795166015625,45.88125
891.558459,43,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7629046369203849,0.6591194968553459,0.9140461215932912,0.6546546546546547,795,0.0192306041717529,,
891.558862,43,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7733175914994097,0.6695352839931153,0.93974175035868,0.6569709127382146,1162,0.0226504802703857,,
891.559181,43,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0072603225708007,,
891.559611,43,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7724039829302988,0.6707818930041153,0.9313893653516296,0.6597812879708383,1944,0.0360212326049804,,
891.559981,43,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.738255033557047,0.6176470588235294,0.9016393442622952,0.625,102,0.0064184665679931,,
891.560255,43,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0123469829559326,,
891.560573,43,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7338129496402878,0.6372549019607843,0.8360655737704918,0.6538461538461539,102,0.0071971416473388,,
891.560835,43,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.0099611282348632,,
891.5611,43,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0086243152618408,,
891.561451,43,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7616099071207431,0.6531531531531531,0.924812030075188,0.6473684210526316,222,0.0081863403320312,,
891.561764,43,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7688679245283019,0.6722408026755853,0.9106145251396648,0.6653061224489796,299,0.0204682350158691,,
891.562112,43,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7717231222385862,0.6688034188034188,0.9323843416370108,0.6582914572864321,468,0.0131697654724121,,
891.562436,43,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0098936557769775,,
891.562796,43,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.0096769332885742,,
891.563053,43,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7534246575342466,0.6470588235294118,0.9016393442622952,0.6470588235294118,102,0.0081675052642822,,
891.563251,43,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7630331753554502,0.6575342465753424,0.92,0.6518218623481782,292,0.0194389820098876,,
891.563616,43,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0053784847259521,,
891.563973,43,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0098273754119873,,
891.564273,43,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7559055118110236,0.6485260770975056,0.9090909090909092,0.6469002695417789,441,0.028360366821289,,
891.564664,43,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7923497267759563,0.7019607843137254,0.9477124183006536,0.6807511737089202,255,0.0171070098876953,,
891.565008,43,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7931034482758621,0.6974789915966386,0.971830985915493,0.6699029126213593,119,0.0148389339447021,,
891.565315,43,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7682119205298014,0.6568627450980392,0.9508196721311476,0.6444444444444445,102,0.0107588768005371,,
891.565651,43,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.0096769332885742,,
891.565907,43,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.012714147567749,,
891.566176,43,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7719298245614035,0.6809815950920245,0.8979591836734694,0.676923076923077,163,0.0097408294677734,,
891.570455,43,learning_update,16506691070021547649,,,,,,"(7, 1, 2, 7, 7)",-1.4332633040403664e-06,0.06,0.34,-0.400001433263304,,,,,,,,,,,
891.571349,43,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 7, 7)",-1.4332633040403664e-06,0.06,0.34,-0.400001433263304,,,,,,,,,,,
891.57208,43,learning_update,5631037270461107728,,,,,,"(7, 1, 2, 7, 7)",-1.4332633040403664e-06,0.06,0.34,-0.400001433263304,,,,,,,,,,,
891.572686,43,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 7, 7)",-1.4332633040403664e-06,0.06,0.34,-0.400001433263304,,,,,,,,,,,
891.573455,43,learning_update,4223374082031152552,,,,,,"(7, 5, 2, 7, 7)",-1.4332633040403664e-06,0.06,0.34,-0.400001433263304,,,,,,,,,,,
891.582,44,selection_info,16206290167654754491,25,"(7, 2, 0, 7, 7)",1,-0.0031017141976621,0.0401044084537549,,,,,,,,,,,,,,,,
891.582348,44,selection_info,13644997368299628738,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399731491235968,,,,,,,,,,,,,,,,
891.58271,44,selection_info,16506691070021547649,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0398717521450532,,,,,,,,,,,,,,,,
891.583085,44,selection_info,4354536512509177290,25,"(7, 1, 1, 7, 7)",1,0.0,0.0402574729649716,,,,,,,,,,,,,,,,
891.583418,44,selection_info,17381897621308759492,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0398717521450532,,,,,,,,,,,,,,,,
891.583697,44,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399731491235968,,,,,,,,,,,,,,,,
891.583973,44,selection_info,5631037270461107728,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0398717521450532,,,,,,,,,,,,,,,,
891.584221,44,selection_info,1234113313308987156,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399731491235968,,,,,,,,,,,,,,,,
891.584544,44,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399731491235968,,,,,,,,,,,,,,,,
891.584876,44,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399731491235968,,,,,,,,,,,,,,,,
891.585198,44,selection_info,10577062229270185434,25,"(7, 5, 2, 7, 7)",0,-0.0068323451867438,0.0399210786723925,,,,,,,,,,,,,,,,
891.585606,44,selection_info,11806130149938443739,25,"(7, 1, 2, 7, 7)",1,0.0010762084139678,0.0403107184877277,,,,,,,,,,,,,,,,
891.585951,44,selection_info,15368353039753191835,25,"(7, 1, 1, 7, 7)",1,0.0,0.0402574729649716,,,,,,,,,,,,,,,,
891.586313,44,selection_info,8818734309448792929,25,"(7, 0, 1, 7, 7)",0,-0.0061724112533477,0.0399534478669929,,,,,,,,,,,,,,,,
891.586785,44,selection_info,4223374082031152552,25,"(7, 5, 2, 7, 7)",0,-0.0068323451867438,0.0399210786723925,,,,,,,,,,,,,,,,
891.587112,44,selection_info,9877728866716932389,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399731491235968,,,,,,,,,,,,,,,,
891.587673,44,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",1,0.0,0.0402574729649716,,,,,,,,,,,,,,,,
891.588033,44,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0061724112533477,0.0399534478669929,,,,,,,,,,,,,,,,
891.58835,44,selection_info,17833758267265781484,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0398717521450532,,,,,,,,,,,,,,,,
891.588712,44,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399731491235968,,,,,,,,,,,,,,,,
891.58903,44,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399731491235968,,,,,,,,,,,,,,,,
891.58947,44,selection_info,14767769360382008888,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0398717521450532,,,,,,,,,,,,,,,,
891.589832,44,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399731491235968,,,,,,,,,,,,,,,,
891.590133,44,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399731491235968,,,,,,,,,,,,,,,,
891.590524,44,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399731491235968,,,,,,,,,,,,,,,,
897.621505,44,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1307787895202636,18.072727272727278
897.622015,44,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1350009441375732,16.59375
897.62237,44,client_fit_metrics,4790340174930014383,,,,,,,,,,,,,,,,,,,,1.0328776836395264,4.536363636363636
897.622805,44,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1463625431060791,23.59375
897.623391,44,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1579515933990478,11.95
909.738408,44,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7721369539551358,0.6678141135972461,0.9383070301291248,0.6559679037111334,1162,0.0208537578582763,,
909.738786,44,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0066869258880615,,
909.73906,44,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.738255033557047,0.6176470588235294,0.9016393442622952,0.625,102,0.0078134536743164,,
909.739363,44,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7338129496402878,0.6372549019607843,0.8360655737704918,0.6538461538461539,102,0.0062823295593261,,
909.739687,44,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.0086383819580078,,
909.740028,44,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7534246575342466,0.6470588235294118,0.9016393442622952,0.6470588235294118,102,0.0082588195800781,,
909.740497,44,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7682119205298014,0.6568627450980392,0.9508196721311476,0.6444444444444445,102,0.0078058242797851,,
909.741022,44,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0055577754974365,,
909.741329,44,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7630331753554502,0.6575342465753424,0.92,0.6518218623481782,292,0.0178074836730957,,
909.741697,44,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0085775852203369,,
909.742004,44,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0114641189575195,,
909.742259,44,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0288467407226562,,
909.742607,44,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7807017543859649,0.6932515337423313,0.9081632653061223,0.6846153846153846,163,0.008866548538208,,
909.74287,44,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0210511684417724,,
909.743165,44,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.0091500282287597,,
909.743539,44,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7559055118110236,0.6485260770975056,0.9090909090909092,0.6469002695417789,441,0.0181884765625,,
909.743791,44,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7931034482758621,0.6974789915966386,0.971830985915493,0.6699029126213593,119,0.0122277736663818,,
909.74414,44,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.0292885303497314,,
909.744541,44,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7629046369203849,0.6591194968553459,0.9140461215932912,0.6546546546546547,795,0.0229218006134033,,
909.744926,44,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7688679245283019,0.6722408026755853,0.9106145251396648,0.6653061224489796,299,0.0088424682617187,,
909.745214,44,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7868852459016393,0.6941176470588235,0.9411764705882352,0.676056338028169,255,0.0142402648925781,,
909.745704,44,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0083560943603515,,
909.746149,44,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7702702702702703,0.6676954732510288,0.9288164665523156,0.6579586877278251,1944,0.0295839309692382,,
909.746507,44,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7717231222385862,0.6688034188034188,0.9323843416370108,0.6582914572864321,468,0.0138256549835205,,
909.746862,44,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7616099071207431,0.6531531531531531,0.924812030075188,0.6473684210526316,222,0.0139517784118652,,
909.750919,44,learning_update,16206290167654754491,,,,,,"(7, 2, 0, 7, 7)",-0.0006863881770527,0.0,0.15,-0.1506863881770527,,,,,,,,,,,
909.751856,44,learning_update,4354536512509177290,,,,,,"(7, 1, 1, 7, 7)",-0.0006863881770527,0.0,0.15,-0.1506863881770527,,,,,,,,,,,
909.752495,44,learning_update,11806130149938443739,,,,,,"(7, 1, 2, 7, 7)",-0.0006863881770527,0.0,0.15,-0.1506863881770527,,,,,,,,,,,
909.753201,44,learning_update,15368353039753191835,,,,,,"(7, 1, 1, 7, 7)",-0.0006863881770527,0.0,0.15,-0.1506863881770527,,,,,,,,,,,
909.753951,44,learning_update,4790340174930014383,,,,,,"(8, 0, 0, 7, 7)",-0.0006863881770527,0.0,0.15,-0.1506863881770527,,,,,,,,,,,
909.763657,45,selection_info,16206290167654754491,25,"(7, 3, 0, 7, 7)",1,0.0,0.0401928092360535,,,,,,,,,,,,,,,,
909.763992,45,selection_info,13644997368299628738,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399075206992141,,,,,,,,,,,,,,,,
909.764279,45,selection_info,16506691070021547649,25,"(7, 1, 2, 7, 7)",0,-0.0005119688229169,0.0401674179479559,,,,,,,,,,,,,,,,
909.764635,45,selection_info,4354536512509177290,25,"(7, 2, 1, 7, 7)",1,0.0,0.0401928092360535,,,,,,,,,,,,,,,,
909.764962,45,selection_info,17381897621308759492,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0398057821491218,,,,,,,,,,,,,,,,
909.765289,45,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399075206992141,,,,,,,,,,,,,,,,
909.765612,45,selection_info,5631037270461107728,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0398057821491218,,,,,,,,,,,,,,,,
909.765902,45,selection_info,1234113313308987156,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399075206992141,,,,,,,,,,,,,,,,
909.766157,45,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399075206992141,,,,,,,,,,,,,,,,
909.766583,45,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399075206992141,,,,,,,,,,,,,,,,
909.766957,45,selection_info,10577062229270185434,25,"(7, 4, 2, 7, 7)",1,0.0016643560366418,0.0402754645623573,,,,,,,,,,,,,,,,
909.767378,45,selection_info,11806130149938443739,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0398057821491218,,,,,,,,,,,,,,,,
909.767715,45,selection_info,15368353039753191835,25,"(7, 2, 1, 7, 7)",1,0.0,0.0401928092360535,,,,,,,,,,,,,,,,
909.768019,45,selection_info,8818734309448792929,25,"(7, 0, 1, 7, 7)",0,-0.0061724112533477,0.0398877529742412,,,,,,,,,,,,,,,,
909.768334,45,selection_info,4223374082031152552,25,"(7, 4, 2, 7, 7)",1,0.0016643560366418,0.0402754645623573,,,,,,,,,,,,,,,,
909.768748,45,selection_info,9877728866716932389,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399075206992141,,,,,,,,,,,,,,,,
909.769273,45,selection_info,4790340174930014383,25,"(8, 1, 0, 7, 7)",0,0.0,0.0401928092360535,,,,,,,,,,,,,,,,
909.769711,45,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0061724112533477,0.0398877529742412,,,,,,,,,,,,,,,,
909.770074,45,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",0,-0.0005119688229169,0.0401674179479559,,,,,,,,,,,,,,,,
909.770402,45,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399075206992141,,,,,,,,,,,,,,,,
909.770724,45,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399075206992141,,,,,,,,,,,,,,,,
909.770963,45,selection_info,14767769360382008888,25,"(7, 1, 2, 7, 7)",0,-0.0005119688229169,0.0401674179479559,,,,,,,,,,,,,,,,
909.771277,45,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399075206992141,,,,,,,,,,,,,,,,
909.771738,45,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399075206992141,,,,,,,,,,,,,,,,
909.772194,45,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399075206992141,,,,,,,,,,,,,,,,
915.808708,45,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1381270885467529,45.03125
915.80926,45,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1450352668762207,22.54375
915.809578,45,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.1907298564910888,34.75909090909091
915.809981,45,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1682732105255127,12.9625
915.810356,45,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1356692314147949,18.025
924.913104,45,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7338129496402878,0.6372549019607843,0.8360655737704918,0.6538461538461539,102,0.0074312686920166,,
924.913536,45,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7719298245614035,0.6809815950920245,0.8979591836734694,0.676923076923077,163,0.0140278339385986,,
924.914044,45,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.0090408325195312,,
924.91438,45,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0129041671752929,,
924.914715,45,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0072889328002929,,
924.915011,45,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7733175914994097,0.6695352839931153,0.93974175035868,0.6569709127382146,1162,0.0277695655822753,,
924.915315,45,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7559055118110236,0.6485260770975056,0.9090909090909092,0.6469002695417789,441,0.010352611541748,,
924.915633,45,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7682119205298014,0.6568627450980392,0.9508196721311476,0.6444444444444445,102,0.0078721046447753,,
924.91599,45,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7688679245283019,0.6722408026755853,0.9106145251396648,0.6653061224489796,299,0.0188167095184326,,
924.916272,45,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7923497267759563,0.7019607843137254,0.9477124183006536,0.6807511737089202,255,0.0088791847229003,,
924.916549,45,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0065433979034423,,
924.916874,45,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0080361366271972,,
924.91718,45,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7616099071207431,0.6531531531531531,0.924812030075188,0.6473684210526316,222,0.0267319679260253,,
924.917478,45,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7709815078236131,0.668724279835391,0.9296740994854202,0.6585662211421628,1944,0.0344407558441162,,
924.917883,45,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7717231222385862,0.6688034188034188,0.9323843416370108,0.6582914572864321,468,0.0155916213989257,,
924.91818,45,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0091111660003662,,
924.918434,45,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7534246575342466,0.6470588235294118,0.9016393442622952,0.6470588235294118,102,0.0088555812835693,,
924.918707,45,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.738255033557047,0.6176470588235294,0.9016393442622952,0.625,102,0.0057740211486816,,
924.918998,45,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0059022903442382,,
924.919215,45,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.007392406463623,,
924.919518,45,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.007493257522583,,
924.919956,45,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7630331753554502,0.6575342465753424,0.92,0.6518218623481782,292,0.0326719284057617,,
924.920399,45,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7629046369203849,0.6591194968553459,0.9140461215932912,0.6546546546546547,795,0.0124139785766601,,
924.920742,45,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.0100655555725097,,
924.920985,45,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7931034482758621,0.6974789915966386,0.971830985915493,0.6699029126213593,119,0.0124332904815673,,
924.924967,45,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 7, 7)",0.0002569844738461,0.05,0.25,-0.2997430155261539,,,,,,,,,,,
924.925698,45,learning_update,4223374082031152552,,,,,,"(7, 4, 2, 7, 7)",0.0002569844738461,0.05,0.25,-0.2997430155261539,,,,,,,,,,,
924.926237,45,learning_update,16206290167654754491,,,,,,"(7, 3, 0, 7, 7)",0.0002569844738461,0.05,0.25,-0.2997430155261539,,,,,,,,,,,
924.926876,45,learning_update,4354536512509177290,,,,,,"(7, 2, 1, 7, 7)",0.0002569844738461,0.05,0.25,-0.2997430155261539,,,,,,,,,,,
924.92755,45,learning_update,15368353039753191835,,,,,,"(7, 2, 1, 7, 7)",0.0002569844738461,0.05,0.25,-0.2997430155261539,,,,,,,,,,,
924.937354,46,selection_info,16206290167654754491,25,"(7, 4, 0, 7, 7)",1,0.0,0.0401739536642322,,,,,,,,,,,,,,,,
924.937789,46,selection_info,13644997368299628738,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398873711509382,,,,,,,,,,,,,,,,
924.938101,46,selection_info,16506691070021547649,25,"(7, 1, 2, 7, 7)",1,-0.0005119688229169,0.0401484467939974,,,,,,,,,,,,,,,,
924.938386,46,selection_info,4354536512509177290,25,"(7, 3, 1, 7, 7)",1,0.0,0.0401739536642322,,,,,,,,,,,,,,,,
924.938724,46,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",0,-0.0005119688229169,0.0401484467939974,,,,,,,,,,,,,,,,
924.939025,46,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398873711509382,,,,,,,,,,,,,,,,
924.939321,46,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",0,-0.0005119688229169,0.0401484467939974,,,,,,,,,,,,,,,,
924.939705,46,selection_info,1234113313308987156,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398873711509382,,,,,,,,,,,,,,,,
924.940096,46,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398873711509382,,,,,,,,,,,,,,,,
924.940447,46,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398873711509382,,,,,,,,,,,,,,,,
924.940912,46,selection_info,10577062229270185434,25,"(7, 4, 2, 7, 7)",0,-0.0043308338914432,0.0399586968128793,,,,,,,,,,,,,,,,
924.941369,46,selection_info,11806130149938443739,25,"(7, 1, 2, 7, 7)",0,-0.0005119688229169,0.0401484467939974,,,,,,,,,,,,,,,,
924.941832,46,selection_info,15368353039753191835,25,"(7, 3, 1, 7, 7)",1,0.0,0.0401739536642322,,,,,,,,,,,,,,,,
924.942139,46,selection_info,8818734309448792929,25,"(7, 0, 1, 7, 7)",0,-0.0061724112533477,0.0398675141465033,,,,,,,,,,,,,,,,
924.942472,46,selection_info,4223374082031152552,25,"(7, 4, 2, 7, 7)",0,-0.0043308338914432,0.0399586968128793,,,,,,,,,,,,,,,,
924.942874,46,selection_info,9877728866716932389,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398873711509382,,,,,,,,,,,,,,,,
924.943289,46,selection_info,4790340174930014383,25,"(8, 1, 0, 7, 7)",1,0.0,0.0401739536642322,,,,,,,,,,,,,,,,
924.943709,46,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0061724112533477,0.0398675141465033,,,,,,,,,,,,,,,,
924.944023,46,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",0,-0.0005119688229169,0.0401484467939974,,,,,,,,,,,,,,,,
924.944321,46,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398873711509382,,,,,,,,,,,,,,,,
924.944617,46,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398873711509382,,,,,,,,,,,,,,,,
924.945031,46,selection_info,14767769360382008888,25,"(7, 1, 2, 7, 7)",0,-0.0005119688229169,0.0401484467939974,,,,,,,,,,,,,,,,
924.945407,46,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398873711509382,,,,,,,,,,,,,,,,
924.945708,46,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398873711509382,,,,,,,,,,,,,,,,
924.946062,46,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398873711509382,,,,,,,,,,,,,,,,
930.983047,46,client_fit_metrics,4790340174930014383,,,,,,,,,,,,,,,,,,,,0.198871374130249,4.6454545454545455
930.98372,46,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1705114841461181,21.431818181818183
930.984058,46,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1481094360351562,24.04375
930.984469,46,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1753549575805664,11.7375
930.984863,46,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1341109275817871,18.5625
943.058524,46,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7616099071207431,0.6531531531531531,0.924812030075188,0.6473684210526316,222,0.0219531059265136,,
943.059021,46,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0259406566619873,,
943.059324,46,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7559055118110236,0.6485260770975056,0.9090909090909092,0.6469002695417789,441,0.0103237628936767,,
943.059653,46,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7807017543859649,0.6932515337423313,0.9081632653061223,0.6846153846153846,163,0.0088269710540771,,
943.059951,46,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0087594985961914,,
943.060219,46,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0087265968322753,,
943.060534,46,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7923497267759563,0.7019607843137254,0.9477124183006536,0.6807511737089202,255,0.0088398456573486,,
943.060812,46,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7629046369203849,0.6591194968553459,0.9140461215932912,0.6546546546546547,795,0.012763500213623,,
943.061193,46,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7682119205298014,0.6568627450980392,0.9508196721311476,0.6444444444444445,102,0.0090835094451904,,
943.061608,46,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7717231222385862,0.6688034188034188,0.9323843416370108,0.6582914572864321,468,0.0131008625030517,,
943.061957,46,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7931034482758621,0.6974789915966386,0.971830985915493,0.6699029126213593,119,0.0079572200775146,,
943.062294,46,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7630331753554502,0.6575342465753424,0.92,0.6518218623481782,292,0.0079772472381591,,
943.062598,46,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7741935483870968,0.673972602739726,0.9315068493150684,0.6623376623376623,365,0.0091664791107177,,
943.063024,46,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0060176849365234,,
943.063329,46,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7338129496402878,0.6372549019607843,0.8360655737704918,0.6538461538461539,102,0.006333589553833,,
943.063885,46,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7534246575342466,0.6470588235294118,0.9016393442622952,0.6470588235294118,102,0.0096118450164794,,
943.064378,46,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.0108799934387207,,
943.064865,46,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0145270824432373,,
943.06511,46,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.0086238384246826,,
943.065397,46,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0114092826843261,,
943.06564,46,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7724039829302988,0.6707818930041153,0.9313893653516296,0.6597812879708383,1944,0.0280992984771728,,
943.065945,46,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0107698440551757,,
943.066192,46,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.738255033557047,0.6176470588235294,0.9016393442622952,0.625,102,0.0064413547515869,,
943.066532,46,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7721369539551358,0.6678141135972461,0.9383070301291248,0.6559679037111334,1162,0.0255823135375976,,
943.066843,46,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7688679245283019,0.6722408026755853,0.9106145251396648,0.6653061224489796,299,0.00921630859375,,
943.071133,46,learning_update,16206290167654754491,,,,,,"(7, 4, 0, 7, 7)",0.0002649418698411,0.04,0.15,-0.1897350581301588,,,,,,,,,,,
943.071837,46,learning_update,4354536512509177290,,,,,,"(7, 3, 1, 7, 7)",0.0002649418698411,0.04,0.15,-0.1897350581301588,,,,,,,,,,,
943.072356,46,learning_update,15368353039753191835,,,,,,"(7, 3, 1, 7, 7)",0.0002649418698411,0.04,0.15,-0.1897350581301588,,,,,,,,,,,
943.07311,46,learning_update,4790340174930014383,,,,,,"(8, 1, 0, 7, 7)",0.0002649418698411,0.04,0.15,-0.1897350581301588,,,,,,,,,,,
943.073877,46,learning_update,16506691070021547649,,,,,,"(7, 1, 2, 7, 7)",0.0002649418698411,0.04,0.15,-0.1897350581301588,,,,,,,,,,,
943.083765,47,selection_info,16206290167654754491,25,"(7, 4, 0, 7, 7)",0,-0.0018973505813015,0.0400066381544613,,,,,,,,,,,,,,,,
943.0841,47,selection_info,13644997368299628738,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398138905344542,,,,,,,,,,,,,,,,
943.084436,47,selection_info,16506691070021547649,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0397113693381463,,,,,,,,,,,,,,,,
943.084711,47,selection_info,4354536512509177290,25,"(7, 4, 1, 7, 7)",1,0.0,0.040101387740621,,,,,,,,,,,,,,,,
943.085173,47,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",0,-0.0024747509869639,0.0399778484810898,,,,,,,,,,,,,,,,
943.085583,47,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398138905344542,,,,,,,,,,,,,,,,
943.086033,47,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",0,-0.0024747509869639,0.0399778484810898,,,,,,,,,,,,,,,,
943.086332,47,selection_info,1234113313308987156,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398138905344542,,,,,,,,,,,,,,,,
943.086703,47,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398138905344542,,,,,,,,,,,,,,,,
943.08708,47,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398138905344542,,,,,,,,,,,,,,,,
943.087448,47,selection_info,10577062229270185434,25,"(7, 3, 2, 7, 7)",0,-0.0135789365222777,0.0394281971900452,,,,,,,,,,,,,,,,
943.087778,47,selection_info,11806130149938443739,25,"(7, 1, 2, 7, 7)",0,-0.0024747509869639,0.0399778484810898,,,,,,,,,,,,,,,,
943.088118,47,selection_info,15368353039753191835,25,"(7, 4, 1, 7, 7)",1,0.0,0.040101387740621,,,,,,,,,,,,,,,,
943.08844,47,selection_info,8818734309448792929,25,"(7, 0, 1, 7, 7)",0,-0.0061724112533477,0.0397939705355684,,,,,,,,,,,,,,,,
943.088863,47,selection_info,4223374082031152552,25,"(7, 3, 2, 7, 7)",0,-0.0135789365222777,0.0394281971900452,,,,,,,,,,,,,,,,
943.089264,47,selection_info,9877728866716932389,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398138905344542,,,,,,,,,,,,,,,,
943.089588,47,selection_info,4790340174930014383,25,"(8, 2, 0, 7, 7)",1,0.0,0.040101387740621,,,,,,,,,,,,,,,,
943.090016,47,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0061724112533477,0.0397939705355684,,,,,,,,,,,,,,,,
943.090321,47,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",1,0.0337267508253022,0.0418235762560174,,,,,,,,,,,,,,,,
943.09072,47,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398138905344542,,,,,,,,,,,,,,,,
943.091147,47,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398138905344542,,,,,,,,,,,,,,,,
943.091569,47,selection_info,14767769360382008888,25,"(7, 0, 2, 7, 7)",1,0.0337267508253022,0.0418235762560174,,,,,,,,,,,,,,,,
943.091955,47,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398138905344542,,,,,,,,,,,,,,,,
943.092315,47,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398138905344542,,,,,,,,,,,,,,,,
943.092631,47,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0398138905344542,,,,,,,,,,,,,,,,
949.123637,47,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1410877704620361,16.94375
949.124211,47,client_fit_metrics,4790340174930014383,,,,,,,,,,,,,,,,,,,,0.1880793571472168,4.713636363636364
949.124549,47,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1466279029846191,23.16875
949.124862,47,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.2649154663085937,30.93125
949.125175,47,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1372580528259277,28.88125
961.192637,47,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7616099071207431,0.6531531531531531,0.924812030075188,0.6473684210526316,222,0.0070807933807373,,
961.193022,47,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0084130764007568,,
961.193278,47,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7338129496402878,0.6372549019607843,0.8360655737704918,0.6538461538461539,102,0.0068230628967285,,
961.193581,47,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7590551181102362,0.6530612244897959,0.9128787878787878,0.6495956873315364,441,0.0217349529266357,,
961.193978,47,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0164048671722412,,
961.194378,47,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7721369539551358,0.6678141135972461,0.9383070301291248,0.6559679037111334,1162,0.0432009696960449,,
961.194658,47,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7923497267759563,0.7019607843137254,0.9477124183006536,0.6807511737089202,255,0.0128095149993896,,
961.194935,47,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0081636905670166,,
961.195318,47,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.01165771484375,,
961.195675,47,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0063230991363525,,
961.195928,47,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.0135014057159423,,
961.196323,47,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7646544181977253,0.6616352201257861,0.9161425576519916,0.6561561561561562,795,0.0266587734222412,,
961.196674,47,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7717231222385862,0.6688034188034188,0.9323843416370108,0.6582914572864321,468,0.0148737430572509,,
961.197025,47,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0100059509277343,,
961.197359,47,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7677725118483413,0.6643835616438356,0.9257142857142856,0.6558704453441295,292,0.0093269348144531,,
961.197759,47,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7586206896551724,0.6440677966101694,0.9295774647887324,0.6407766990291263,118,0.0083987712860107,,
961.198038,47,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7807017543859649,0.6932515337423313,0.9081632653061223,0.6846153846153846,163,0.0090439319610595,,
961.198441,47,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0084290504455566,,
961.198693,47,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7688679245283019,0.6722408026755853,0.9106145251396648,0.6653061224489796,299,0.0104250907897949,,
961.199013,47,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7516778523489933,0.6372549019607843,0.918032786885246,0.6363636363636364,102,0.0057940483093261,,
961.199322,47,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7931034482758621,0.6974789915966386,0.971830985915493,0.6699029126213593,119,0.0125138759613037,,
961.19967,47,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7671232876712328,0.6666666666666666,0.918032786885246,0.6588235294117647,102,0.0087332725524902,,
961.199958,47,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7682119205298014,0.6568627450980392,0.9508196721311476,0.6444444444444445,102,0.0081830024719238,,
961.200224,47,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.777988614800759,0.6794520547945205,0.9360730593607306,0.6655844155844156,365,0.0068755149841308,,
961.20053,47,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7745376955903271,0.6738683127572016,0.9339622641509434,0.6616038882138517,1944,0.037797212600708,,
961.204643,47,learning_update,17833758267265781484,,,,,,"(7, 0, 2, 7, 7)",0.0013024256278143,0.04,0.18,-0.2186975743721856,,,,,,,,,,,
961.205444,47,learning_update,14767769360382008888,,,,,,"(7, 0, 2, 7, 7)",0.0013024256278143,0.04,0.18,-0.2186975743721856,,,,,,,,,,,
961.206005,47,learning_update,4354536512509177290,,,,,,"(7, 4, 1, 7, 7)",0.0013024256278143,0.04,0.18,-0.2186975743721856,,,,,,,,,,,
961.206654,47,learning_update,15368353039753191835,,,,,,"(7, 4, 1, 7, 7)",0.0013024256278143,0.04,0.18,-0.2186975743721856,,,,,,,,,,,
961.207506,47,learning_update,4790340174930014383,,,,,,"(8, 2, 0, 7, 7)",0.0013024256278143,0.04,0.18,-0.2186975743721856,,,,,,,,,,,
961.217287,48,selection_info,16206290167654754491,25,"(7, 3, 0, 7, 7)",0,-0.0029974301552615,0.040097277675665,,,,,,,,,,,,,,,,
961.217658,48,selection_info,13644997368299628738,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399581665616695,,,,,,,,,,,,,,,,
961.217916,48,selection_info,16506691070021547649,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0398547574745202,,,,,,,,,,,,,,,,
961.218322,48,selection_info,4354536512509177290,25,"(7, 4, 1, 7, 7)",0,-0.0043717645116999,0.0400282863924843,,,,,,,,,,,,,,,,
961.218819,48,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",1,-0.0024747509869639,0.0401235472554689,,,,,,,,,,,,,,,,
961.219267,48,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399581665616695,,,,,,,,,,,,,,,,
961.219581,48,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",1,-0.0024747509869639,0.0401235472554689,,,,,,,,,,,,,,,,
961.219909,48,selection_info,1234113313308987156,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399581665616695,,,,,,,,,,,,,,,,
961.220253,48,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399581665616695,,,,,,,,,,,,,,,,
961.22054,48,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399581665616695,,,,,,,,,,,,,,,,
961.220815,48,selection_info,10577062229270185434,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0398547574745202,,,,,,,,,,,,,,,,
961.221118,48,selection_info,11806130149938443739,25,"(7, 1, 2, 7, 7)",1,-0.0024747509869639,0.0401235472554689,,,,,,,,,,,,,,,,
961.221503,48,selection_info,15368353039753191835,25,"(7, 4, 1, 7, 7)",0,-0.0043717645116999,0.0400282863924843,,,,,,,,,,,,,,,,
961.221823,48,selection_info,8818734309448792929,25,"(7, 0, 1, 7, 7)",0,-0.0061724112533477,0.0399380739396182,,,,,,,,,,,,,,,,
961.222224,48,selection_info,4223374082031152552,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0398547574745202,,,,,,,,,,,,,,,,
961.222631,48,selection_info,9877728866716932389,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399581665616695,,,,,,,,,,,,,,,,
961.22312,48,selection_info,4790340174930014383,25,"(8, 3, 0, 7, 7)",1,0.0,0.0402481607808595,,,,,,,,,,,,,,,,
961.223485,48,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0061724112533477,0.0399380739396182,,,,,,,,,,,,,,,,
961.223785,48,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",1,-0.0024747509869639,0.0401235472554689,,,,,,,,,,,,,,,,
961.224114,48,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399581665616695,,,,,,,,,,,,,,,,
961.224406,48,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399581665616695,,,,,,,,,,,,,,,,
961.224741,48,selection_info,14767769360382008888,25,"(7, 1, 2, 7, 7)",0,-0.0024747509869639,0.0401235472554689,,,,,,,,,,,,,,,,
961.225028,48,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399581665616695,,,,,,,,,,,,,,,,
961.225328,48,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399581665616695,,,,,,,,,,,,,,,,
961.225601,48,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0399581665616695,,,,,,,,,,,,,,,,
967.25684,48,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2140619754791259,21.745454545454542
967.257515,48,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1313874721527099,19.568181818181817
967.257944,48,client_fit_metrics,4790340174930014383,,,,,,,,,,,,,,,,,,,,0.1985657215118408,4.65
967.258333,48,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1345281600952148,29.38125
967.258751,48,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.2432963848114013,35.518181818181816
979.328076,48,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0070819854736328,,
979.328561,48,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7923497267759563,0.7019607843137254,0.9477124183006536,0.6807511737089202,255,0.0134165287017822,,
979.328911,48,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7671232876712328,0.6666666666666666,0.918032786885246,0.6588235294117647,102,0.0097072124481201,,
979.329238,48,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7516778523489933,0.6372549019607843,0.918032786885246,0.6363636363636364,102,0.0062954425811767,,
979.329643,48,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0148532390594482,,
979.329964,48,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7682119205298014,0.6568627450980392,0.9508196721311476,0.6444444444444445,102,0.0076045989990234,,
979.330317,48,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.7888888888888889,0.7007874015748031,0.9342105263157896,0.6826923076923077,127,0.0076069831848144,,
979.330759,48,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7590551181102362,0.6530612244897959,0.9128787878787878,0.6495956873315364,441,0.0132968425750732,,
979.331316,48,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7807017543859649,0.6932515337423313,0.9081632653061223,0.6846153846153846,163,0.0098013877868652,,
979.331723,48,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.777988614800759,0.6794520547945205,0.9360730593607306,0.6655844155844156,365,0.0073122978210449,,
979.332029,48,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7688679245283019,0.6722408026755853,0.9106145251396648,0.6653061224489796,299,0.0192344188690185,,
979.332328,48,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0080573558807373,,
979.332694,48,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7745376955903271,0.6738683127572016,0.9339622641509434,0.6616038882138517,1944,0.0324404239654541,,
979.332968,48,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7629046369203849,0.6591194968553459,0.9140461215932912,0.6546546546546547,795,0.0242667198181152,,
979.333242,48,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0110237598419189,,
979.333525,48,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0086872577667236,,
979.333809,48,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.0095877647399902,,
979.334064,48,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7721369539551358,0.6678141135972461,0.9383070301291248,0.6559679037111334,1162,0.0244579315185546,,
979.334399,48,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7677725118483413,0.6643835616438356,0.9257142857142856,0.6558704453441295,292,0.0282959938049316,,
979.334694,48,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.011340856552124,,
979.334965,48,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7338129496402878,0.6372549019607843,0.8360655737704918,0.6538461538461539,102,0.0233068466186523,,
979.335251,48,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7931034482758621,0.6974789915966386,0.971830985915493,0.6699029126213593,119,0.0340592861175537,,
979.335661,48,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0128154754638671,,
979.336034,48,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7616099071207431,0.6531531531531531,0.924812030075188,0.6473684210526316,222,0.0212047100067138,,
979.336416,48,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7717231222385862,0.6688034188034188,0.9323843416370108,0.6582914572864321,468,0.013763427734375,,
979.34105,48,learning_update,4790340174930014383,,,,,,"(8, 3, 0, 7, 7)",-0.0005196818533192,0.01,0.24,-0.2505196818533192,,,,,,,,,,,
979.342044,48,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 7, 7)",-0.0005196818533192,0.01,0.24,-0.2505196818533192,,,,,,,,,,,
979.342788,48,learning_update,5631037270461107728,,,,,,"(7, 1, 2, 7, 7)",-0.0005196818533192,0.01,0.24,-0.2505196818533192,,,,,,,,,,,
979.343529,48,learning_update,11806130149938443739,,,,,,"(7, 1, 2, 7, 7)",-0.0005196818533192,0.01,0.24,-0.2505196818533192,,,,,,,,,,,
979.344327,48,learning_update,17833758267265781484,,,,,,"(7, 1, 2, 7, 7)",-0.0005196818533192,0.01,0.24,-0.2505196818533192,,,,,,,,,,,
979.353988,49,selection_info,16206290167654754491,25,"(7, 3, 0, 7, 7)",1,-0.0029974301552615,0.0402116717836039,,,,,,,,,,,,,,,,
979.3543,49,selection_info,13644997368299628738,25,"(7, 0, 0, 7, 7)",1,-0.0057710093259534,0.0400714639768104,,,,,,,,,,,,,,,,
979.354675,49,selection_info,16506691070021547649,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0397356041915579,,,,,,,,,,,,,,,,
979.354976,49,selection_info,4354536512509177290,25,"(7, 4, 1, 7, 7)",1,-0.0043717645116999,0.040142136296464,,,,,,,,,,,,,,,,
979.355254,49,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0397356041915579,,,,,,,,,,,,,,,,
979.355696,49,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0400714639768104,,,,,,,,,,,,,,,,
979.355984,49,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0397356041915579,,,,,,,,,,,,,,,,
979.356247,49,selection_info,1234113313308987156,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0400714639768104,,,,,,,,,,,,,,,,
979.35658,49,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0400714639768104,,,,,,,,,,,,,,,,
979.356941,49,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0400714639768104,,,,,,,,,,,,,,,,
979.357334,49,selection_info,10577062229270185434,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0397356041915579,,,,,,,,,,,,,,,,
979.357876,49,selection_info,11806130149938443739,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0399672412453412,,,,,,,,,,,,,,,,
979.358327,49,selection_info,15368353039753191835,25,"(7, 4, 1, 7, 7)",1,-0.0043717645116999,0.040142136296464,,,,,,,,,,,,,,,,
979.358778,49,selection_info,8818734309448792929,25,"(7, 0, 1, 7, 7)",0,-0.0061724112533477,0.0400512131556062,,,,,,,,,,,,,,,,
979.359092,49,selection_info,4223374082031152552,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0397356041915579,,,,,,,,,,,,,,,,
979.359469,49,selection_info,9877728866716932389,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0400714639768104,,,,,,,,,,,,,,,,
979.359861,49,selection_info,4790340174930014383,25,"(7, 4, 0, 7, 7)",1,-0.0018973505813015,0.0402674179273098,,,,,,,,,,,,,,,,
979.360415,49,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0061724112533477,0.0400512131556062,,,,,,,,,,,,,,,,
979.360797,49,selection_info,17833758267265781484,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0399672412453412,,,,,,,,,,,,,,,,
979.361083,49,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0400714639768104,,,,,,,,,,,,,,,,
979.361413,49,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0400714639768104,,,,,,,,,,,,,,,,
979.361804,49,selection_info,14767769360382008888,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0397356041915579,,,,,,,,,,,,,,,,
979.362156,49,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0400714639768104,,,,,,,,,,,,,,,,
979.362618,49,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0400714639768104,,,,,,,,,,,,,,,,
979.363128,49,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0057710093259534,0.0400714639768104,,,,,,,,,,,,,,,,
985.392036,49,client_fit_metrics,4790340174930014383,,,,,,,,,,,,,,,,,,,,0.1922061443328857,4.968181818181818
985.392641,49,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1446583271026611,23.0375
985.392969,49,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1262938976287841,7.127272727272728
985.393297,49,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1336677074432373,18.9
985.393656,49,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1759335994720459,12.5875
997.482959,49,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7338129496402878,0.6372549019607843,0.8360655737704918,0.6538461538461539,102,0.0134580135345458,,
997.483462,49,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7731152204836416,0.6718106995884774,0.932246998284734,0.6603888213851762,1944,0.0344836711883544,,
997.483818,49,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0097632408142089,,
997.484209,49,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0058777332305908,,
997.484793,49,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.7931034482758621,0.6974789915966386,0.971830985915493,0.6699029126213593,119,0.0266077518463134,,
997.485112,49,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0153579711914062,,
997.485522,49,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7807017543859649,0.6932515337423313,0.9081632653061223,0.6846153846153846,163,0.009730577468872,,
997.485801,49,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0149095058441162,,
997.48608,49,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7471264367816092,0.6271186440677966,0.9154929577464788,0.6310679611650486,118,0.0140492916107177,,
997.486339,49,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7559055118110236,0.6485260770975056,0.9090909090909092,0.6469002695417789,441,0.0095281600952148,,
997.486672,49,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7516778523489933,0.6372549019607843,0.918032786885246,0.6363636363636364,102,0.0061879158020019,,
997.486962,49,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7629046369203849,0.6591194968553459,0.9140461215932912,0.6546546546546547,795,0.0106384754180908,,
997.487208,49,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7923497267759563,0.7019607843137254,0.9477124183006536,0.6807511737089202,255,0.0196254253387451,,
997.487522,49,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.7888888888888889,0.7007874015748031,0.9342105263157896,0.6826923076923077,127,0.027111530303955,,
997.487793,49,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.7891156462585034,0.696078431372549,0.9508196721311476,0.6744186046511628,102,0.0086712837219238,,
997.488051,49,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7671232876712328,0.6666666666666666,0.918032786885246,0.6588235294117647,102,0.0102131366729736,,
997.488322,49,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.0109326839447021,,
997.488679,49,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.777988614800759,0.6794520547945205,0.9360730593607306,0.6655844155844156,365,0.0085625648498535,,
997.488964,49,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7616099071207431,0.6531531531531531,0.924812030075188,0.6473684210526316,222,0.0112731456756591,,
997.48922,49,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.0087413787841796,,
997.489649,49,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7677725118483413,0.6643835616438356,0.9257142857142856,0.6558704453441295,292,0.0154182910919189,,
997.490027,49,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7688679245283019,0.6722408026755853,0.9106145251396648,0.6653061224489796,299,0.0223426818847656,,
997.490373,49,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7682119205298014,0.6568627450980392,0.9508196721311476,0.6444444444444445,102,0.007683515548706,,
997.490812,49,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7709563164108618,0.6660929432013769,0.9368723098995696,0.6549648946840522,1162,0.0240275859832763,,
997.491077,49,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7717231222385862,0.6688034188034188,0.9323843416370108,0.6582914572864321,468,0.012326955795288,,
997.495639,49,learning_update,4790340174930014383,,,,,,"(7, 4, 0, 7, 7)",-0.000690992719836,0.07,0.12,-0.190690992719836,,,,,,,,,,,
997.496303,49,learning_update,16206290167654754491,,,,,,"(7, 3, 0, 7, 7)",-0.000690992719836,0.07,0.12,-0.190690992719836,,,,,,,,,,,
997.497131,49,learning_update,4354536512509177290,,,,,,"(7, 4, 1, 7, 7)",-0.000690992719836,0.07,0.12,-0.190690992719836,,,,,,,,,,,
997.497885,49,learning_update,15368353039753191835,,,,,,"(7, 4, 1, 7, 7)",-0.000690992719836,0.07,0.12,-0.190690992719836,,,,,,,,,,,
997.498664,49,learning_update,13644997368299628738,,,,,,"(7, 0, 0, 7, 7)",-0.000690992719836,0.07,0.12,-0.190690992719836,,,,,,,,,,,
997.507905,50,selection_info,16206290167654754491,25,"(7, 3, 0, 7, 7)",1,-0.0049013426523046,0.0401819963614157,,,,,,,,,,,,,,,,
997.508249,50,selection_info,13644997368299628738,25,"(7, 1, 0, 7, 7)",1,-0.0033947825397138,0.0402586877760129,,,,,,,,,,,,,,,,
997.508593,50,selection_info,16506691070021547649,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0397996934127238,,,,,,,,,,,,,,,,
997.508903,50,selection_info,4354536512509177290,25,"(7, 4, 1, 7, 7)",0,-0.0081749382989106,0.0400158572749588,,,,,,,,,,,,,,,,
997.509225,50,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0397996934127238,,,,,,,,,,,,,,,,
997.509679,50,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0400424136052578,,,,,,,,,,,,,,,,
997.510002,50,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0397996934127238,,,,,,,,,,,,,,,,
997.510262,50,selection_info,1234113313308987156,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0400424136052578,,,,,,,,,,,,,,,,
997.510612,50,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0400424136052578,,,,,,,,,,,,,,,,
997.510916,50,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0400424136052578,,,,,,,,,,,,,,,,
997.511381,50,selection_info,10577062229270185434,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0397996934127238,,,,,,,,,,,,,,,,
997.511797,50,selection_info,11806130149938443739,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0397996934127238,,,,,,,,,,,,,,,,
997.512063,50,selection_info,15368353039753191835,25,"(7, 4, 1, 7, 7)",0,-0.0081749382989106,0.0400158572749588,,,,,,,,,,,,,,,,
997.51231,50,selection_info,8818734309448792929,25,"(7, 0, 1, 7, 7)",1,-0.0061724112533477,0.0401174062741953,,,,,,,,,,,,,,,,
997.512675,50,selection_info,4223374082031152552,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0397996934127238,,,,,,,,,,,,,,,,
997.512938,50,selection_info,9877728866716932389,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0400424136052578,,,,,,,,,,,,,,,,
997.513225,50,selection_info,4790340174930014383,25,"(7, 4, 0, 7, 7)",1,-0.0038023631579186,0.040237925460704,,,,,,,,,,,,,,,,
997.513531,50,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",1,-0.0061724112533477,0.0401174062741953,,,,,,,,,,,,,,,,
997.513814,50,selection_info,17833758267265781484,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0400328733619139,,,,,,,,,,,,,,,,
997.514113,50,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0400424136052578,,,,,,,,,,,,,,,,
997.514417,50,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0400424136052578,,,,,,,,,,,,,,,,
997.514776,50,selection_info,14767769360382008888,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0397996934127238,,,,,,,,,,,,,,,,
997.51507,50,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0400424136052578,,,,,,,,,,,,,,,,
997.515419,50,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0400424136052578,,,,,,,,,,,,,,,,
997.515889,50,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0400424136052578,,,,,,,,,,,,,,,,
1003.553174,50,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.385142803192139,8.918181818181818
1003.553865,50,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1265835762023925,8.736363636363636
1003.554249,50,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1749937534332275,12.5875
1003.554639,50,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,0.6401314735412598,13.654545454545454
1003.554981,50,client_fit_metrics,4790340174930014383,,,,,,,,,,,,,,,,,,,,0.1990740299224853,4.177272727272728
1015.621568,50,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.0133273601531982,,
1015.621979,50,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0117900371551513,,
1015.622297,50,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7766714082503556,0.676954732510288,0.9365351629502572,0.6634264884568651,1944,0.0343787670135498,,
1015.622653,50,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7978142076502732,0.7098039215686275,0.954248366013072,0.6854460093896714,255,0.011662483215332,,
1015.623022,50,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7682119205298014,0.6568627450980392,0.9508196721311476,0.6444444444444445,102,0.007608413696289,,
1015.623402,50,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0095722675323486,,
1015.623764,50,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.762589928057554,0.6764705882352942,0.8688524590163934,0.6794871794871795,102,0.0236256122589111,,
1015.624129,50,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7384615384615385,0.6408450704225352,0.8470588235294118,0.6545454545454545,142,0.0108733177185058,,
1015.624501,50,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7688679245283019,0.6722408026755853,0.9106145251396648,0.6653061224489796,299,0.0075476169586181,,
1015.624916,50,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7581699346405228,0.6372549019607843,0.9508196721311476,0.6304347826086957,102,0.0099654197692871,,
1015.625259,50,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0059649944305419,,
1015.625654,50,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7659574468085106,0.6716417910447762,0.9,0.6666666666666666,134,0.0080854892730712,,
1015.625949,50,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7744982290436836,0.6712564543889845,0.9411764705882352,0.6579739217652959,1162,0.0271861553192138,,
1015.62628,50,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7701149425287356,0.6610169491525424,0.943661971830986,0.6504854368932039,118,0.0087273120880126,,
1015.626758,50,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7678018575851393,0.6621621621621622,0.9323308270676692,0.6526315789473685,222,0.0167994499206542,,
1015.627173,50,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7671232876712328,0.6666666666666666,0.918032786885246,0.6588235294117647,102,0.0111949443817138,,
1015.627589,50,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7622047244094489,0.6575963718820862,0.9166666666666666,0.6522911051212938,441,0.0178120136260986,,
1015.627897,50,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7716535433070866,0.6716981132075471,0.9245283018867924,0.6621621621621622,795,0.0146255493164062,,
1015.628274,50,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7894736842105263,0.7055214723926381,0.9183673469387756,0.6923076923076923,163,0.0108025074005126,,
1015.628564,50,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7717231222385862,0.6688034188034188,0.9323843416370108,0.6582914572864321,468,0.0123937129974365,,
1015.629102,50,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7817836812144212,0.684931506849315,0.9406392694063926,0.6688311688311688,365,0.0096805095672607,,
1015.629486,50,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0084114074707031,,
1015.629864,50,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0056517124176025,,
1015.63021,50,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7772511848341233,0.678082191780822,0.9371428571428572,0.6639676113360324,292,0.0104203224182128,,
1015.630519,50,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0125150680541992,,
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1015.635883,50,learning_update,4790340174930014383,,,,,,"(7, 4, 0, 7, 7)",0.0567425873795346,0.03,0.12,-0.0932574126204653,,,,,,,,,,,
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1024.693304,51,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,0.6698486804962158,13.581818181818182
1024.693828,51,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1333262920379638,45.58125
1036.765698,51,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.00545334815979,,
1036.766106,51,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0087084770202636,,
1036.766491,51,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7893738140417458,0.6958904109589041,0.9497716894977168,0.6753246753246753,365,0.0088915824890136,,
1036.766898,51,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7671232876712328,0.6666666666666666,0.918032786885246,0.6588235294117647,102,0.0086565017700195,,
1036.767279,51,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7768595041322314,0.6746987951807228,0.9440459110473458,0.6599799398194583,1162,0.0204489231109619,,
1036.767669,51,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0081465244293212,,
1036.768097,51,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0085189342498779,,
1036.768536,51,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7678018575851393,0.6621621621621622,0.9323308270676692,0.6526315789473685,222,0.0143802165985107,,
1036.769002,51,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7849829351535836,0.6941747572815534,0.934959349593496,0.6764705882352942,206,0.0122933387756347,,
1036.769492,51,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7783018867924528,0.68561872909699,0.9217877094972068,0.673469387755102,299,0.0248489379882812,,
1036.769868,51,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0058474540710449,,
1036.770275,51,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0077595710754394,,
1036.770998,51,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7913669064748201,0.7156862745098039,0.9016393442622952,0.7051282051282052,102,0.0095584392547607,,
1036.771519,51,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7819905213270142,0.684931506849315,0.9428571428571428,0.6680161943319838,292,0.0136055946350097,,
1036.77181,51,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.776595744680851,0.6865671641791045,0.9125,0.6759259259259259,134,0.0128731727600097,,
1036.77207,51,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7776141384388807,0.6773504273504274,0.9395017793594306,0.6633165829145728,468,0.0118257999420166,,
1036.772561,51,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0159993171691894,,
1036.772995,51,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.7982456140350878,0.7177914110429447,0.9285714285714286,0.7,163,0.0091102123260498,,
1036.773274,51,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.783072546230441,0.6862139917695473,0.9442538593481988,0.6688942891859052,1944,0.0950818061828613,,
1036.773639,51,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.773403324584427,0.6742138364779874,0.9266247379454928,0.6636636636636637,795,0.0156230926513671,,
1036.773963,51,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7712418300653595,0.6568627450980392,0.9672131147540984,0.6413043478260869,102,0.0135085582733154,,
1036.774318,51,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7653543307086614,0.6621315192743764,0.9204545454545454,0.6549865229110512,441,0.0184118747711181,,
1036.774703,51,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0107598304748535,,
1036.775044,51,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.7978142076502732,0.7098039215686275,0.954248366013072,0.6854460093896714,255,0.0094048976898193,,
1036.77542,51,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7701149425287356,0.6610169491525424,0.943661971830986,0.6504854368932039,118,0.008420705795288,,
1036.779777,51,learning_update,10577062229270185434,,,,,,"(7, 0, 2, 7, 7)",0.057799855742208,0.03,0.22,-0.1922001442577919,,,,,,,,,,,
1036.780539,51,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 7, 7)",0.057799855742208,0.03,0.22,-0.1922001442577919,,,,,,,,,,,
1036.781218,51,learning_update,4790340174930014383,,,,,,"(7, 5, 0, 7, 7)",0.057799855742208,0.03,0.22,-0.1922001442577919,,,,,,,,,,,
1036.782023,51,learning_update,9877728866716932389,,,,,,"(8, 0, 0, 7, 7)",0.057799855742208,0.03,0.22,-0.1922001442577919,,,,,,,,,,,
1036.78282,51,learning_update,8818734309448792929,,,,,,"(7, 1, 1, 7, 7)",0.057799855742208,0.03,0.22,-0.1922001442577919,,,,,,,,,,,
1036.793301,52,selection_info,16206290167654754491,25,"(7, 2, 0, 7, 7)",0,-0.0045775609374561,0.0399663844407228,,,,,,,,,,,,,,,,
1036.793714,52,selection_info,13644997368299628738,25,"(7, 2, 0, 7, 7)",0,-0.0045775609374561,0.0399663844407228,,,,,,,,,,,,,,,,
1036.79402,52,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",1,0.0240410209979915,0.04145567782845,,,,,,,,,,,,,,,,
1036.794332,52,selection_info,4354536512509177290,25,"(7, 2, 1, 7, 7)",0,-0.0059648860089704,0.0398955643437326,,,,,,,,,,,,,,,,
1036.794684,52,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0395659394423592,,,,,,,,,,,,,,,,
1036.794977,52,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398096727106292,,,,,,,,,,,,,,,,
1036.795384,52,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0395659394423592,,,,,,,,,,,,,,,,
1036.795741,52,selection_info,1234113313308987156,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398096727106292,,,,,,,,,,,,,,,,
1036.796022,52,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398096727106292,,,,,,,,,,,,,,,,
1036.796536,52,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398096727106292,,,,,,,,,,,,,,,,
1036.796889,52,selection_info,10577062229270185434,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0395659394423592,,,,,,,,,,,,,,,,
1036.797223,52,selection_info,11806130149938443739,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0395659394423592,,,,,,,,,,,,,,,,
1036.797649,52,selection_info,15368353039753191835,25,"(7, 2, 1, 7, 7)",0,-0.0059648860089704,0.0398955643437326,,,,,,,,,,,,,,,,
1036.798028,52,selection_info,8818734309448792929,25,"(7, 2, 1, 7, 7)",0,-0.0059648860089704,0.0398955643437326,,,,,,,,,,,,,,,,
1036.79837,52,selection_info,4223374082031152552,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0395659394423592,,,,,,,,,,,,,,,,
1036.798664,52,selection_info,9877728866716932389,25,"(8, 1, 0, 7, 7)",1,-0.0018973505813015,0.0401035599165561,,,,,,,,,,,,,,,,
1036.798967,52,selection_info,4790340174930014383,25,"(7, 5, 0, 7, 7)",1,-0.0019220014425779,0.0401022961214518,,,,,,,,,,,,,,,,
1036.799292,52,selection_info,7830638094315628080,25,"(7, 1, 1, 7, 7)",0,-0.0049443579501347,0.0399476479902184,,,,,,,,,,,,,,,,
1036.799615,52,selection_info,17833758267265781484,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0398000923661776,,,,,,,,,,,,,,,,
1036.799912,52,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398096727106292,,,,,,,,,,,,,,,,
1036.800155,52,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398096727106292,,,,,,,,,,,,,,,,
1036.800512,52,selection_info,14767769360382008888,25,"(8, 1, 2, 7, 7)",1,0.05,0.0428545122570422,,,,,,,,,,,,,,,,
1036.800837,52,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398096727106292,,,,,,,,,,,,,,,,
1036.80122,52,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398096727106292,,,,,,,,,,,,,,,,
1036.80158,52,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398096727106292,,,,,,,,,,,,,,,,
1042.829142,52,client_fit_metrics,9877728866716932389,,,,,,,,,,,,,,,,,,,,0.1565907001495361,9.018181818181818
1042.829716,52,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.1793680191040039,21.318181818181817
1042.830077,52,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.2868514060974121,30.90625
1042.830411,52,client_fit_metrics,4790340174930014383,,,,,,,,,,,,,,,,,,,,0.2116873264312744,4.531818181818182
1054.917616,52,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7776141384388807,0.6773504273504274,0.9395017793594306,0.6633165829145728,468,0.0113618373870849,,
1054.917953,52,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7852062588904695,0.6893004115226338,0.9468267581475128,0.6707168894289186,1944,0.0288069248199462,,
1054.918205,52,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7701149425287356,0.6610169491525424,0.943661971830986,0.6504854368932039,118,0.0095608234405517,,
1054.91851,52,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0095233917236328,,
1054.918825,52,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7780401416765053,0.6764199655765921,0.945480631276901,0.6609829488465396,1162,0.0204913616180419,,
1054.919052,52,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7893738140417458,0.6958904109589041,0.9497716894977168,0.6753246753246753,365,0.0089955329895019,,
1054.919337,52,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7837837837837838,0.7009345794392523,0.90625,0.6904761904761905,107,0.0052337646484375,,
1054.919718,52,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7830188679245284,0.6923076923076923,0.9273743016759776,0.6775510204081633,299,0.0127520561218261,,
1054.920003,52,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7913669064748201,0.7156862745098039,0.9016393442622952,0.7051282051282052,102,0.0119421482086181,,
1054.92036,52,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0089600086212158,,
1054.920946,52,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.773403324584427,0.6742138364779874,0.9266247379454928,0.6636636636636637,795,0.0165293216705322,,
1054.921248,52,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7678018575851393,0.6621621621621622,0.9323308270676692,0.6526315789473685,222,0.0091547966003417,,
1054.921544,52,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0079162120819091,,
1054.921874,52,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079219341278076,,
1054.922294,52,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7819905213270142,0.684931506849315,0.9428571428571428,0.6680161943319838,292,0.0082249641418457,,
1054.922817,52,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0059406757354736,,
1054.923156,52,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7671232876712328,0.6666666666666666,0.918032786885246,0.6588235294117647,102,0.0088062286376953,,
1054.923518,52,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0109224319458007,,
1054.923859,52,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0076720714569091,,
1054.924224,52,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.007652997970581,,
1054.924662,52,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7653543307086614,0.6621315192743764,0.9204545454545454,0.6549865229110512,441,0.0134758949279785,,
1054.924983,52,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.776595744680851,0.6865671641791045,0.9125,0.6759259259259259,134,0.0110504627227783,,
1054.927295,52,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0214500427246093,,
1054.927705,52,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7712418300653595,0.6568627450980392,0.9672131147540984,0.6413043478260869,102,0.0177297592163085,,
1054.928063,52,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0093278884887695,,
1054.932162,52,learning_update,16506691070021547649,,,,,,"(7, 0, 2, 7, 7)",0.0523405572790905,0.03,0.13,-0.1076594427209095,,,,,,,,,,,
1054.932826,52,learning_update,9877728866716932389,,,,,,"(8, 1, 0, 7, 7)",0.0523405572790905,0.03,0.13,-0.1076594427209095,,,,,,,,,,,
1054.933485,52,learning_update,4790340174930014383,,,,,,"(7, 5, 0, 7, 7)",0.0523405572790905,0.03,0.13,-0.1076594427209095,,,,,,,,,,,
1054.934036,52,learning_update,14767769360382008888,,,,,,"(8, 1, 2, 7, 7)",0.0523405572790905,0.03,0.13,-0.1076594427209095,,,,,,,,,,,
1054.943938,53,selection_info,16206290167654754491,25,"(7, 2, 0, 7, 7)",1,-0.0045775609374561,0.0400342784142723,,,,,,,,,,,,,,,,
1054.944438,53,selection_info,13644997368299628738,25,"(7, 2, 0, 7, 7)",0,-0.0045775609374561,0.0400342784142723,,,,,,,,,,,,,,,,
1054.944839,53,selection_info,16506691070021547649,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396311476297568,,,,,,,,,,,,,,,,
1054.945161,53,selection_info,4354536512509177290,25,"(7, 1, 1, 7, 7)",0,-0.0049443579501347,0.0400154158440975,,,,,,,,,,,,,,,,
1054.945482,53,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396311476297568,,,,,,,,,,,,,,,,
1054.945824,53,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398765131893411,,,,,,,,,,,,,,,,
1054.946152,53,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396311476297568,,,,,,,,,,,,,,,,
1054.946551,53,selection_info,1234113313308987156,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398765131893411,,,,,,,,,,,,,,,,
1054.946926,53,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398765131893411,,,,,,,,,,,,,,,,
1054.947382,53,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398765131893411,,,,,,,,,,,,,,,,
1054.947798,53,selection_info,10577062229270185434,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396311476297568,,,,,,,,,,,,,,,,
1054.948152,53,selection_info,11806130149938443739,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396311476297568,,,,,,,,,,,,,,,,
1054.948539,53,selection_info,15368353039753191835,25,"(7, 1, 1, 7, 7)",0,-0.0049443579501347,0.0400154158440975,,,,,,,,,,,,,,,,
1054.948845,53,selection_info,8818734309448792929,25,"(8, 2, 1, 7, 7)",1,0.0,0.0402704291464947,,,,,,,,,,,,,,,,
1054.949189,53,selection_info,4223374082031152552,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396311476297568,,,,,,,,,,,,,,,,
1054.949604,53,selection_info,9877728866716932389,25,"(8, 2, 0, 7, 7)",1,-0.0021869757437218,0.0401574324852005,,,,,,,,,,,,,,,,
1054.949906,53,selection_info,4790340174930014383,25,"(8, 5, 0, 7, 7)",1,0.0,0.0402704291464947,,,,,,,,,,,,,,,,
1054.950252,53,selection_info,7830638094315628080,25,"(7, 1, 1, 7, 7)",0,-0.0049443579501347,0.0400154158440975,,,,,,,,,,,,,,,,
1054.950619,53,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396311476297568,,,,,,,,,,,,,,,,
1054.9509,53,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398765131893411,,,,,,,,,,,,,,,,
1054.951384,53,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398765131893411,,,,,,,,,,,,,,,,
1054.951789,53,selection_info,14767769360382008888,25,"(8, 1, 2, 7, 7)",1,0.0488734055727909,0.0428802527486048,,,,,,,,,,,,,,,,
1054.952073,53,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398765131893411,,,,,,,,,,,,,,,,
1054.952364,53,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398765131893411,,,,,,,,,,,,,,,,
1054.952724,53,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398765131893411,,,,,,,,,,,,,,,,
1060.986437,53,client_fit_metrics,9877728866716932389,,,,,,,,,,,,,,,,,,,,0.1454095840454101,8.090909090909092
1060.987125,53,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,0.6746671199798584,13.61818181818182
1060.987581,53,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1966185569763183,12.3875
1060.987962,53,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.2912311553955078,30.94375
1060.98835,53,client_fit_metrics,4790340174930014383,,,,,,,,,,,,,,,,,,,,0.2047178745269775,4.390909090909091
1070.090693,53,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.012873888015747,,
1070.091258,53,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7852062588904695,0.6893004115226338,0.9468267581475128,0.6707168894289186,1944,0.0304384231567382,,
1070.091712,53,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.015052318572998,,
1070.092196,53,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7835051546391752,0.6858974358974359,0.9466192170818504,0.6683417085427136,468,0.0122334957122802,,
1070.092514,53,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7830188679245284,0.6923076923076923,0.9273743016759776,0.6775510204081633,299,0.0209419727325439,,
1070.092857,53,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.781582054309327,0.6815834767641996,0.9497847919655668,0.6639919759277834,1162,0.0209035873413085,,
1070.093124,53,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0102250576019287,,
1070.093416,53,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0066771507263183,,
1070.093768,53,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0130863189697265,,
1070.094127,53,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8032786885245902,0.7176470588235294,0.9607843137254902,0.6901408450704225,255,0.0089743137359619,,
1070.094523,53,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.007425308227539,,
1070.094863,53,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7701149425287356,0.6610169491525424,0.943661971830986,0.6504854368932039,118,0.0090744495391845,,
1070.095112,53,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.773403324584427,0.6742138364779874,0.9266247379454928,0.6636636636636637,795,0.0230774879455566,,
1070.095391,53,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0096435546875,,
1070.095775,53,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7678018575851393,0.6621621621621622,0.9323308270676692,0.6526315789473685,222,0.0176095962524414,,
1070.096179,53,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7712418300653595,0.6568627450980392,0.9672131147540984,0.6413043478260869,102,0.0105650424957275,,
1070.096487,53,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.012740135192871,,
1070.096863,53,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0061285495758056,,
1070.097205,53,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.0146286487579345,,
1070.097588,53,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7819905213270142,0.684931506849315,0.9428571428571428,0.6680161943319838,292,0.0109310150146484,,
1070.097956,53,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0086774826049804,,
1070.098222,53,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7653543307086614,0.6621315192743764,0.9204545454545454,0.6549865229110512,441,0.0245704650878906,,
1070.098515,53,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7893738140417458,0.6958904109589041,0.9497716894977168,0.6753246753246753,365,0.0151739120483398,,
1070.098879,53,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0095326900482177,,
1070.099163,53,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.031998872756958,,
1070.103456,53,learning_update,14767769360382008888,,,,,,"(8, 1, 2, 7, 7)",0.0520905484612524,0.03,0.13,-0.1079094515387475,,,,,,,,,,,
1070.104311,53,learning_update,8818734309448792929,,,,,,"(8, 2, 1, 7, 7)",0.0520905484612524,0.03,0.13,-0.1079094515387475,,,,,,,,,,,
1070.104932,53,learning_update,4790340174930014383,,,,,,"(8, 5, 0, 7, 7)",0.0520905484612524,0.03,0.13,-0.1079094515387475,,,,,,,,,,,
1070.105496,53,learning_update,9877728866716932389,,,,,,"(8, 2, 0, 7, 7)",0.0520905484612524,0.03,0.13,-0.1079094515387475,,,,,,,,,,,
1070.106178,53,learning_update,16206290167654754491,,,,,,"(7, 2, 0, 7, 7)",0.0520905484612524,0.03,0.13,-0.1079094515387475,,,,,,,,,,,
1070.116473,54,selection_info,16206290167654754491,25,"(7, 3, 0, 7, 7)",0,-0.0058290154358569,0.0396750412979836,,,,,,,,,,,,,,,,
1070.116869,54,selection_info,13644997368299628738,25,"(7, 2, 0, 7, 7)",0,-0.0056633409823917,0.0396835300082578,,,,,,,,,,,,,,,,
1070.117222,54,selection_info,16506691070021547649,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0393370472445569,,,,,,,,,,,,,,,,
1070.117506,54,selection_info,4354536512509177290,25,"(7, 1, 1, 7, 7)",0,-0.0049443579501347,0.0397203898000493,,,,,,,,,,,,,,,,
1070.117853,54,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",1,0.0226119247356284,0.0411592086640291,,,,,,,,,,,,,,,,
1070.118357,54,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0395818196019437,,,,,,,,,,,,,,,,
1070.118787,54,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",1,0.0226119247356284,0.0411592086640291,,,,,,,,,,,,,,,,
1070.11936,54,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0034308728407624,0.039798092914172,,,,,,,,,,,,,,,,
1070.119773,54,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0395818196019437,,,,,,,,,,,,,,,,
1070.120066,54,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0395818196019437,,,,,,,,,,,,,,,,
1070.120404,54,selection_info,10577062229270185434,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0393370472445569,,,,,,,,,,,,,,,,
1070.120762,54,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",1,0.0226119247356284,0.0411592086640291,,,,,,,,,,,,,,,,
1070.12112,54,selection_info,15368353039753191835,25,"(7, 1, 1, 7, 7)",0,-0.0049443579501347,0.0397203898000493,,,,,,,,,,,,,,,,
1070.121481,54,selection_info,8818734309448792929,25,"(8, 3, 1, 7, 7)",0,0.0,0.0399747990270974,,,,,,,,,,,,,,,,
1070.121901,54,selection_info,4223374082031152552,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0393370472445569,,,,,,,,,,,,,,,,
1070.122205,54,selection_info,9877728866716932389,25,"(8, 3, 0, 7, 7)",0,-0.0025222729737649,0.0398448139052962,,,,,,,,,,,,,,,,
1070.122561,54,selection_info,4790340174930014383,25,"(8, 5, 0, 7, 7)",0,-0.0010790945153874,0.0399191361624301,,,,,,,,,,,,,,,,
1070.122963,54,selection_info,7830638094315628080,25,"(7, 1, 1, 7, 7)",0,-0.0049443579501347,0.0397203898000493,,,,,,,,,,,,,,,,
1070.123257,54,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",1,0.0226119247356284,0.0411592086640291,,,,,,,,,,,,,,,,
1070.123634,54,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0395818196019437,,,,,,,,,,,,,,,,
1070.124166,54,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0395818196019437,,,,,,,,,,,,,,,,
1070.124497,54,selection_info,14767769360382008888,25,"(8, 2, 2, 7, 7)",1,0.05,0.0426408840792774,,,,,,,,,,,,,,,,
1070.12492,54,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0395818196019437,,,,,,,,,,,,,,,,
1070.12532,54,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0395818196019437,,,,,,,,,,,,,,,,
1070.125854,54,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0395818196019437,,,,,,,,,,,,,,,,
1076.161111,54,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.2251052856445312,35.4
1076.161624,54,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1266326904296875,21.35
1076.162091,54,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1345150470733642,27.89375
1076.16239,54,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.2874202728271484,30.825
1076.162824,54,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1663391590118408,20.75
1088.261874,54,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7653543307086614,0.6621315192743764,0.9204545454545454,0.6549865229110512,441,0.0193126201629638,,
1088.262279,54,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0079185962677001,,
1088.262676,54,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0081498622894287,,
1088.263174,54,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0078799724578857,,
1088.263546,54,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.0088152885437011,,
1088.2639,54,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8032786885245902,0.7176470588235294,0.9607843137254902,0.6901408450704225,255,0.0099027156829833,,
1088.264274,54,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7835051546391752,0.6858974358974359,0.9466192170818504,0.6683417085427136,468,0.0138266086578369,,
1088.264569,54,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0084774494171142,,
1088.264842,54,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0083668231964111,,
1088.265188,54,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0117280483245849,,
1088.265451,54,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7678018575851393,0.6621621621621622,0.9323308270676692,0.6526315789473685,222,0.0082645416259765,,
1088.265856,54,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7830188679245284,0.6923076923076923,0.9273743016759776,0.6775510204081633,299,0.0078802108764648,,
1088.26628,54,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7893738140417458,0.6958904109589041,0.9497716894977168,0.6753246753246753,365,0.0083770751953125,,
1088.26661,54,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7859174964438123,0.6903292181069959,0.9476843910806176,0.6713244228432563,1944,0.0369734764099121,,
1088.267049,54,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.773403324584427,0.6742138364779874,0.9266247379454928,0.6636636636636637,795,0.014378547668457,,
1088.267367,54,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0125248432159423,,
1088.26763,54,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.008568525314331,,
1088.267956,54,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0244169235229492,,
1088.26825,54,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0090675354003906,,
1088.268542,54,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7701149425287356,0.6610169491525424,0.943661971830986,0.6504854368932039,118,0.0103468894958496,,
1088.268908,54,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0101220607757568,,
1088.269224,54,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7819905213270142,0.684931506849315,0.9428571428571428,0.6680161943319838,292,0.0084218978881835,,
1088.269561,54,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7712418300653595,0.6568627450980392,0.9672131147540984,0.6413043478260869,102,0.0093863010406494,,
1088.269882,54,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.008958101272583,,
1088.270248,54,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.781582054309327,0.6815834767641996,0.9497847919655668,0.6639919759277834,1162,0.0210366249084472,,
1088.274896,54,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 7, 7)",0.0502580018042316,0.0,0.28,-0.2297419981957683,,,,,,,,,,,
1088.275616,54,learning_update,5631037270461107728,,,,,,"(7, 0, 2, 7, 7)",0.0502580018042316,0.0,0.28,-0.2297419981957683,,,,,,,,,,,
1088.276308,54,learning_update,11806130149938443739,,,,,,"(7, 0, 2, 7, 7)",0.0502580018042316,0.0,0.28,-0.2297419981957683,,,,,,,,,,,
1088.276996,54,learning_update,17833758267265781484,,,,,,"(7, 0, 2, 7, 7)",0.0502580018042316,0.0,0.28,-0.2297419981957683,,,,,,,,,,,
1088.277952,54,learning_update,14767769360382008888,,,,,,"(8, 2, 2, 7, 7)",0.0502580018042316,0.0,0.28,-0.2297419981957683,,,,,,,,,,,
1088.288684,55,selection_info,16206290167654754491,25,"(7, 2, 0, 7, 7)",0,-0.0056633409823917,0.039979051903607,,,,,,,,,,,,,,,,
1088.289204,55,selection_info,13644997368299628738,25,"(8, 1, 0, 7, 7)",1,-0.0029746542843911,0.0401187948323526,,,,,,,,,,,,,,,,
1088.289542,55,selection_info,16506691070021547649,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396282425298222,,,,,,,,,,,,,,,,
1088.289963,55,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.039860116026438,,,,,,,,,,,,,,,,
1088.29076,55,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396282425298222,,,,,,,,,,,,,,,,
1088.291531,55,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398760698140135,,,,,,,,,,,,,,,,
1088.292037,55,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396282425298222,,,,,,,,,,,,,,,,
1088.292597,55,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0034308728407624,0.0400950487755623,,,,,,,,,,,,,,,,
1088.293047,55,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398760698140135,,,,,,,,,,,,,,,,
1088.293451,55,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398760698140135,,,,,,,,,,,,,,,,
1088.293841,55,selection_info,10577062229270185434,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396282425298222,,,,,,,,,,,,,,,,
1088.294171,55,selection_info,11806130149938443739,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396282425298222,,,,,,,,,,,,,,,,
1088.29448,55,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.039860116026438,,,,,,,,,,,,,,,,
1088.294966,55,selection_info,8818734309448792929,25,"(8, 3, 1, 7, 7)",1,0.0,0.0402739699797432,,,,,,,,,,,,,,,,
1088.295289,55,selection_info,4223374082031152552,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396282425298222,,,,,,,,,,,,,,,,
1088.295586,55,selection_info,9877728866716932389,25,"(8, 3, 0, 7, 7)",1,-0.0025222729737649,0.040142355048009,,,,,,,,,,,,,,,,
1088.296021,55,selection_info,4790340174930014383,25,"(8, 4, 0, 7, 7)",1,0.0,0.0402739699797432,,,,,,,,,,,,,,,,
1088.296331,55,selection_info,7830638094315628080,25,"(7, 1, 1, 7, 7)",0,-0.0049443579501347,0.0400163728802905,,,,,,,,,,,,,,,,
1088.296598,55,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396282425298222,,,,,,,,,,,,,,,,
1088.29712,55,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398760698140135,,,,,,,,,,,,,,,,
1088.297466,55,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398760698140135,,,,,,,,,,,,,,,,
1088.297767,55,selection_info,14767769360382008888,25,"(8, 3, 2, 7, 7)",1,0.05,0.0429739483269518,,,,,,,,,,,,,,,,
1088.298314,55,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398760698140135,,,,,,,,,,,,,,,,
1088.298592,55,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398760698140135,,,,,,,,,,,,,,,,
1088.29894,55,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398760698140135,,,,,,,,,,,,,,,,
1094.334997,55,client_fit_metrics,9877728866716932389,,,,,,,,,,,,,,,,,,,,0.1697745323181152,8.65
1094.335539,55,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.2888998985290527,30.65
1094.335928,55,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1270904541015625,8.581818181818182
1094.336223,55,client_fit_metrics,4790340174930014383,,,,,,,,,,,,,,,,,,,,0.3224518299102783,4.713636363636364
1094.336575,55,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,1.177418231964111,13.595454545454546
1106.404425,55,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7678018575851393,0.6621621621621622,0.9323308270676692,0.6526315789473685,222,0.0143883228302001,,
1106.404787,55,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0162620544433593,,
1106.405141,55,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0222141742706298,,
1106.405679,55,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0159473419189453,,
1106.406007,55,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7816091954022989,0.6779661016949152,0.9577464788732394,0.6601941747572816,118,0.0110669136047363,,
1106.406555,55,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0084156990051269,,
1106.407102,55,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.781582054309327,0.6815834767641996,0.9497847919655668,0.6639919759277834,1162,0.02305269241333,,
1106.407401,55,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0073673725128173,,
1106.407816,55,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0086662769317626,,
1106.408196,55,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.773403324584427,0.6742138364779874,0.9266247379454928,0.6636636636636637,795,0.0229353904724121,,
1106.408509,55,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7893738140417458,0.6958904109589041,0.9497716894977168,0.6753246753246753,365,0.0117006301879882,,
1106.408911,55,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.786628733997155,0.691358024691358,0.948542024013722,0.6719319562575942,1944,0.029848575592041,,
1106.409179,55,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.013723611831665,,
1106.409516,55,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0167992115020751,,
1106.409857,55,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0247457027435302,,
1106.410153,55,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7653543307086614,0.6621315192743764,0.9204545454545454,0.6549865229110512,441,0.0320305824279785,,
1106.410514,55,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0119264125823974,,
1106.410856,55,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.0139200687408447,,
1106.411118,55,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0092782974243164,,
1106.411466,55,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7819905213270142,0.684931506849315,0.9428571428571428,0.6680161943319838,292,0.0327913761138916,,
1106.411784,55,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0092794895172119,,
1106.412082,55,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7712418300653595,0.6568627450980392,0.9672131147540984,0.6413043478260869,102,0.0143625736236572,,
1106.41249,55,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0189399719238281,,
1106.41279,55,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0084638595581054,,
1106.413049,55,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0091190338134765,,
1106.417751,55,learning_update,14767769360382008888,,,,,,"(8, 3, 2, 7, 7)",0.050776768529921,0.05,0.13,-0.1292232314700789,,,,,,,,,,,
1106.418336,55,learning_update,8818734309448792929,,,,,,"(8, 3, 1, 7, 7)",0.050776768529921,0.05,0.13,-0.1292232314700789,,,,,,,,,,,
1106.418921,55,learning_update,4790340174930014383,,,,,,"(8, 4, 0, 7, 7)",0.050776768529921,0.05,0.13,-0.1292232314700789,,,,,,,,,,,
1106.419556,55,learning_update,9877728866716932389,,,,,,"(8, 3, 0, 7, 7)",0.050776768529921,0.05,0.13,-0.1292232314700789,,,,,,,,,,,
1106.420178,55,learning_update,13644997368299628738,,,,,,"(8, 1, 0, 7, 7)",0.050776768529921,0.05,0.13,-0.1292232314700789,,,,,,,,,,,
1106.42993,56,selection_info,16206290167654754491,25,"(7, 1, 0, 7, 7)",0,-0.0043346068889584,0.0400573324253803,,,,,,,,,,,,,,,,
1106.430269,56,selection_info,13644997368299628738,25,"(8, 1, 0, 7, 7)",0,-0.0042639119448075,0.0400610261673748,,,,,,,,,,,,,,,,
1106.430595,56,selection_info,16506691070021547649,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396353275959914,,,,,,,,,,,,,,,,
1106.430864,56,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398684113691375,,,,,,,,,,,,,,,,
1106.431135,56,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396353275959914,,,,,,,,,,,,,,,,
1106.431521,56,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398844486793694,,,,,,,,,,,,,,,,
1106.431856,56,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396353275959914,,,,,,,,,,,,,,,,
1106.432152,56,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",1,-0.0034308728407624,0.0401045773116401,,,,,,,,,,,,,,,,
1106.432502,56,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398844486793694,,,,,,,,,,,,,,,,
1106.432755,56,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398844486793694,,,,,,,,,,,,,,,,
1106.433016,56,selection_info,10577062229270185434,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396353275959914,,,,,,,,,,,,,,,,
1106.433266,56,selection_info,11806130149938443739,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396353275959914,,,,,,,,,,,,,,,,
1106.433571,56,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398684113691375,,,,,,,,,,,,,,,,
1106.433904,56,selection_info,8818734309448792929,25,"(8, 3, 1, 7, 7)",1,-0.0012922323147007,0.0402166020002319,,,,,,,,,,,,,,,,
1106.434127,56,selection_info,4223374082031152552,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396353275959914,,,,,,,,,,,,,,,,
1106.43451,56,selection_info,9877728866716932389,25,"(8, 4, 0, 7, 7)",1,-0.0012922323147007,0.0402166020002319,,,,,,,,,,,,,,,,
1106.434819,56,selection_info,4790340174930014383,25,"(8, 4, 0, 7, 7)",1,-0.0012922323147007,0.0402166020002319,,,,,,,,,,,,,,,,
1106.435145,56,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398684113691375,,,,,,,,,,,,,,,,
1106.435436,56,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396353275959914,,,,,,,,,,,,,,,,
1106.435767,56,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398844486793694,,,,,,,,,,,,,,,,
1106.436117,56,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398844486793694,,,,,,,,,,,,,,,,
1106.436517,56,selection_info,14767769360382008888,25,"(8, 4, 2, 7, 7)",1,0.05,0.0429991413806006,,,,,,,,,,,,,,,,
1106.436819,56,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398844486793694,,,,,,,,,,,,,,,,
1106.437102,56,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398844486793694,,,,,,,,,,,,,,,,
1106.437399,56,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398844486793694,,,,,,,,,,,,,,,,
1115.468901,56,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3011879920959472,30.86875
1115.469543,56,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,1.2230830192565918,6.2375
1115.469956,56,client_fit_metrics,4790340174930014383,,,,,,,,,,,,,,,,,,,,0.2194244861602783,4.604545454545455
1115.470351,56,client_fit_metrics,9877728866716932389,,,,,,,,,,,,,,,,,,,,0.148874282836914,9.445454545454544
1115.470788,56,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,0.8759357929229736,13.6
1127.587434,56,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.009148359298706,,
1127.587897,56,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0085556507110595,,
1127.58824,56,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0118231773376464,,
1127.58863,56,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7819905213270142,0.684931506849315,0.9428571428571428,0.6680161943319838,292,0.0180933475494384,,
1127.588917,56,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0081832408905029,,
1127.589234,56,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7893738140417458,0.6958904109589041,0.9497716894977168,0.6753246753246753,365,0.0093986988067626,,
1127.589559,56,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8,0.7165354330708661,0.9473684210526316,0.6923076923076923,127,0.0116784572601318,,
1127.589845,56,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.773403324584427,0.6742138364779874,0.9266247379454928,0.6636636636636637,795,0.0189549922943115,,
1127.590171,56,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0183115005493164,,
1127.590415,56,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7887624466571835,0.6944444444444444,0.951114922813036,0.6737545565006076,1944,0.0275080204010009,,
1127.590729,56,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.0120930671691894,,
1127.591051,56,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7653543307086614,0.6621315192743764,0.9204545454545454,0.6549865229110512,441,0.0185623168945312,,
1127.591434,56,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0145761966705322,,
1127.59198,56,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.781582054309327,0.6815834767641996,0.9497847919655668,0.6639919759277834,1162,0.0216939449310302,,
1127.59237,56,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0075075626373291,,
1127.592774,56,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7816091954022989,0.6779661016949152,0.9577464788732394,0.6601941747572816,118,0.0087053775787353,,
1127.593071,56,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7712418300653595,0.6568627450980392,0.9672131147540984,0.6413043478260869,102,0.0127954483032226,,
1127.593442,56,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0215592384338378,,
1127.59387,56,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7678018575851393,0.6621621621621622,0.9323308270676692,0.6526315789473685,222,0.0367114543914794,,
1127.594223,56,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0093564987182617,,
1127.594672,56,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0073041915893554,,
1127.595096,56,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0094525814056396,,
1127.595394,56,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0096471309661865,,
1127.595719,56,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0088570117950439,,
1127.596109,56,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0139987468719482,,
1127.60121,56,learning_update,14767769360382008888,,,,,,"(8, 4, 2, 7, 7)",0.0505233095285686,0.07,0.13,-0.1494766904714313,,,,,,,,,,,
1127.601922,56,learning_update,8818734309448792929,,,,,,"(8, 3, 1, 7, 7)",0.0505233095285686,0.07,0.13,-0.1494766904714313,,,,,,,,,,,
1127.602553,56,learning_update,9877728866716932389,,,,,,"(8, 4, 0, 7, 7)",0.0505233095285686,0.07,0.13,-0.1494766904714313,,,,,,,,,,,
1127.603271,56,learning_update,4790340174930014383,,,,,,"(8, 4, 0, 7, 7)",0.0505233095285686,0.07,0.13,-0.1494766904714313,,,,,,,,,,,
1127.604011,56,learning_update,1234113313308987156,,,,,,"(8, 0, 0, 7, 7)",0.0505233095285686,0.07,0.13,-0.1494766904714313,,,,,,,,,,,
1127.614245,57,selection_info,16206290167654754491,25,"(7, 1, 0, 7, 7)",0,-0.0043346068889584,0.0399708632365767,,,,,,,,,,,,,,,,
1127.614598,57,selection_info,13644997368299628738,25,"(8, 1, 0, 7, 7)",0,-0.0042639119448075,0.0399745675274117,,,,,,,,,,,,,,,,
1127.614931,57,selection_info,16506691070021547649,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0395476645566991,,,,,,,,,,,,,,,,
1127.615298,57,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397814049391892,,,,,,,,,,,,,,,,
1127.615702,57,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0395476645566991,,,,,,,,,,,,,,,,
1127.616067,57,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397974876803291,,,,,,,,,,,,,,,,
1127.61639,57,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0395476645566991,,,,,,,,,,,,,,,,
1127.616793,57,selection_info,1234113313308987156,25,"(8, 1, 0, 7, 7)",0,-0.0042639119448075,0.0399745675274117,,,,,,,,,,,,,,,,
1127.617242,57,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397974876803291,,,,,,,,,,,,,,,,
1127.617523,57,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397974876803291,,,,,,,,,,,,,,,,
1127.617796,57,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",1,0.0122264875522343,0.0408480826499689,,,,,,,,,,,,,,,,
1127.618226,57,selection_info,11806130149938443739,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0395476645566991,,,,,,,,,,,,,,,,
1127.618489,57,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397814049391892,,,,,,,,,,,,,,,,
1127.618916,57,selection_info,8818734309448792929,25,"(8, 3, 1, 7, 7)",1,-0.0027857069871004,0.0400521015531692,,,,,,,,,,,,,,,,
1127.619312,57,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",1,0.0122264875522343,0.0408480826499689,,,,,,,,,,,,,,,,
1127.619696,57,selection_info,9877728866716932389,25,"(8, 4, 0, 7, 7)",0,-0.0042776881848276,0.0399738456497153,,,,,,,,,,,,,,,,
1127.620191,57,selection_info,4790340174930014383,25,"(8, 4, 0, 7, 7)",0,-0.0042776881848276,0.0399738456497153,,,,,,,,,,,,,,,,
1127.620514,57,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397814049391892,,,,,,,,,,,,,,,,
1127.620803,57,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0395476645566991,,,,,,,,,,,,,,,,
1127.621242,57,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397974876803291,,,,,,,,,,,,,,,,
1127.621639,57,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397974876803291,,,,,,,,,,,,,,,,
1127.622011,57,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.05,0.0429216045123645,,,,,,,,,,,,,,,,
1127.622389,57,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397974876803291,,,,,,,,,,,,,,,,
1127.622788,57,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397974876803291,,,,,,,,,,,,,,,,
1127.623114,57,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397974876803291,,,,,,,,,,,,,,,,
1133.652513,57,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,0.8031117916107178,13.590909090909092
1133.653071,57,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.2327563762664795,35.29090909090909
1133.653459,57,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.2892313003540039,30.93125
1133.654093,57,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.13832688331604,44.86875
1145.715897,57,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0094325542449951,,
1145.716362,57,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7678018575851393,0.6621621621621622,0.9323308270676692,0.6526315789473685,222,0.0264844894409179,,
1145.716659,57,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080416202545166,,
1145.717008,57,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076870918273925,,
1145.717323,57,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0116097927093505,,
1145.717679,57,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7712418300653595,0.6568627450980392,0.9672131147540984,0.6413043478260869,102,0.0111923217773437,,
1145.718042,57,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8111111111111111,0.7322834645669292,0.9605263157894736,0.7019230769230769,127,0.0115449428558349,,
1145.718347,57,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7819905213270142,0.684931506849315,0.9428571428571428,0.6680161943319838,292,0.0297889709472656,,
1145.718658,57,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.773403324584427,0.6742138364779874,0.9266247379454928,0.6636636636636637,795,0.0267775058746337,,
1145.718985,57,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0222353935241699,,
1145.719278,57,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7653543307086614,0.6621315192743764,0.9204545454545454,0.6549865229110512,441,0.0352861881256103,,
1145.71956,57,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0262610912322998,,
1145.719884,57,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0130655765533447,,
1145.720221,57,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7839433293978748,0.685025817555938,0.9526542324246772,0.6659979939819458,1162,0.0292062759399414,,
1145.720555,57,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7894736842105263,0.6954732510288066,0.9519725557461408,0.6743620899149453,1944,0.0285463333129882,,
1145.721232,57,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7893738140417458,0.6958904109589041,0.9497716894977168,0.6753246753246753,365,0.0098645687103271,,
1145.721663,57,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7816091954022989,0.6779661016949152,0.9577464788732394,0.6601941747572816,118,0.0116879940032958,,
1145.72216,57,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0090584754943847,,
1145.722535,57,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0102624893188476,,
1145.722872,57,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.015273094177246,,
1145.723185,57,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0131585597991943,,
1145.723503,57,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0186548233032226,,
1145.723782,57,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0102031230926513,,
1145.724138,57,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0078406333923339,,
1145.724446,57,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.0127530097961425,,
1145.72768,57,learning_update,10577062229270185434,,,,,,"(7, 0, 2, 7, 7)",0.051033255540103,0.04,0.24,-0.2289667444598969,,,,,,,,,,,
1145.728493,57,learning_update,8818734309448792929,,,,,,"(8, 3, 1, 7, 7)",0.051033255540103,0.04,0.24,-0.2289667444598969,,,,,,,,,,,
1145.729176,57,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 7, 7)",0.051033255540103,0.04,0.24,-0.2289667444598969,,,,,,,,,,,
1145.729809,57,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.051033255540103,0.04,0.24,-0.2289667444598969,,,,,,,,,,,
1145.740396,58,selection_info,16206290167654754491,25,"(7, 1, 0, 7, 7)",0,-0.0043346068889584,0.0400311783471826,,,,,,,,,,,,,,,,
1145.740748,58,selection_info,13644997368299628738,25,"(8, 1, 0, 7, 7)",0,-0.0042639119448075,0.0400349068711664,,,,,,,,,,,,,,,,
1145.741109,58,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",1,0.0072036799010963,0.0406443396247137,,,,,,,,,,,,,,,,
1145.741413,58,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398404829491367,,,,,,,,,,,,,,,,
1145.741727,58,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396052226091563,,,,,,,,,,,,,,,,
1145.742191,58,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398566705283563,,,,,,,,,,,,,,,,
1145.742572,58,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396052226091563,,,,,,,,,,,,,,,,
1145.742942,58,selection_info,1234113313308987156,25,"(8, 1, 0, 7, 7)",0,-0.0042639119448075,0.0400349068711664,,,,,,,,,,,,,,,,
1145.743284,58,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398566705283563,,,,,,,,,,,,,,,,
1145.743664,58,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398566705283563,,,,,,,,,,,,,,,,
1145.744178,58,selection_info,10577062229270185434,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396052226091563,,,,,,,,,,,,,,,,
1145.744503,58,selection_info,11806130149938443739,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396052226091563,,,,,,,,,,,,,,,,
1145.744871,58,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398404829491367,,,,,,,,,,,,,,,,
1145.745243,58,selection_info,8818734309448792929,25,"(8, 4, 1, 7, 7)",1,0.0,0.0402604332874224,,,,,,,,,,,,,,,,
1145.745508,58,selection_info,4223374082031152552,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396052226091563,,,,,,,,,,,,,,,,
1145.745801,58,selection_info,9877728866716932389,25,"(8, 3, 0, 7, 7)",1,-0.0038009126495603,0.0400593345161712,,,,,,,,,,,,,,,,
1145.746169,58,selection_info,4790340174930014383,25,"(8, 3, 0, 7, 7)",1,-0.0038009126495603,0.0400593345161712,,,,,,,,,,,,,,,,
1145.746586,58,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398404829491367,,,,,,,,,,,,,,,,
1145.747062,58,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396052226091563,,,,,,,,,,,,,,,,
1145.747455,58,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398566705283563,,,,,,,,,,,,,,,,
1145.747839,58,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398566705283563,,,,,,,,,,,,,,,,
1145.748208,58,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.047660332555401,0.0428694172368065,,,,,,,,,,,,,,,,
1145.748529,58,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398566705283563,,,,,,,,,,,,,,,,
1145.748827,58,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398566705283563,,,,,,,,,,,,,,,,
1145.749193,58,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398566705283563,,,,,,,,,,,,,,,,
1151.78289,58,client_fit_metrics,4790340174930014383,,,,,,,,,,,,,,,,,,,,0.2591545581817627,4.586363636363637
1151.783496,58,client_fit_metrics,9877728866716932389,,,,,,,,,,,,,,,,,,,,0.1480872631072998,8.64090909090909
1151.783795,58,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.2561869621276855,21.96818181818182
1151.784135,58,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.2884070873260498,31.25625
1151.784478,58,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,0.992189884185791,13.568181818181818
1163.858783,58,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7894736842105263,0.6954732510288066,0.9519725557461408,0.6743620899149453,1944,0.0304408073425292,,
1163.859216,58,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7819905213270142,0.684931506849315,0.9428571428571428,0.6680161943319838,292,0.0183236598968505,,
1163.859538,58,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0215365886688232,,
1163.859836,58,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.768503937007874,0.6666666666666666,0.9242424242424242,0.6576819407008087,441,0.0290737152099609,,
1163.860056,58,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0126345157623291,,
1163.860478,58,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7678018575851393,0.6621621621621622,0.9323308270676692,0.6526315789473685,222,0.0241012573242187,,
1163.860835,58,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0127604007720947,,
1163.861257,58,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7816091954022989,0.6779661016949152,0.9577464788732394,0.6601941747572816,118,0.009028673171997,,
1163.861685,58,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.773403324584427,0.6742138364779874,0.9266247379454928,0.6636636636636637,795,0.0461351871490478,,
1163.862044,58,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7692307692307693,0.6554054054054054,0.9550561797752808,0.6439393939393939,148,0.0121092796325683,,
1163.862407,58,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0081691741943359,,
1163.862691,58,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7712418300653595,0.6568627450980392,0.9672131147540984,0.6413043478260869,102,0.0132482051849365,,
1163.863027,58,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.014272928237915,,
1163.863529,58,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0147807598114013,,
1163.863963,58,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0071685314178466,,
1163.864378,58,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0109453201293945,,
1163.864845,58,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7893738140417458,0.6958904109589041,0.9497716894977168,0.6753246753246753,365,0.0137147903442382,,
1163.865415,58,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0129411220550537,,
1163.865747,58,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0125243663787841,,
1163.866096,58,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0144000053405761,,
1163.866437,58,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0083260536193847,,
1163.866768,58,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0125269889831542,,
1163.867142,58,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7839433293978748,0.685025817555938,0.9526542324246772,0.6659979939819458,1162,0.0217339992523193,,
1163.867466,58,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0075676441192626,,
1163.867802,58,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8111111111111111,0.7322834645669292,0.9605263157894736,0.7019230769230769,127,0.0216374397277832,,
1163.872626,58,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0502591156331612,0.07,0.16,-0.1797408843668387,,,,,,,,,,,
1163.873513,58,learning_update,16506691070021547649,,,,,,"(7, 0, 2, 7, 7)",0.0502591156331612,0.07,0.16,-0.1797408843668387,,,,,,,,,,,
1163.874221,58,learning_update,8818734309448792929,,,,,,"(8, 4, 1, 7, 7)",0.0502591156331612,0.07,0.16,-0.1797408843668387,,,,,,,,,,,
1163.875005,58,learning_update,9877728866716932389,,,,,,"(8, 3, 0, 7, 7)",0.0502591156331612,0.07,0.16,-0.1797408843668387,,,,,,,,,,,
1163.875802,58,learning_update,4790340174930014383,,,,,,"(8, 3, 0, 7, 7)",0.0502591156331612,0.07,0.16,-0.1797408843668387,,,,,,,,,,,
1163.886987,59,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399277782963726,,,,,,,,,,,,,,,,
1163.887379,59,selection_info,13644997368299628738,25,"(8, 1, 0, 7, 7)",1,-0.0042639119448075,0.0401072318984211,,,,,,,,,,,,,,,,
1163.887706,59,selection_info,16506691070021547649,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396746199835653,,,,,,,,,,,,,,,,
1163.888013,59,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399114803640998,,,,,,,,,,,,,,,,
1163.888415,59,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396746199835653,,,,,,,,,,,,,,,,
1163.888772,59,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399277782963726,,,,,,,,,,,,,,,,
1163.88909,59,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396746199835653,,,,,,,,,,,,,,,,
1163.889578,59,selection_info,1234113313308987156,25,"(8, 1, 0, 7, 7)",1,-0.0042639119448075,0.0401072318984211,,,,,,,,,,,,,,,,
1163.889887,59,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399277782963726,,,,,,,,,,,,,,,,
1163.89039,59,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399277782963726,,,,,,,,,,,,,,,,
1163.890754,59,selection_info,10577062229270185434,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396746199835653,,,,,,,,,,,,,,,,
1163.891114,59,selection_info,11806130149938443739,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396746199835653,,,,,,,,,,,,,,,,
1163.891557,59,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399114803640998,,,,,,,,,,,,,,,,
1163.892007,59,selection_info,8818734309448792929,25,"(8, 4, 1, 7, 7)",1,-0.0017974088436683,0.0402384279028861,,,,,,,,,,,,,,,,
1163.892586,59,selection_info,4223374082031152552,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396746199835653,,,,,,,,,,,,,,,,
1163.892918,59,selection_info,9877728866716932389,25,"(8, 3, 0, 7, 7)",0,-0.0073863349036669,0.0399417601376217,,,,,,,,,,,,,,,,
1163.893362,59,selection_info,4790340174930014383,25,"(8, 3, 0, 7, 7)",0,-0.0073863349036669,0.0399417601376217,,,,,,,,,,,,,,,,
1163.893727,59,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399114803640998,,,,,,,,,,,,,,,,
1163.894104,59,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396746199835653,,,,,,,,,,,,,,,,
1163.894465,59,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399277782963726,,,,,,,,,,,,,,,,
1163.894835,59,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399277782963726,,,,,,,,,,,,,,,,
1163.895153,59,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0458152633791772,0.0428568023804171,,,,,,,,,,,,,,,,
1163.895441,59,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399277782963726,,,,,,,,,,,,,,,,
1163.8958,59,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399277782963726,,,,,,,,,,,,,,,,
1163.896104,59,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399277782963726,,,,,,,,,,,,,,,,
1169.927243,59,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1332342624664306,8.35909090909091
1169.927691,59,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1354646682739257,10.975
1169.927967,59,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3131060600280761,31.1625
1169.928396,59,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,1.0185048580169678,13.627272727272729
1182.002638,59,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7816091954022989,0.6779661016949152,0.9577464788732394,0.6601941747572816,118,0.0091719627380371,,
1182.00302,59,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0075082778930664,,
1182.003402,59,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7678018575851393,0.6621621621621622,0.9323308270676692,0.6526315789473685,222,0.0135848522186279,,
1182.003738,59,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0099103450775146,,
1182.004006,59,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7894736842105263,0.6954732510288066,0.9519725557461408,0.6743620899149453,1944,0.0288829803466796,,
1182.004425,59,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7893738140417458,0.6958904109589041,0.9497716894977168,0.6753246753246753,365,0.0100307464599609,,
1182.004777,59,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0128037929534912,,
1182.00503,59,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0178298950195312,,
1182.005456,59,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0144932270050048,,
1182.005788,59,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0142531394958496,,
1182.006096,59,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7712418300653595,0.6568627450980392,0.9672131147540984,0.6413043478260869,102,0.0246381759643554,,
1182.00648,59,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7716535433070866,0.671201814058957,0.928030303030303,0.660377358490566,441,0.017045259475708,,
1182.006774,59,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0085155963897705,,
1182.007246,59,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0083293914794921,,
1182.007644,59,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7851239669421488,0.6867469879518072,0.9540889526542324,0.6670010030090271,1162,0.0191287994384765,,
1182.00797,59,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0128726959228515,,
1182.008973,59,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0079908370971679,,
1182.009396,59,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7819905213270142,0.684931506849315,0.9428571428571428,0.6680161943319838,292,0.0161342620849609,,
1182.009741,59,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0078411102294921,,
1182.010117,59,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.014888048171997,,
1182.010555,59,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.01104736328125,,
1182.010865,59,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0181188583374023,,
1182.011288,59,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0100359916687011,,
1182.011685,59,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0161678791046142,,
1182.012071,59,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.773403324584427,0.6742138364779874,0.9266247379454928,0.6636636636636637,795,0.0230419635772705,,
1182.016314,59,learning_update,13644997368299628738,,,,,,"(8, 1, 0, 7, 7)",0.0510288685324427,0.05,0.12,-0.1189711314675572,,,,,,,,,,,
1182.016992,59,learning_update,1234113313308987156,,,,,,"(8, 1, 0, 7, 7)",0.0510288685324427,0.05,0.12,-0.1189711314675572,,,,,,,,,,,
1182.017721,59,learning_update,8818734309448792929,,,,,,"(8, 4, 1, 7, 7)",0.0510288685324427,0.05,0.12,-0.1189711314675572,,,,,,,,,,,
1182.018344,59,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0510288685324427,0.05,0.12,-0.1189711314675572,,,,,,,,,,,
1182.02974,60,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397719036823631,,,,,,,,,,,,,,,,
1182.030182,60,selection_info,13644997368299628738,25,"(8, 2, 0, 7, 7)",0,-0.0032669009584359,0.0400045972486736,,,,,,,,,,,,,,,,
1182.030538,60,selection_info,16506691070021547649,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0395184705395149,,,,,,,,,,,,,,,,
1182.030957,60,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397555878132311,,,,,,,,,,,,,,,,
1182.031372,60,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",1,0.0052221426332428,0.0404590699390582,,,,,,,,,,,,,,,,
1182.031748,60,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397719036823631,,,,,,,,,,,,,,,,
1182.032161,60,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",1,0.0052221426332428,0.0404590699390582,,,,,,,,,,,,,,,,
1182.032494,60,selection_info,1234113313308987156,25,"(8, 2, 0, 7, 7)",0,-0.0032669009584359,0.0400045972486736,,,,,,,,,,,,,,,,
1182.032812,60,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397719036823631,,,,,,,,,,,,,,,,
1182.033258,60,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397719036823631,,,,,,,,,,,,,,,,
1182.033595,60,selection_info,10577062229270185434,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0395184705395149,,,,,,,,,,,,,,,,
1182.033987,60,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",1,0.0052221426332428,0.0404590699390582,,,,,,,,,,,,,,,,
1182.034403,60,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397555878132311,,,,,,,,,,,,,,,,
1182.034772,60,selection_info,8818734309448792929,25,"(8, 5, 1, 7, 7)",0,0.0,0.0401788878775434,,,,,,,,,,,,,,,,
1182.035171,60,selection_info,4223374082031152552,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0395184705395149,,,,,,,,,,,,,,,,
1182.03567,60,selection_info,9877728866716932389,25,"(8, 3, 0, 7, 7)",0,-0.0073863349036669,0.0397859009381446,,,,,,,,,,,,,,,,
1182.036021,60,selection_info,4790340174930014383,25,"(8, 3, 0, 7, 7)",0,-0.0073863349036669,0.0397859009381446,,,,,,,,,,,,,,,,
1182.036329,60,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397555878132311,,,,,,,,,,,,,,,,
1182.036724,60,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",1,0.0052221426332428,0.0404590699390582,,,,,,,,,,,,,,,,
1182.037063,60,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397719036823631,,,,,,,,,,,,,,,,
1182.037467,60,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397719036823631,,,,,,,,,,,,,,,,
1182.037883,60,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0445797368011224,0.04263452779308,,,,,,,,,,,,,,,,
1182.038206,60,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397719036823631,,,,,,,,,,,,,,,,
1182.038636,60,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397719036823631,,,,,,,,,,,,,,,,
1182.039002,60,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397719036823631,,,,,,,,,,,,,,,,
1188.074356,60,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1281747817993164,20.263636363636365
1188.074832,60,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.3112139701843261,35.93181818181818
1188.075239,60,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.1754655838012695,21.313636363636363
1188.075533,60,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1340501308441162,28.3125
1188.075931,60,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3223440647125244,31.0125
1200.145216,60,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7712418300653595,0.6568627450980392,0.9672131147540984,0.6413043478260869,102,0.0166273117065429,,
1200.145583,60,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7894736842105263,0.6954732510288066,0.9519725557461408,0.6743620899149453,1944,0.0318086147308349,,
1200.145846,60,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0140438079833984,,
1200.146133,60,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0100703239440917,,
1200.146475,60,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0172419548034667,,
1200.14689,60,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0086774826049804,,
1200.147196,60,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8111111111111111,0.7322834645669292,0.9605263157894736,0.7019230769230769,127,0.0176985263824462,,
1200.147556,60,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0106809139251708,,
1200.147852,60,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.0165820121765136,,
1200.14823,60,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.773403324584427,0.6742138364779874,0.9266247379454928,0.6636636636636637,795,0.0183687210083007,,
1200.1485,60,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0083136558532714,,
1200.148831,60,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0078480243682861,,
1200.149139,60,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0112195014953613,,
1200.149557,60,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0133535861968994,,
1200.149898,60,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7816091954022989,0.6779661016949152,0.9577464788732394,0.6601941747572816,118,0.0117607116699218,,
1200.150225,60,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7851239669421488,0.6867469879518072,0.9540889526542324,0.6670010030090271,1162,0.0504310131072998,,
1200.150553,60,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7819905213270142,0.684931506849315,0.9428571428571428,0.6680161943319838,292,0.0152621269226074,,
1200.150832,60,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0164821147918701,,
1200.151243,60,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7893738140417458,0.6958904109589041,0.9497716894977168,0.6753246753246753,365,0.0136725902557373,,
1200.1516,60,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7678018575851393,0.6621621621621622,0.9323308270676692,0.6526315789473685,222,0.0133147239685058,,
1200.151899,60,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0149099826812744,,
1200.15224,60,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0275375843048095,,
1200.152658,60,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7716535433070866,0.671201814058957,0.928030303030303,0.660377358490566,441,0.0178043842315673,,
1200.15318,60,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0111880302429199,,
1200.153572,60,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0078611373901367,,
1200.158203,60,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",-0.0001759585139783,0.03,0.28,-0.3101759585139784,,,,,,,,,,,
1200.158945,60,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 7, 7)",-0.0001759585139783,0.03,0.28,-0.3101759585139784,,,,,,,,,,,
1200.15963,60,learning_update,5631037270461107728,,,,,,"(7, 0, 2, 7, 7)",-0.0001759585139783,0.03,0.28,-0.3101759585139784,,,,,,,,,,,
1200.160291,60,learning_update,11806130149938443739,,,,,,"(7, 0, 2, 7, 7)",-0.0001759585139783,0.03,0.28,-0.3101759585139784,,,,,,,,,,,
1200.161019,60,learning_update,17833758267265781484,,,,,,"(7, 0, 2, 7, 7)",-0.0001759585139783,0.03,0.28,-0.3101759585139784,,,,,,,,,,,
1200.171259,61,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399247769208097,,,,,,,,,,,,,,,,
1200.171614,61,selection_info,13644997368299628738,25,"(8, 1, 0, 7, 7)",0,-0.0066050958094758,0.0399806496768486,,,,,,,,,,,,,,,,
1200.171919,61,selection_info,16506691070021547649,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396690953199287,,,,,,,,,,,,,,,,
1200.172365,61,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399083160502033,,,,,,,,,,,,,,,,
1200.172735,61,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396690953199287,,,,,,,,,,,,,,,,
1200.173121,61,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399247769208097,,,,,,,,,,,,,,,,
1200.173487,61,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396690953199287,,,,,,,,,,,,,,,,
1200.17382,61,selection_info,1234113313308987156,25,"(8, 2, 0, 7, 7)",1,-0.0032669009584359,0.0401595421546826,,,,,,,,,,,,,,,,
1200.174177,61,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399247769208097,,,,,,,,,,,,,,,,
1200.174556,61,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399247769208097,,,,,,,,,,,,,,,,
1200.174951,61,selection_info,10577062229270185434,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396690953199287,,,,,,,,,,,,,,,,
1200.175345,61,selection_info,11806130149938443739,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396690953199287,,,,,,,,,,,,,,,,
1200.175734,61,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399083160502033,,,,,,,,,,,,,,,,
1200.176104,61,selection_info,8818734309448792929,25,"(8, 4, 1, 7, 7)",1,-0.0029691460699072,0.0401755375457993,,,,,,,,,,,,,,,,
1200.176607,61,selection_info,4223374082031152552,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396690953199287,,,,,,,,,,,,,,,,
1200.177031,61,selection_info,9877728866716932389,25,"(8, 2, 0, 7, 7)",1,-0.0032669009584359,0.0401595421546826,,,,,,,,,,,,,,,,
1200.177529,61,selection_info,4790340174930014383,25,"(8, 2, 0, 7, 7)",1,-0.0032669009584359,0.0401595421546826,,,,,,,,,,,,,,,,
1200.177921,61,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399083160502033,,,,,,,,,,,,,,,,
1200.178275,61,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396690953199287,,,,,,,,,,,,,,,,
1200.178649,61,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399247769208097,,,,,,,,,,,,,,,,
1200.179027,61,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399247769208097,,,,,,,,,,,,,,,,
1200.179407,61,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0414333974791815,0.0426335786359051,,,,,,,,,,,,,,,,
1200.179801,61,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399247769208097,,,,,,,,,,,,,,,,
1200.18019,61,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399247769208097,,,,,,,,,,,,,,,,
1200.180546,61,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399247769208097,,,,,,,,,,,,,,,,
1206.21767,61,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,0.8499598503112793,13.6
1206.218287,61,client_fit_metrics,4790340174930014383,,,,,,,,,,,,,,,,,,,,0.301722764968872,4.759090909090909
1206.21857,61,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3235619068145752,30.8625
1206.218841,61,client_fit_metrics,9877728866716932389,,,,,,,,,,,,,,,,,,,,0.1658008098602295,8.454545454545455
1206.219292,61,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1343352794647216,11.1375
1218.284291,61,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7716535433070866,0.671201814058957,0.928030303030303,0.660377358490566,441,0.0187633037567138,,
1218.284706,61,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7893738140417458,0.6958904109589041,0.9497716894977168,0.6753246753246753,365,0.0100383758544921,,
1218.285019,61,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0101242065429687,,
1218.285343,61,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7712418300653595,0.6568627450980392,0.9672131147540984,0.6413043478260869,102,0.0181937217712402,,
1218.2857,61,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0088362693786621,,
1218.286183,61,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0120356082916259,,
1218.286508,61,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0072014331817626,,
1218.286913,61,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7819905213270142,0.684931506849315,0.9428571428571428,0.6680161943319838,292,0.0141527652740478,,
1218.287253,61,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0106558799743652,,
1218.2876,61,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0222384929656982,,
1218.28794,61,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.01204514503479,,
1218.288321,61,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0119736194610595,,
1218.288657,61,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0113956928253173,,
1218.289121,61,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.773403324584427,0.6742138364779874,0.9266247379454928,0.6636636636636637,795,0.0246977806091308,,
1218.28948,61,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0139353275299072,,
1218.289935,61,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7816091954022989,0.6779661016949152,0.9577464788732394,0.6601941747572816,118,0.0093364715576171,,
1218.290453,61,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7739938080495357,0.6711711711711712,0.9398496240601504,0.6578947368421053,222,0.0156428813934326,,
1218.291092,61,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0284998416900634,,
1218.291422,61,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0093307495117187,,
1218.291818,61,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.0121212005615234,,
1218.292565,61,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7894736842105263,0.6954732510288066,0.9519725557461408,0.6743620899149453,1944,0.0318703651428222,,
1218.293052,61,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0175802707672119,,
1218.293429,61,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.009810447692871,,
1218.293929,61,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.009709358215332,,
1218.294293,61,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7851239669421488,0.6867469879518072,0.9540889526542324,0.6670010030090271,1162,0.0239136219024658,,
1218.299431,61,learning_update,1234113313308987156,,,,,,"(8, 2, 0, 7, 7)",0.0503457400072382,0.05,0.13,-0.1296542599927617,,,,,,,,,,,
1218.300146,61,learning_update,8818734309448792929,,,,,,"(8, 4, 1, 7, 7)",0.0503457400072382,0.05,0.13,-0.1296542599927617,,,,,,,,,,,
1218.300867,61,learning_update,9877728866716932389,,,,,,"(8, 2, 0, 7, 7)",0.0503457400072382,0.05,0.13,-0.1296542599927617,,,,,,,,,,,
1218.301602,61,learning_update,4790340174930014383,,,,,,"(8, 2, 0, 7, 7)",0.0503457400072382,0.05,0.13,-0.1296542599927617,,,,,,,,,,,
1218.302314,61,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0503457400072382,0.05,0.13,-0.1296542599927617,,,,,,,,,,,
1218.313065,62,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399552437609013,,,,,,,,,,,,,,,,
1218.313391,62,selection_info,13644997368299628738,25,"(8, 1, 0, 7, 7)",1,-0.0066050958094758,0.0400114403327825,,,,,,,,,,,,,,,,
1218.313697,62,selection_info,16506691070021547649,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.039698085383662,,,,,,,,,,,,,,,,
1218.314073,62,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399386875651037,,,,,,,,,,,,,,,,
1218.314375,62,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.039698085383662,,,,,,,,,,,,,,,,
1218.314714,62,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399552437609013,,,,,,,,,,,,,,,,
1218.315128,62,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.039698085383662,,,,,,,,,,,,,,,,
1218.315442,62,selection_info,1234113313308987156,25,"(8, 2, 0, 7, 7)",0,-0.0071428495215223,0.0399825303183165,,,,,,,,,,,,,,,,
1218.315839,62,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399552437609013,,,,,,,,,,,,,,,,
1218.316824,62,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399552437609013,,,,,,,,,,,,,,,,
1218.317136,62,selection_info,10577062229270185434,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.039698085383662,,,,,,,,,,,,,,,,
1218.317435,62,selection_info,11806130149938443739,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.039698085383662,,,,,,,,,,,,,,,,
1218.317836,62,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399386875651037,,,,,,,,,,,,,,,,
1218.318491,62,selection_info,8818734309448792929,25,"(8, 4, 1, 7, 7)",1,-0.0042627195237649,0.0401376121484943,,,,,,,,,,,,,,,,
1218.319037,62,selection_info,4223374082031152552,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.039698085383662,,,,,,,,,,,,,,,,
1218.319378,62,selection_info,9877728866716932389,25,"(8, 2, 0, 7, 7)",0,-0.0071428495215223,0.0399825303183165,,,,,,,,,,,,,,,,
1218.319983,62,selection_info,4790340174930014383,25,"(8, 2, 0, 7, 7)",0,-0.0071428495215223,0.0399825303183165,,,,,,,,,,,,,,,,
1218.320449,62,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399386875651037,,,,,,,,,,,,,,,,
1218.320944,62,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.039698085383662,,,,,,,,,,,,,,,,
1218.321277,62,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399552437609013,,,,,,,,,,,,,,,,
1218.321685,62,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399552437609013,,,,,,,,,,,,,,,,
1218.322012,62,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0400954214817747,0.0426035023347163,,,,,,,,,,,,,,,,
1218.322343,62,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399552437609013,,,,,,,,,,,,,,,,
1218.322632,62,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399552437609013,,,,,,,,,,,,,,,,
1218.323016,62,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399552437609013,,,,,,,,,,,,,,,,
1224.346689,62,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1223623752593994,8.286363636363637
1224.347311,62,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3148841857910156,31.20625
1224.347612,62,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,0.9546389579772948,13.581818181818182
1236.420378,62,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7893738140417458,0.6958904109589041,0.9497716894977168,0.6753246753246753,365,0.0102667808532714,,
1236.42082,62,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0155630111694335,,
1236.421138,62,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7851239669421488,0.6867469879518072,0.9540889526542324,0.6670010030090271,1162,0.024259328842163,,
1236.421538,62,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0077173709869384,,
1236.421922,62,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0299491882324218,,
1236.422175,62,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7716535433070866,0.671201814058957,0.928030303030303,0.660377358490566,441,0.019395112991333,,
1236.422499,62,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0106925964355468,,
1236.422794,62,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0101442337036132,,
1236.423172,62,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7816091954022989,0.6779661016949152,0.9577464788732394,0.6601941747572816,118,0.008331298828125,,
1236.423627,62,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0211660861968994,,
1236.424045,62,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.007204532623291,,
1236.424394,62,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7712418300653595,0.6568627450980392,0.9672131147540984,0.6413043478260869,102,0.0121421813964843,,
1236.42469,62,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0118906497955322,,
1236.425172,62,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7901849217638691,0.6965020576131687,0.9528301886792452,0.6749696233292831,1944,0.0301084518432617,,
1236.425581,62,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070431232452392,,
1236.425944,62,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7819905213270142,0.684931506849315,0.9428571428571428,0.6680161943319838,292,0.0151643753051757,,
1236.426232,62,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0097079277038574,,
1236.426557,62,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0096309185028076,,
1236.426883,62,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0091378688812255,,
1236.427261,62,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.773403324584427,0.6742138364779874,0.9266247379454928,0.6636636636636637,795,0.0290772914886474,,
1236.4278,62,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0200693607330322,,
1236.428213,62,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0215535163879394,,
1236.4285,62,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.0131075382232666,,
1236.428942,62,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0093514919281005,,
1236.429395,62,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7739938080495357,0.6711711711711712,0.9398496240601504,0.6578947368421053,222,0.0230269432067871,,
1236.43414,62,learning_update,13644997368299628738,,,,,,"(8, 1, 0, 7, 7)",0.0502580018042316,0.05,0.1,-0.0997419981957683,,,,,,,,,,,
1236.434853,62,learning_update,8818734309448792929,,,,,,"(8, 4, 1, 7, 7)",0.0502580018042316,0.05,0.1,-0.0997419981957683,,,,,,,,,,,
1236.435632,62,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0502580018042316,0.05,0.1,-0.0997419981957683,,,,,,,,,,,
1236.44623,63,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399400355572788,,,,,,,,,,,,,,,,
1236.446607,63,selection_info,13644997368299628738,25,"(8, 2, 0, 7, 7)",0,-0.0071428495215223,0.0399674488416148,,,,,,,,,,,,,,,,
1236.447104,63,selection_info,16506691070021547649,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396816874897718,,,,,,,,,,,,,,,,
1236.447418,63,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399234025154176,,,,,,,,,,,,,,,,
1236.447873,63,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396816874897718,,,,,,,,,,,,,,,,
1236.448298,63,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399400355572788,,,,,,,,,,,,,,,,
1236.448584,63,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396816874897718,,,,,,,,,,,,,,,,
1236.449107,63,selection_info,1234113313308987156,25,"(8, 2, 0, 7, 7)",0,-0.0071428495215223,0.0399674488416148,,,,,,,,,,,,,,,,
1236.449486,63,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399400355572788,,,,,,,,,,,,,,,,
1236.449857,63,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399400355572788,,,,,,,,,,,,,,,,
1236.45014,63,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399402122829101,,,,,,,,,,,,,,,,
1236.450492,63,selection_info,11806130149938443739,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396816874897718,,,,,,,,,,,,,,,,
1236.450925,63,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399234025154176,,,,,,,,,,,,,,,,
1236.451227,63,selection_info,8818734309448792929,25,"(8, 4, 1, 7, 7)",1,-0.0052558767861989,0.0400694582574491,,,,,,,,,,,,,,,,
1236.451606,63,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399402122829101,,,,,,,,,,,,,,,,
1236.452051,63,selection_info,9877728866716932389,25,"(8, 2, 0, 7, 7)",0,-0.0071428495215223,0.0399674488416148,,,,,,,,,,,,,,,,
1236.452494,63,selection_info,4790340174930014383,25,"(8, 2, 0, 7, 7)",0,-0.0071428495215223,0.0399674488416148,,,,,,,,,,,,,,,,
1236.452921,63,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399234025154176,,,,,,,,,,,,,,,,
1236.453332,63,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396816874897718,,,,,,,,,,,,,,,,
1236.453642,63,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399400355572788,,,,,,,,,,,,,,,,
1236.454016,63,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399400355572788,,,,,,,,,,,,,,,,
1236.454419,63,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0390579060783353,0.0425413567996491,,,,,,,,,,,,,,,,
1236.454777,63,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399400355572788,,,,,,,,,,,,,,,,
1236.455077,63,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399400355572788,,,,,,,,,,,,,,,,
1236.45546,63,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399400355572788,,,,,,,,,,,,,,,,
1242.472332,63,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,0.850430965423584,13.590909090909092
1242.472928,63,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3143377304077148,31.075
1254.553481,63,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0123543739318847,,
1254.55399,63,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7893738140417458,0.6958904109589041,0.9497716894977168,0.6753246753246753,365,0.009246826171875,,
1254.554427,63,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0138602256774902,,
1254.5548,63,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0097763538360595,,
1254.555159,63,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0087788105010986,,
1254.555538,63,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0080053806304931,,
1254.555946,63,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0274851322174072,,
1254.556376,63,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.773403324584427,0.6742138364779874,0.9266247379454928,0.6636636636636637,795,0.0232715606689453,,
1254.556716,63,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7712418300653595,0.6568627450980392,0.9672131147540984,0.6413043478260869,102,0.0201044082641601,,
1254.557095,63,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7739938080495357,0.6711711711711712,0.9398496240601504,0.6578947368421053,222,0.010711669921875,,
1254.557575,63,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7819905213270142,0.684931506849315,0.9428571428571428,0.6680161943319838,292,0.0180835723876953,,
1254.557879,63,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0104353427886962,,
1254.558286,63,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7863046044864227,0.6884681583476764,0.9555236728837876,0.6680040120361084,1162,0.0254557132720947,,
1254.558749,63,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.023186445236206,,
1254.559056,63,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7901849217638691,0.6965020576131687,0.9528301886792452,0.6749696233292831,1944,0.0291996002197265,,
1254.559503,63,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0089027881622314,,
1254.559946,63,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0148975849151611,,
1254.560342,63,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0101473331451416,,
1254.560805,63,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0137915611267089,,
1254.561132,63,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7816091954022989,0.6779661016949152,0.9577464788732394,0.6601941747572816,118,0.0091578960418701,,
1254.561488,63,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.008146047592163,,
1254.56188,63,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7716535433070866,0.671201814058957,0.928030303030303,0.660377358490566,441,0.017073631286621,,
1254.562182,63,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0091180801391601,,
1254.562589,63,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0084447860717773,,
1254.562909,63,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0097794532775878,,
1254.56729,63,learning_update,8818734309448792929,,,,,,"(8, 4, 1, 7, 7)",0.0502561967207169,0.05,0.08,-0.079743803279283,,,,,,,,,,,
1254.567982,63,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0502561967207169,0.05,0.08,-0.079743803279283,,,,,,,,,,,
1254.579893,64,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399349741197564,,,,,,,,,,,,,,,,
1254.580362,64,selection_info,13644997368299628738,25,"(8, 2, 0, 7, 7)",0,-0.0071428495215223,0.0399625217151679,,,,,,,,,,,,,,,,
1254.580767,64,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399351517109486,,,,,,,,,,,,,,,,
1254.581128,64,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.039918259630805,,,,,,,,,,,,,,,,
1254.581497,64,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396753649548103,,,,,,,,,,,,,,,,
1254.581805,64,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399349741197564,,,,,,,,,,,,,,,,
1254.582189,64,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396753649548103,,,,,,,,,,,,,,,,
1254.582588,64,selection_info,1234113313308987156,25,"(8, 2, 0, 7, 7)",0,-0.0071428495215223,0.0399625217151679,,,,,,,,,,,,,,,,
1254.583005,64,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399349741197564,,,,,,,,,,,,,,,,
1254.583465,64,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399349741197564,,,,,,,,,,,,,,,,
1254.583844,64,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399351517109486,,,,,,,,,,,,,,,,
1254.584266,64,selection_info,11806130149938443739,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396753649548103,,,,,,,,,,,,,,,,
1254.584678,64,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.039918259630805,,,,,,,,,,,,,,,,
1254.585023,64,selection_info,8818734309448792929,25,"(8, 4, 1, 7, 7)",1,-0.0060480589422055,0.0400219643730086,,,,,,,,,,,,,,,,
1254.585637,64,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399351517109486,,,,,,,,,,,,,,,,
1254.58615,64,selection_info,9877728866716932389,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.039937685756185,,,,,,,,,,,,,,,,
1254.586504,64,selection_info,4790340174930014383,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.039937685756185,,,,,,,,,,,,,,,,
1254.586887,64,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.039918259630805,,,,,,,,,,,,,,,,
1254.58722,64,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396753649548103,,,,,,,,,,,,,,,,
1254.587728,64,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399349741197564,,,,,,,,,,,,,,,,
1254.588001,64,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399349741197564,,,,,,,,,,,,,,,,
1254.588287,64,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0382214101394641,0.0425011597619751,,,,,,,,,,,,,,,,
1254.588701,64,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399349741197564,,,,,,,,,,,,,,,,
1254.589204,64,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399349741197564,,,,,,,,,,,,,,,,
1254.589509,64,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399349741197564,,,,,,,,,,,,,,,,
1260.60555,64,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,0.8524942398071289,13.609090909090908
1260.606079,64,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3155484199523926,30.875
1272.674451,64,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0081000328063964,,
1272.674847,64,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7739938080495357,0.6711711711711712,0.9398496240601504,0.6578947368421053,222,0.0143404006958007,,
1272.675208,64,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.0176949501037597,,
1272.675537,64,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0105979442596435,,
1272.67592,64,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0100245475769042,,
1272.676272,64,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0267736911773681,,
1272.676623,64,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7851239669421488,0.6867469879518072,0.9540889526542324,0.6670010030090271,1162,0.0287094116210937,,
1272.676985,64,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7901849217638691,0.6965020576131687,0.9528301886792452,0.6749696233292831,1944,0.0323238372802734,,
1272.677348,64,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0081081390380859,,
1272.67777,64,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0090198516845703,,
1272.678126,64,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7867298578199052,0.6917808219178082,0.9485714285714286,0.6720647773279352,292,0.0136137008666992,,
1272.678506,64,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.773403324584427,0.6742138364779874,0.9266247379454928,0.6636636636636637,795,0.0266051292419433,,
1272.678795,64,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0112197399139404,,
1272.679209,64,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7712418300653595,0.6568627450980392,0.9672131147540984,0.6413043478260869,102,0.0144658088684082,,
1272.679588,64,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7816091954022989,0.6779661016949152,0.9577464788732394,0.6601941747572816,118,0.0091028213500976,,
1272.679895,64,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0104870796203613,,
1272.680126,64,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0109655857086181,,
1272.680993,64,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0091962814331054,,
1272.681342,64,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0116693973541259,,
1272.681695,64,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7716535433070866,0.671201814058957,0.928030303030303,0.660377358490566,441,0.0152502059936523,,
1272.68194,64,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081493854522705,,
1272.682263,64,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0112967491149902,,
1272.682665,64,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0210633277893066,,
1272.683069,64,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0103571414947509,,
1272.683501,64,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0121245384216308,,
1272.687431,64,learning_update,8818734309448792929,,,,,,"(8, 4, 1, 7, 7)",0.0502604565386983,0.05,0.08,-0.0797395434613016,,,,,,,,,,,
1272.688449,64,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0502604565386983,0.05,0.08,-0.0797395434613016,,,,,,,,,,,
1272.699269,65,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399402848151791,,,,,,,,,,,,,,,,
1272.699695,65,selection_info,13644997368299628738,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.039943010440783,,,,,,,,,,,,,,,,
1272.699986,65,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399404633225255,,,,,,,,,,,,,,,,
1272.700342,65,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399234841176838,,,,,,,,,,,,,,,,
1272.700763,65,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396793406575623,,,,,,,,,,,,,,,,
1272.701163,65,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399402848151791,,,,,,,,,,,,,,,,
1272.701732,65,selection_info,5631037270461107728,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396793406575623,,,,,,,,,,,,,,,,
1272.702095,65,selection_info,1234113313308987156,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.039943010440783,,,,,,,,,,,,,,,,
1272.702405,65,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399402848151791,,,,,,,,,,,,,,,,
1272.702804,65,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399402848151791,,,,,,,,,,,,,,,,
1272.703209,65,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399404633225255,,,,,,,,,,,,,,,,
1272.703514,65,selection_info,11806130149938443739,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396793406575623,,,,,,,,,,,,,,,,
1272.703833,65,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399234841176838,,,,,,,,,,,,,,,,
1272.704226,65,selection_info,8818734309448792929,25,"(8, 4, 1, 7, 7)",0,-0.0068394063178763,0.0399845264708316,,,,,,,,,,,,,,,,
1272.70459,65,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399404633225255,,,,,,,,,,,,,,,,
1272.704837,65,selection_info,9877728866716932389,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.039943010440783,,,,,,,,,,,,,,,,
1272.705197,65,selection_info,4790340174930014383,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.039943010440783,,,,,,,,,,,,,,,,
1272.705527,65,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399234841176838,,,,,,,,,,,,,,,,
1272.705756,65,selection_info,17833758267265781484,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0396793406575623,,,,,,,,,,,,,,,,
1272.706101,65,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399402848151791,,,,,,,,,,,,,,,,
1272.706421,65,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399402848151791,,,,,,,,,,,,,,,,
1272.706728,65,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0373857932947116,0.0424716634785463,,,,,,,,,,,,,,,,
1272.70712,65,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399402848151791,,,,,,,,,,,,,,,,
1272.707568,65,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399402848151791,,,,,,,,,,,,,,,,
1272.707947,65,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399402848151791,,,,,,,,,,,,,,,,
1278.722068,65,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.309373140335083,30.8875
1290.794526,65,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0091381072998046,,
1290.794919,65,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0071132183074951,,
1290.795291,65,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7816091954022989,0.6779661016949152,0.9577464788732394,0.6601941747572816,118,0.0087246894836425,,
1290.795618,65,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0088503360748291,,
1290.795932,65,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7867298578199052,0.6917808219178082,0.9485714285714286,0.6720647773279352,292,0.0199522972106933,,
1290.796284,65,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0093417167663574,,
1290.796662,65,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0090842247009277,,
1290.796954,65,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.773403324584427,0.6742138364779874,0.9266247379454928,0.6636636636636637,795,0.0230462551116943,,
1290.797344,65,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7851239669421488,0.6867469879518072,0.9540889526542324,0.6670010030090271,1162,0.0201075077056884,,
1290.797738,65,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.0120651721954345,,
1290.798062,65,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0140202045440673,,
1290.798718,65,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0095136165618896,,
1290.799199,65,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0080575942993164,,
1290.799664,65,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0115752220153808,,
1290.800111,65,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0148348808288574,,
1290.800539,65,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7908961593172119,0.6975308641975309,0.95368782161235,0.675577156743621,1944,0.0395383834838867,,
1290.800845,65,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7712418300653595,0.6568627450980392,0.9672131147540984,0.6413043478260869,102,0.011176586151123,,
1290.801116,65,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.026885986328125,,
1290.801435,65,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0272865295410156,,
1290.801672,65,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0099365711212158,,
1290.801941,65,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0098090171813964,,
1290.802303,65,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0142509937286376,,
1290.803628,65,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0590894222259521,,
1290.804076,65,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7716535433070866,0.671201814058957,0.928030303030303,0.660377358490566,441,0.0336570739746093,,
1290.804494,65,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7739938080495357,0.6711711711711712,0.9398496240601504,0.6578947368421053,222,0.0112392902374267,,
1290.809576,65,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0502580018042315,0.03,0.05,-0.0297419981957685,,,,,,,,,,,
1290.823949,66,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398988643428171,,,,,,,,,,,,,,,,
1290.824385,66,selection_info,13644997368299628738,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.039901600824641,,,,,,,,,,,,,,,,
1290.824738,66,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398990435611331,,,,,,,,,,,,,,,,
1290.825065,66,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398819967485378,,,,,,,,,,,,,,,,
1290.825465,66,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398990435611331,,,,,,,,,,,,,,,,
1290.825719,66,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398988643428171,,,,,,,,,,,,,,,,
1290.826066,66,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398990435611331,,,,,,,,,,,,,,,,
1290.826676,66,selection_info,1234113313308987156,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.039901600824641,,,,,,,,,,,,,,,,
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1290.828225,66,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398990435611331,,,,,,,,,,,,,,,,
1290.828553,66,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398819967485378,,,,,,,,,,,,,,,,
1290.828927,66,selection_info,8818734309448792929,25,"(8, 4, 1, 7, 7)",0,-0.0068394063178763,0.0399432823298078,,,,,,,,,,,,,,,,
1290.829521,66,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398990435611331,,,,,,,,,,,,,,,,
1290.82993,66,selection_info,9877728866716932389,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.039901600824641,,,,,,,,,,,,,,,,
1290.830551,66,selection_info,4790340174930014383,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.039901600824641,,,,,,,,,,,,,,,,
1290.830869,66,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398819967485378,,,,,,,,,,,,,,,,
1290.831172,66,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398990435611331,,,,,,,,,,,,,,,,
1290.831569,66,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398988643428171,,,,,,,,,,,,,,,,
1290.831901,66,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398988643428171,,,,,,,,,,,,,,,,
1290.832333,66,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0370509875194592,0.042421240112728,,,,,,,,,,,,,,,,
1290.832688,66,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398988643428171,,,,,,,,,,,,,,,,
1290.833144,66,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398988643428171,,,,,,,,,,,,,,,,
1290.833727,66,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398988643428171,,,,,,,,,,,,,,,,
1296.847548,66,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3341946601867676,31.0375
1308.932904,66,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0097618103027343,,
1308.933321,66,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0102846622467041,,
1308.933688,66,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0084791183471679,,
1308.934126,66,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0159194469451904,,
1308.934729,66,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7867298578199052,0.6917808219178082,0.9485714285714286,0.6720647773279352,292,0.0284926891326904,,
1308.935153,66,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.011164903640747,,
1308.935546,66,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0084505081176757,,
1308.936152,66,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0120134353637695,,
1308.936449,66,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0077896118164062,,
1308.936826,66,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7816091954022989,0.6779661016949152,0.9577464788732394,0.6601941747572816,118,0.010089635848999,,
1308.937274,66,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.023500919342041,,
1308.937588,66,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.008415937423706,,
1308.937916,66,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7908961593172119,0.6975308641975309,0.95368782161235,0.675577156743621,1944,0.0301337242126464,,
1308.938203,66,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7739938080495357,0.6711711711711712,0.9398496240601504,0.6578947368421053,222,0.0113334655761718,,
1308.938526,66,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0113966464996337,,
1308.938841,66,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7716535433070866,0.671201814058957,0.928030303030303,0.660377358490566,441,0.0317885875701904,,
1308.939109,66,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0093979835510253,,
1308.939371,66,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7712418300653595,0.6568627450980392,0.9672131147540984,0.6413043478260869,102,0.0108792781829833,,
1308.939691,66,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7863046044864227,0.6884681583476764,0.9555236728837876,0.6680040120361084,1162,0.0221290588378906,,
1308.940043,66,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0295195579528808,,
1308.940335,66,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0126457214355468,,
1308.940664,66,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.773403324584427,0.6742138364779874,0.9266247379454928,0.6636636636636637,795,0.0282690525054931,,
1308.940912,66,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0150458812713623,,
1308.941204,66,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.0148580074310302,,
1308.941452,66,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0084564685821533,,
1308.946006,66,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0505215578612609,0.03,0.05,-0.029478442138739,,,,,,,,,,,
1308.95853,67,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398775717523338,,,,,,,,,,,,,,,,
1308.959009,67,selection_info,13644997368299628738,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.0398803205180769,,,,,,,,,,,,,,,,
1308.959282,67,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398777517751222,,,,,,,,,,,,,,,,
1308.959546,67,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398606284612542,,,,,,,,,,,,,,,,
1308.95992,67,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398777517751222,,,,,,,,,,,,,,,,
1308.960299,67,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398775717523338,,,,,,,,,,,,,,,,
1308.960708,67,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398777517751222,,,,,,,,,,,,,,,,
1308.96105,67,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",1,-0.0049297062245724,0.0400274032170569,,,,,,,,,,,,,,,,
1308.961371,67,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398775717523338,,,,,,,,,,,,,,,,
1308.961821,67,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398775717523338,,,,,,,,,,,,,,,,
1308.962304,67,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398777517751222,,,,,,,,,,,,,,,,
1308.962618,67,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398777517751222,,,,,,,,,,,,,,,,
1308.963066,67,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398606284612542,,,,,,,,,,,,,,,,
1308.96349,67,selection_info,8818734309448792929,25,"(8, 3, 1, 7, 7)",1,-0.0050475173618283,0.040020904453443,,,,,,,,,,,,,,,,
1308.963846,67,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398777517751222,,,,,,,,,,,,,,,,
1308.964229,67,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",1,-0.0049297062245724,0.0400274032170569,,,,,,,,,,,,,,,,
1308.964559,67,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",1,-0.0049297062245724,0.0400274032170569,,,,,,,,,,,,,,,,
1308.964897,67,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398606284612542,,,,,,,,,,,,,,,,
1308.965246,67,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398777517751222,,,,,,,,,,,,,,,,
1308.96555,67,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398775717523338,,,,,,,,,,,,,,,,
1308.965933,67,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398775717523338,,,,,,,,,,,,,,,,
1308.966303,67,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0367191521105524,0.0423922717966868,,,,,,,,,,,,,,,,
1308.966643,67,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398775717523338,,,,,,,,,,,,,,,,
1308.96699,67,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398775717523338,,,,,,,,,,,,,,,,
1308.967327,67,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398775717523338,,,,,,,,,,,,,,,,
1315.001887,67,client_fit_metrics,9877728866716932389,,,,,,,,,,,,,,,,,,,,0.1653749942779541,8.527272727272727
1315.00239,67,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3399717807769775,30.88125
1315.002711,67,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1366379261016845,10.39375
1315.003054,67,client_fit_metrics,4790340174930014383,,,,,,,,,,,,,,,,,,,,0.2607252597808838,4.559090909090909
1315.003373,67,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,0.9434645175933838,13.590909090909092
1327.130887,67,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0151944160461425,,
1327.131331,67,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0106379985809326,,
1327.131893,67,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076541900634765,,
1327.132342,67,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0088913440704345,,
1327.132766,67,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7863046044864227,0.6884681583476764,0.9555236728837876,0.6680040120361084,1162,0.0213017463684082,,
1327.133039,67,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0112185478210449,,
1327.133328,67,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0084204673767089,,
1327.133612,67,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0125486850738525,,
1327.133991,67,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0076408386230468,,
1327.13432,67,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7867298578199052,0.6917808219178082,0.9485714285714286,0.6720647773279352,292,0.025538682937622,,
1327.134618,67,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0165262222290039,,
1327.13496,67,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.0142581462860107,,
1327.135242,67,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0074396133422851,,
1327.13547,67,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0090675354003906,,
1327.135786,67,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0149092674255371,,
1327.136058,67,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0098738670349121,,
1327.136361,67,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7739938080495357,0.6711711711711712,0.9398496240601504,0.6578947368421053,222,0.0185272693634033,,
1327.136649,67,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7816091954022989,0.6779661016949152,0.9577464788732394,0.6601941747572816,118,0.0089046955108642,,
1327.136934,67,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7751531058617673,0.6767295597484276,0.9287211740041929,0.6651651651651652,795,0.0330562591552734,,
1327.137304,67,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7716535433070866,0.671201814058957,0.928030303030303,0.660377358490566,441,0.0325901508331298,,
1327.137572,67,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7908961593172119,0.6975308641975309,0.95368782161235,0.675577156743621,1944,0.0309765338897705,,
1327.137995,67,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.010157823562622,,
1327.138328,67,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0157115459442138,,
1327.138665,67,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0149016380310058,,
1327.139046,67,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0101861953735351,,
1327.143504,67,learning_update,1234113313308987156,,,,,,"(8, 0, 0, 7, 7)",0.0505092629928362,0.04,0.13,-0.1194907370071637,,,,,,,,,,,
1327.144405,67,learning_update,8818734309448792929,,,,,,"(8, 3, 1, 7, 7)",0.0505092629928362,0.04,0.13,-0.1194907370071637,,,,,,,,,,,
1327.144998,67,learning_update,9877728866716932389,,,,,,"(8, 0, 0, 7, 7)",0.0505092629928362,0.04,0.13,-0.1194907370071637,,,,,,,,,,,
1327.145591,67,learning_update,4790340174930014383,,,,,,"(8, 0, 0, 7, 7)",0.0505092629928362,0.04,0.13,-0.1194907370071637,,,,,,,,,,,
1327.146234,67,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0505092629928362,0.04,0.13,-0.1194907370071637,,,,,,,,,,,
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1327.159832,68,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399023916231817,,,,,,,,,,,,,,,,
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1327.160675,68,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399022105839672,,,,,,,,,,,,,,,,
1327.161012,68,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399023916231817,,,,,,,,,,,,,,,,
1327.161326,68,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399023916231817,,,,,,,,,,,,,,,,
1327.161666,68,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398851716478119,,,,,,,,,,,,,,,,
1327.161994,68,selection_info,8818734309448792929,25,"(8, 3, 1, 7, 7)",0,-0.0062373772145381,0.0399804060859975,,,,,,,,,,,,,,,,
1327.16235,68,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399023916231817,,,,,,,,,,,,,,,,
1327.16273,68,selection_info,9877728866716932389,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.0399049748699551,,,,,,,,,,,,,,,,
1327.163058,68,selection_info,4790340174930014383,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.0399049748699551,,,,,,,,,,,,,,,,
1327.16349,68,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398851716478119,,,,,,,,,,,,,,,,
1327.163949,68,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399023916231817,,,,,,,,,,,,,,,,
1327.164293,68,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399022105839672,,,,,,,,,,,,,,,,
1327.164593,68,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399022105839672,,,,,,,,,,,,,,,,
1327.164977,68,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0354875255883702,0.0423591751113163,,,,,,,,,,,,,,,,
1327.165356,68,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399022105839672,,,,,,,,,,,,,,,,
1327.165771,68,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399022105839672,,,,,,,,,,,,,,,,
1327.166141,68,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399022105839672,,,,,,,,,,,,,,,,
1333.178842,68,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3282787799835205,31.03125
1345.249737,68,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0082182884216308,,
1345.250159,68,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0090184211730957,,
1345.250531,68,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.0166182518005371,,
1345.250912,68,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.007770299911499,,
1345.251195,68,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0082259178161621,,
1345.251565,68,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7716535433070866,0.671201814058957,0.928030303030303,0.660377358490566,441,0.0256445407867431,,
1345.251917,68,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0265552997589111,,
1345.25225,68,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7739938080495357,0.6711711711711712,0.9398496240601504,0.6578947368421053,222,0.0230882167816162,,
1345.252597,68,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.008591890335083,,
1345.252877,68,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0306851863861084,,
1345.253176,68,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7863046044864227,0.6884681583476764,0.9555236728837876,0.6680040120361084,1162,0.0217306613922119,,
1345.253593,68,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0143773555755615,,
1345.253902,68,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0099267959594726,,
1345.254257,68,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7924528301886793,0.705685618729097,0.9385474860335196,0.6857142857142857,299,0.0145697593688964,,
1345.254587,68,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0361464023590087,,
1345.254961,68,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0129766464233398,,
1345.255326,68,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7867298578199052,0.6917808219178082,0.9485714285714286,0.6720647773279352,292,0.0137875080108642,,
1345.255644,68,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079870223999023,,
1345.255961,68,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0079798698425292,,
1345.256274,68,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7908961593172119,0.6975308641975309,0.95368782161235,0.675577156743621,1944,0.0299339294433593,,
1345.256562,68,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7835051546391752,0.6858974358974359,0.9466192170818504,0.6683417085427136,468,0.0136671066284179,,
1345.256851,68,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7751531058617673,0.6767295597484276,0.9287211740041929,0.6651651651651652,795,0.0266761779785156,,
1345.257114,68,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0112171173095703,,
1345.257442,68,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0166611671447753,,
1345.25774,68,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.011263370513916,,
1345.261165,68,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0507735112052424,0.03,0.05,-0.0292264887947575,,,,,,,,,,,
1345.272227,69,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398909826894953,,,,,,,,,,,,,,,,
1345.272677,69,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398418831406448,,,,,,,,,,,,,,,,
1345.272961,69,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398911645872576,,,,,,,,,,,,,,,,
1345.273235,69,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398738629676336,,,,,,,,,,,,,,,,
1345.273584,69,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398911645872576,,,,,,,,,,,,,,,,
1345.273902,69,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398909826894953,,,,,,,,,,,,,,,,
1345.274203,69,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398911645872576,,,,,,,,,,,,,,,,
1345.27455,69,selection_info,1234113313308987156,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.0398937600850936,,,,,,,,,,,,,,,,
1345.274887,69,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398909826894953,,,,,,,,,,,,,,,,
1345.275112,69,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398909826894953,,,,,,,,,,,,,,,,
1345.275406,69,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398911645872576,,,,,,,,,,,,,,,,
1345.275727,69,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398911645872576,,,,,,,,,,,,,,,,
1345.276034,69,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398738629676336,,,,,,,,,,,,,,,,
1345.276305,69,selection_info,8818734309448792929,25,"(8, 2, 1, 7, 7)",1,-0.0010790945153874,0.0402576012851457,,,,,,,,,,,,,,,,
1345.276841,69,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398911645872576,,,,,,,,,,,,,,,,
1345.277148,69,selection_info,9877728866716932389,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.0398937600850936,,,,,,,,,,,,,,,,
1345.277469,69,selection_info,4790340174930014383,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.0398937600850936,,,,,,,,,,,,,,,,
1345.277721,69,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398738629676336,,,,,,,,,,,,,,,,
1345.278028,69,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398911645872576,,,,,,,,,,,,,,,,
1345.278276,69,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398909826894953,,,,,,,,,,,,,,,,
1345.278656,69,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398909826894953,,,,,,,,,,,,,,,,
1345.278919,69,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0351597731748342,0.0423406500997663,,,,,,,,,,,,,,,,
1345.279211,69,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398909826894953,,,,,,,,,,,,,,,,
1345.279542,69,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398909826894953,,,,,,,,,,,,,,,,
1345.27987,69,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398909826894953,,,,,,,,,,,,,,,,
1354.299113,69,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3285431861877441,31.075
1354.299678,69,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,0.92254376411438,13.613636363636363
1366.412548,69,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0086503028869628,,
1366.412973,69,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7867298578199052,0.6917808219178082,0.9485714285714286,0.6720647773279352,292,0.0100471973419189,,
1366.413524,69,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7716535433070866,0.671201814058957,0.928030303030303,0.660377358490566,441,0.0146629810333251,,
1366.413955,69,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0160548686981201,,
1366.414367,69,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.008843183517456,,
1366.414786,69,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0186972618103027,,
1366.415144,69,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0217196941375732,,
1366.415547,69,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0083694458007812,,
1366.415822,69,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0112910270690917,,
1366.416111,69,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.0130484104156494,,
1366.416552,69,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0082020759582519,,
1366.41686,69,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0091083049774169,,
1366.417261,69,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0147252082824707,,
1366.417681,69,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0087559223175048,,
1366.418105,69,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0242660045623779,,
1366.418642,69,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7916073968705548,0.698559670781893,0.9545454545454546,0.6761846901579587,1944,0.0288400650024414,,
1366.419038,69,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0130462646484375,,
1366.419463,69,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7751531058617673,0.6767295597484276,0.9287211740041929,0.6651651651651652,795,0.0218710899353027,,
1366.419919,69,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0093286037445068,,
1366.420367,69,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7739938080495357,0.6711711711711712,0.9398496240601504,0.6578947368421053,222,0.0172107219696044,,
1366.420729,69,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0128698348999023,,
1366.421002,69,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7863046044864227,0.6884681583476764,0.9555236728837876,0.6680040120361084,1162,0.0206987857818603,,
1366.421362,69,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0077986717224121,,
1366.421661,69,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0096168518066406,,
1366.421982,69,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0142498016357421,,
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1366.43923,70,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398462264737035,,,,,,,,,,,,,,,,
1366.43976,70,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398957611186897,,,,,,,,,,,,,,,,
1366.440072,70,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398783705717007,,,,,,,,,,,,,,,,
1366.440523,70,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398957611186897,,,,,,,,,,,,,,,,
1366.440926,70,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398955782858068,,,,,,,,,,,,,,,,
1366.441243,70,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398957611186897,,,,,,,,,,,,,,,,
1366.441685,70,selection_info,1234113313308987156,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.0398983699602104,,,,,,,,,,,,,,,,
1366.442068,70,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398955782858068,,,,,,,,,,,,,,,,
1366.442407,70,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398955782858068,,,,,,,,,,,,,,,,
1366.442696,70,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398957611186897,,,,,,,,,,,,,,,,
1366.443009,70,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398957611186897,,,,,,,,,,,,,,,,
1366.443325,70,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398783705717007,,,,,,,,,,,,,,,,
1366.443684,70,selection_info,8818734309448792929,25,"(8, 2, 1, 7, 7)",1,-0.0021797694344084,0.0402021323726151,,,,,,,,,,,,,,,,
1366.443972,70,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398957611186897,,,,,,,,,,,,,,,,
1366.444271,70,selection_info,9877728866716932389,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.0398983699602104,,,,,,,,,,,,,,,,
1366.444611,70,selection_info,4790340174930014383,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.0398983699602104,,,,,,,,,,,,,,,,
1366.444949,70,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398783705717007,,,,,,,,,,,,,,,,
1366.445235,70,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398957611186897,,,,,,,,,,,,,,,,
1366.445617,70,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398955782858068,,,,,,,,,,,,,,,,
1366.446015,70,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398955782858068,,,,,,,,,,,,,,,,
1366.446395,70,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0340228593881231,0.0422908871548581,,,,,,,,,,,,,,,,
1366.446842,70,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398955782858068,,,,,,,,,,,,,,,,
1366.447324,70,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398955782858068,,,,,,,,,,,,,,,,
1366.447717,70,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398955782858068,,,,,,,,,,,,,,,,
1372.465791,70,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,0.9556224346160888,13.622727272727271
1372.46629,70,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3480379581451416,31.13125
1384.532932,70,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7851239669421488,0.6867469879518072,0.9540889526542324,0.6670010030090271,1162,0.0240681171417236,,
1384.533376,70,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7716535433070866,0.671201814058957,0.928030303030303,0.660377358490566,441,0.0204503536224365,,
1384.53372,70,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0100307464599609,,
1384.534078,70,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0110979080200195,,
1384.534384,70,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0150468349456787,,
1384.534718,70,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0083043575286865,,
1384.535029,70,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0142114162445068,,
1384.535386,70,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0102243423461914,,
1384.535674,70,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0114459991455078,,
1384.535911,70,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7908961593172119,0.6975308641975309,0.95368782161235,0.675577156743621,1944,0.0313286781311035,,
1384.536227,70,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.0181038379669189,,
1384.536521,70,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078229904174804,,
1384.536767,70,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7867298578199052,0.6917808219178082,0.9485714285714286,0.6720647773279352,292,0.0147724151611328,,
1384.537028,70,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0185022354125976,,
1384.537364,70,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0149800777435302,,
1384.537838,70,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0162708759307861,,
1384.538305,70,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.009552001953125,,
1384.538625,70,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0209569931030273,,
1384.538927,70,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0144612789154052,,
1384.539331,70,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7751531058617673,0.6767295597484276,0.9287211740041929,0.6651651651651652,795,0.0196919441223144,,
1384.53965,70,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0111479759216308,,
1384.53994,70,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0081803798675537,,
1384.540355,70,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7739938080495357,0.6711711711711712,0.9398496240601504,0.6578947368421053,222,0.013899803161621,,
1384.540785,70,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0091791152954101,,
1384.541156,70,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0107290744781494,,
1384.544804,70,learning_update,8818734309448792929,,,,,,"(8, 2, 1, 7, 7)",-0.0005221339637412,0.03,0.08,-0.1105221339637412,,,,,,,,,,,
1384.545528,70,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",-0.0005221339637412,0.03,0.08,-0.1105221339637412,,,,,,,,,,,
1384.557182,71,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399068705263246,,,,,,,,,,,,,,,,
1384.557731,71,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398572568308081,,,,,,,,,,,,,,,,
1384.558211,71,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399070543299764,,,,,,,,,,,,,,,,
1384.558596,71,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398895714651338,,,,,,,,,,,,,,,,
1384.559,71,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399070543299764,,,,,,,,,,,,,,,,
1384.55937,71,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399068705263246,,,,,,,,,,,,,,,,
1384.559781,71,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399070543299764,,,,,,,,,,,,,,,,
1384.560181,71,selection_info,1234113313308987156,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.0399096770238564,,,,,,,,,,,,,,,,
1384.560582,71,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399068705263246,,,,,,,,,,,,,,,,
1384.560963,71,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399068705263246,,,,,,,,,,,,,,,,
1384.561426,71,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399070543299764,,,,,,,,,,,,,,,,
1384.561838,71,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399070543299764,,,,,,,,,,,,,,,,
1384.562213,71,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398895714651338,,,,,,,,,,,,,,,,
1384.562661,71,selection_info,8818734309448792929,25,"(8, 3, 1, 7, 7)",0,-0.0062373772145381,0.0399862612352186,,,,,,,,,,,,,,,,
1384.563036,71,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399070543299764,,,,,,,,,,,,,,,,
1384.563393,71,selection_info,9877728866716932389,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.0399096770238564,,,,,,,,,,,,,,,,
1384.563695,71,selection_info,4790340174930014383,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.0399096770238564,,,,,,,,,,,,,,,,
1384.564034,71,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398895714651338,,,,,,,,,,,,,,,,
1384.564417,71,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399070543299764,,,,,,,,,,,,,,,,
1384.564795,71,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399068705263246,,,,,,,,,,,,,,,,
1384.565086,71,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399068705263246,,,,,,,,,,,,,,,,
1384.565455,71,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0328836151890975,0.0422475214202452,,,,,,,,,,,,,,,,
1384.56574,71,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399068705263246,,,,,,,,,,,,,,,,
1384.566145,71,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399068705263246,,,,,,,,,,,,,,,,
1384.566498,71,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399068705263246,,,,,,,,,,,,,,,,
1390.579707,71,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3361985683441162,31.09375
1402.692168,71,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0150773525238037,,
1402.69257,71,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7867298578199052,0.6917808219178082,0.9485714285714286,0.6720647773279352,292,0.0134720802307128,,
1402.692998,71,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7863046044864227,0.6884681583476764,0.9555236728837876,0.6680040120361084,1162,0.0262801647186279,,
1402.693397,71,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0116732120513916,,
1402.693715,71,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0105798244476318,,
1402.694079,71,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0152475833892822,,
1402.6944,71,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0077958106994628,,
1402.695275,71,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0150353908538818,,
1402.695773,71,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0100963115692138,,
1402.696124,71,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7716535433070866,0.671201814058957,0.928030303030303,0.660377358490566,441,0.0174739360809326,,
1402.696429,71,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.008277416229248,,
1402.696718,71,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7908961593172119,0.6975308641975309,0.95368782161235,0.675577156743621,1944,0.0347800254821777,,
1402.697156,71,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.010385513305664,,
1402.697537,71,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0081005096435546,,
1402.697945,71,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7739938080495357,0.6711711711711712,0.9398496240601504,0.6578947368421053,222,0.0132491588592529,,
1402.698238,71,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0107293128967285,,
1402.69855,71,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0087578296661376,,
1402.698918,71,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0164296627044677,,
1402.699239,71,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.010369062423706,,
1402.699631,71,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7751531058617673,0.6767295597484276,0.9287211740041929,0.6651651651651652,795,0.0429306030273437,,
1402.700249,71,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.0157978534698486,,
1402.701409,71,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0144331455230712,,
1402.702396,71,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0080444812774658,,
1402.703127,71,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0157814025878906,,
1402.703957,71,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0215611457824707,,
1402.71055,71,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0001294661356897,0.03,0.05,-0.0798705338643102,,,,,,,,,,,
1402.730651,72,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399083708563312,,,,,,,,,,,,,,,,
1402.7315,72,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398585061273028,,,,,,,,,,,,,,,,
1402.732044,72,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399085555905653,,,,,,,,,,,,,,,,
1402.732648,72,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398909842306071,,,,,,,,,,,,,,,,
1402.73319,72,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399085555905653,,,,,,,,,,,,,,,,
1402.733682,72,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399083708563312,,,,,,,,,,,,,,,,
1402.734032,72,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399085555905653,,,,,,,,,,,,,,,,
1402.734349,72,selection_info,1234113313308987156,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.0399111915633868,,,,,,,,,,,,,,,,
1402.735097,72,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399083708563312,,,,,,,,,,,,,,,,
1402.735969,72,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399083708563312,,,,,,,,,,,,,,,,
1402.73705,72,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399085555905653,,,,,,,,,,,,,,,,
1402.737497,72,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399085555905653,,,,,,,,,,,,,,,,
1402.738142,72,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398909842306071,,,,,,,,,,,,,,,,
1402.739035,72,selection_info,8818734309448792929,25,"(8, 3, 1, 7, 7)",0,-0.0062373772145381,0.0399881639112813,,,,,,,,,,,,,,,,
1402.739518,72,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399085555905653,,,,,,,,,,,,,,,,
1402.740021,72,selection_info,9877728866716932389,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.0399111915633868,,,,,,,,,,,,,,,,
1402.74167,72,selection_info,4790340174930014383,25,"(8, 1, 0, 7, 7)",0,-0.0076007504790324,0.0399111915633868,,,,,,,,,,,,,,,,
1402.742174,72,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398909842306071,,,,,,,,,,,,,,,,
1402.743778,72,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399085555905653,,,,,,,,,,,,,,,,
1402.744463,72,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399083708563312,,,,,,,,,,,,,,,,
1402.74513,72,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399083708563312,,,,,,,,,,,,,,,,
1402.746125,72,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0320520262352653,0.0422115757384955,,,,,,,,,,,,,,,,
1402.746635,72,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399083708563312,,,,,,,,,,,,,,,,
1402.747099,72,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399083708563312,,,,,,,,,,,,,,,,
1402.747588,72,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399083708563312,,,,,,,,,,,,,,,,
1408.763002,72,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3596971035003662,30.9625
1420.879144,72,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0118741989135742,,
1420.879588,72,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7739938080495357,0.6711711711711712,0.9398496240601504,0.6578947368421053,222,0.0152299404144287,,
1420.880001,72,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0105047225952148,,
1420.8804,72,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7867298578199052,0.6917808219178082,0.9485714285714286,0.6720647773279352,292,0.0138757228851318,,
1420.880783,72,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7816091954022989,0.6779661016949152,0.9577464788732394,0.6601941747572816,118,0.0091044902801513,,
1420.881279,72,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0099413394927978,,
1420.881687,72,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0140385627746582,,
1420.882309,72,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7751531058617673,0.6767295597484276,0.9287211740041929,0.6651651651651652,795,0.0332763195037841,,
1420.882922,72,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7851239669421488,0.6867469879518072,0.9540889526542324,0.6670010030090271,1162,0.0213499069213867,,
1420.883253,72,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0240428447723388,,
1420.883593,72,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0102880001068115,,
1420.884037,72,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0095977783203125,,
1420.884384,72,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070421695709228,,
1420.884695,72,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7716535433070866,0.671201814058957,0.928030303030303,0.660377358490566,441,0.0178768634796142,,
1420.885051,72,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0202598571777343,,
1420.885371,72,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0086324214935302,,
1420.885801,72,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079505443572998,,
1420.886252,72,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0107529163360595,,
1420.886516,72,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0087175369262695,,
1420.88677,72,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.02071213722229,,
1420.8871,72,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0141446590423583,,
1420.887454,72,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.0257618427276611,,
1420.887731,72,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0088658332824707,,
1420.888148,72,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7908961593172119,0.6975308641975309,0.95368782161235,0.675577156743621,1944,0.0284070968627929,,
1420.888557,72,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0094900131225585,,
1420.892325,72,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",-0.0003416889280149,0.03,0.05,-0.0803416889280149,,,,,,,,,,,
1420.904477,73,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399096082382297,,,,,,,,,,,,,,,,
1420.904834,73,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398594915365775,,,,,,,,,,,,,,,,
1420.905163,73,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039909793906534,,,,,,,,,,,,,,,,
1420.905452,73,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398921337199909,,,,,,,,,,,,,,,,
1420.905758,73,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039909793906534,,,,,,,,,,,,,,,,
1420.906175,73,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399096082382297,,,,,,,,,,,,,,,,
1420.906532,73,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039909793906534,,,,,,,,,,,,,,,,
1420.907011,73,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398594915365775,,,,,,,,,,,,,,,,
1420.907419,73,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399096082382297,,,,,,,,,,,,,,,,
1420.907769,73,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399096082382297,,,,,,,,,,,,,,,,
1420.908199,73,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039909793906534,,,,,,,,,,,,,,,,
1420.908558,73,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039909793906534,,,,,,,,,,,,,,,,
1420.90915,73,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398921337199909,,,,,,,,,,,,,,,,
1420.909612,73,selection_info,8818734309448792929,25,"(8, 2, 1, 7, 7)",1,-0.0033193294746326,0.0401558883493674,,,,,,,,,,,,,,,,
1420.91005,73,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039909793906534,,,,,,,,,,,,,,,,
1420.910485,73,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398594915365775,,,,,,,,,,,,,,,,
1420.911066,73,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398594915365775,,,,,,,,,,,,,,,,
1420.911472,73,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398921337199909,,,,,,,,,,,,,,,,
1420.91192,73,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039909793906534,,,,,,,,,,,,,,,,
1420.912325,73,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399096082382297,,,,,,,,,,,,,,,,
1420.91269,73,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399096082382297,,,,,,,,,,,,,,,,
1420.913066,73,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0312165573197499,0.0421747128545431,,,,,,,,,,,,,,,,
1420.913379,73,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399096082382297,,,,,,,,,,,,,,,,
1420.913724,73,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399096082382297,,,,,,,,,,,,,,,,
1420.914353,73,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399096082382297,,,,,,,,,,,,,,,,
1429.932111,73,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3533670902252197,30.94375
1429.932749,73,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,0.9399194717407228,13.595454545454546
1441.991517,73,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0188195705413818,,
1441.991895,73,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0083825588226318,,
1441.992178,73,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0124223232269287,,
1441.992581,73,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7916073968705548,0.698559670781893,0.9545454545454546,0.6761846901579587,1944,0.0322206020355224,,
1441.992953,73,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.012930154800415,,
1441.993361,73,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0100271701812744,,
1441.993726,73,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7716535433070866,0.671201814058957,0.928030303030303,0.660377358490566,441,0.0223410129547119,,
1441.994094,73,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7867298578199052,0.6917808219178082,0.9485714285714286,0.6720647773279352,292,0.0251131057739257,,
1441.99442,73,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.0140769481658935,,
1441.994768,73,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0096931457519531,,
1441.995065,73,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0080668926239013,,
1441.99536,73,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0121927261352539,,
1441.995739,73,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7851239669421488,0.6867469879518072,0.9540889526542324,0.6670010030090271,1162,0.0240349769592285,,
1441.996132,73,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0089268684387207,,
1441.99647,73,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0085988044738769,,
1441.99688,73,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7739938080495357,0.6711711711711712,0.9398496240601504,0.6578947368421053,222,0.0145149230957031,,
1441.997279,73,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0292971134185791,,
1441.997683,73,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0108809471130371,,
1441.998011,73,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0125176906585693,,
1441.998287,73,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.010577917098999,,
1441.998754,73,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0107312202453613,,
1441.999096,73,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0085330009460449,,
1441.999406,73,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0084211826324462,,
1441.999728,73,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7751531058617673,0.6767295597484276,0.9287211740041929,0.6651651651651652,795,0.0454883575439453,,
1442.000088,73,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0095541477203369,,
1442.004336,73,learning_update,8818734309448792929,,,,,,"(8, 2, 1, 7, 7)",0.0003921704205194,0.03,0.08,-0.1096078295794805,,,,,,,,,,,
1442.004992,73,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0003921704205194,0.03,0.08,-0.1096078295794805,,,,,,,,,,,
1442.017437,74,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399185129486614,,,,,,,,,,,,,,,,
1442.017917,74,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398681333253405,,,,,,,,,,,,,,,,
1442.018264,74,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399186995916079,,,,,,,,,,,,,,,,
1442.018586,74,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399009467196848,,,,,,,,,,,,,,,,
1442.018888,74,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399186995916079,,,,,,,,,,,,,,,,
1442.019246,74,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399185129486614,,,,,,,,,,,,,,,,
1442.019537,74,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399186995916079,,,,,,,,,,,,,,,,
1442.019958,74,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398681333253405,,,,,,,,,,,,,,,,
1442.020259,74,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399185129486614,,,,,,,,,,,,,,,,
1442.02057,74,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399185129486614,,,,,,,,,,,,,,,,
1442.020892,74,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399186995916079,,,,,,,,,,,,,,,,
1442.02117,74,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399186995916079,,,,,,,,,,,,,,,,
1442.021443,74,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399009467196848,,,,,,,,,,,,,,,,
1442.021799,74,selection_info,8818734309448792929,25,"(8, 3, 1, 7, 7)",0,-0.0062373772145381,0.0399991312516017,,,,,,,,,,,,,,,,
1442.022064,74,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399186995916079,,,,,,,,,,,,,,,,
1442.022385,74,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398681333253405,,,,,,,,,,,,,,,,
1442.022691,74,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398681333253405,,,,,,,,,,,,,,,,
1442.023012,74,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399009467196848,,,,,,,,,,,,,,,,
1442.023313,74,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399186995916079,,,,,,,,,,,,,,,,
1442.02359,74,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399185129486614,,,,,,,,,,,,,,,,
1442.023916,74,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399185129486614,,,,,,,,,,,,,,,,
1442.024254,74,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0300892624666353,0.0421279816087734,,,,,,,,,,,,,,,,
1442.024572,74,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399185129486614,,,,,,,,,,,,,,,,
1442.024933,74,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399185129486614,,,,,,,,,,,,,,,,
1442.025294,74,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399185129486614,,,,,,,,,,,,,,,,
1448.03674,74,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3575096130371094,30.975
1460.123896,74,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0083978176116943,,
1460.124355,74,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.009289264678955,,
1460.124769,74,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.0226802825927734,,
1460.125135,74,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7801857585139319,0.6801801801801802,0.9473684210526316,0.6631578947368421,222,0.0143802165985107,,
1460.125595,74,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.010244607925415,,
1460.125948,74,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0133712291717529,,
1460.126305,74,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0091831684112548,,
1460.126763,74,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0119740962982177,,
1460.127117,74,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.010697603225708,,
1460.127527,74,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0224764347076416,,
1460.127935,74,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.010883092880249,,
1460.128243,74,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7930298719772404,0.7006172839506173,0.9562607204116638,0.6773997569866342,1944,0.0283472537994384,,
1460.128801,74,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7874852420306966,0.6901893287435457,0.9569583931133429,0.6690070210631895,1162,0.0287239551544189,,
1460.129233,74,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0102200508117675,,
1460.129671,74,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0250811576843261,,
1460.130194,74,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0169968605041503,,
1460.130583,74,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7748031496062993,0.6757369614512472,0.9318181818181818,0.6630727762803235,441,0.0218997001647949,,
1460.131074,74,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0106029510498046,,
1460.131476,74,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0141406059265136,,
1460.131896,74,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0072188377380371,,
1460.132214,74,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0089197158813476,,
1460.132622,74,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0115413665771484,,
1460.132931,74,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7867298578199052,0.6917808219178082,0.9485714285714286,0.6720647773279352,292,0.0168888568878173,,
1460.133245,74,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7751531058617673,0.6767295597484276,0.9287211740041929,0.6651651651651652,795,0.0212938785552978,,
1460.133702,74,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0068581104278564,,
1460.137644,74,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0512020195591791,0.03,0.05,-0.0287979804408208,,,,,,,,,,,
1460.149304,75,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399147335688256,,,,,,,,,,,,,,,,
1460.149794,75,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398641057363196,,,,,,,,,,,,,,,,
1460.150102,75,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399149211319176,,,,,,,,,,,,,,,,
1460.150574,75,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398970807584709,,,,,,,,,,,,,,,,
1460.15091,75,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399149211319176,,,,,,,,,,,,,,,,
1460.151295,75,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399147335688256,,,,,,,,,,,,,,,,
1460.151759,75,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399149211319176,,,,,,,,,,,,,,,,
1460.152131,75,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398641057363196,,,,,,,,,,,,,,,,
1460.152542,75,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399147335688256,,,,,,,,,,,,,,,,
1460.153044,75,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399147335688256,,,,,,,,,,,,,,,,
1460.153418,75,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399149211319176,,,,,,,,,,,,,,,,
1460.153786,75,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399149211319176,,,,,,,,,,,,,,,,
1460.154099,75,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398970807584709,,,,,,,,,,,,,,,,
1460.154487,75,selection_info,8818734309448792929,25,"(8, 2, 1, 7, 7)",1,-0.0044383508706119,0.0400991090113255,,,,,,,,,,,,,,,,
1460.154777,75,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399149211319176,,,,,,,,,,,,,,,,
1460.155046,75,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398641057363196,,,,,,,,,,,,,,,,
1460.155293,75,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398641057363196,,,,,,,,,,,,,,,,
1460.155708,75,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398970807584709,,,,,,,,,,,,,,,,
1460.155985,75,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399149211319176,,,,,,,,,,,,,,,,
1460.156342,75,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399147335688256,,,,,,,,,,,,,,,,
1460.156792,75,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399147335688256,,,,,,,,,,,,,,,,
1460.157089,75,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0297711933997605,0.0421161757251286,,,,,,,,,,,,,,,,
1460.15746,75,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399147335688256,,,,,,,,,,,,,,,,
1460.157905,75,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399147335688256,,,,,,,,,,,,,,,,
1460.158226,75,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399147335688256,,,,,,,,,,,,,,,,
1466.176061,75,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,0.9795401096343994,13.654545454545454
1466.176657,75,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3529961109161377,31.1875
1478.254689,75,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081114768981933,,
1478.255086,75,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0070700645446777,,
1478.255413,75,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7872340425531915,0.7014925373134329,0.925,0.6851851851851852,134,0.0132479667663574,,
1478.255744,75,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0150671005249023,,
1478.256064,75,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7908961593172119,0.6975308641975309,0.95368782161235,0.675577156743621,1944,0.0274641513824462,,
1478.256584,75,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0113532543182373,,
1478.256947,75,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0150384902954101,,
1478.257288,75,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0172610282897949,,
1478.257618,75,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0229017734527587,,
1478.257853,75,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.014139175415039,,
1478.258126,75,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0073099136352539,,
1478.258629,75,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7751531058617673,0.6767295597484276,0.9287211740041929,0.6651651651651652,795,0.0416278839111328,,
1478.259045,75,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7867298578199052,0.6917808219178082,0.9485714285714286,0.6720647773279352,292,0.0233657360076904,,
1478.259375,75,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0086879730224609,,
1478.259788,75,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0165016651153564,,
1478.260059,75,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7863046044864227,0.6884681583476764,0.9555236728837876,0.6680040120361084,1162,0.0249030590057373,,
1478.260437,75,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0102326869964599,,
1478.260805,75,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0098824501037597,,
1478.261171,75,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7716535433070866,0.671201814058957,0.928030303030303,0.660377358490566,441,0.029285192489624,,
1478.261676,75,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0113675594329833,,
1478.262036,75,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0106713771820068,,
1478.262448,75,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0092058181762695,,
1478.262764,75,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0146942138671875,,
1478.263077,75,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0119421482086181,,
1478.263425,75,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7739938080495357,0.6711711711711712,0.9398496240601504,0.6578947368421053,222,0.013188362121582,,
1478.267129,75,learning_update,8818734309448792929,,,,,,"(8, 2, 1, 7, 7)",-0.0012134462100598,0.03,0.08,-0.1112134462100598,,,,,,,,,,,
1478.267864,75,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",-0.0012134462100598,0.03,0.08,-0.1112134462100598,,,,,,,,,,,
1478.279281,76,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399196149575993,,,,,,,,,,,,,,,,
1478.279719,76,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398687266538228,,,,,,,,,,,,,,,,
1478.280142,76,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399198034862736,,,,,,,,,,,,,,,,
1478.280553,76,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399018712897964,,,,,,,,,,,,,,,,
1478.280872,76,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399198034862736,,,,,,,,,,,,,,,,
1478.281164,76,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399196149575993,,,,,,,,,,,,,,,,
1478.281414,76,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399198034862736,,,,,,,,,,,,,,,,
1478.281725,76,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398687266538228,,,,,,,,,,,,,,,,
1478.282104,76,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399196149575993,,,,,,,,,,,,,,,,
1478.282404,76,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399196149575993,,,,,,,,,,,,,,,,
1478.282794,76,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399198034862736,,,,,,,,,,,,,,,,
1478.283175,76,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399198034862736,,,,,,,,,,,,,,,,
1478.283558,76,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399018712897964,,,,,,,,,,,,,,,,
1478.283858,76,selection_info,8818734309448792929,25,"(8, 2, 1, 7, 7)",1,-0.0055460469818419,0.0400409407946236,,,,,,,,,,,,,,,,
1478.28425,76,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399198034862736,,,,,,,,,,,,,,,,
1478.284605,76,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398687266538228,,,,,,,,,,,,,,,,
1478.284939,76,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398687266538228,,,,,,,,,,,,,,,,
1478.285304,76,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399018712897964,,,,,,,,,,,,,,,,
1478.285711,76,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399198034862736,,,,,,,,,,,,,,,,
1478.28604,76,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399196149575993,,,,,,,,,,,,,,,,
1478.28637,76,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399196149575993,,,,,,,,,,,,,,,,
1478.286741,76,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0286292877442601,0.0420633796983863,,,,,,,,,,,,,,,,
1478.28709,76,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399196149575993,,,,,,,,,,,,,,,,
1478.287447,76,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399196149575993,,,,,,,,,,,,,,,,
1478.287766,76,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399196149575993,,,,,,,,,,,,,,,,
1487.305632,76,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3534128665924072,31.1625
1487.306219,76,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,0.9519264698028564,13.61818181818182
1496.420942,76,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0091018676757812,,
1496.421405,76,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.009023904800415,,
1496.421787,76,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0080595016479492,,
1496.422127,76,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7739938080495357,0.6711711711711712,0.9398496240601504,0.6578947368421053,222,0.0158984661102294,,
1496.422462,76,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0151529312133789,,
1496.422748,76,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0109314918518066,,
1496.423086,76,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7867298578199052,0.6917808219178082,0.9485714285714286,0.6720647773279352,292,0.0146951675415039,,
1496.423379,76,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0106410980224609,,
1496.423699,76,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7916073968705548,0.698559670781893,0.9545454545454546,0.6761846901579587,1944,0.0294601917266845,,
1496.423963,76,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.00984787940979,,
1496.424378,76,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0269057750701904,,
1496.42469,76,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7748031496062993,0.6757369614512472,0.9318181818181818,0.6630727762803235,441,0.0176739692687988,,
1496.425043,76,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0110342502593994,,
1496.42552,76,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0097856521606445,,
1496.425871,76,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0104532241821289,,
1496.426227,76,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0192055702209472,,
1496.426591,76,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.016207218170166,,
1496.426858,76,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0492928028106689,,
1496.427303,76,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7751531058617673,0.6767295597484276,0.9287211740041929,0.6651651651651652,795,0.0352933406829834,,
1496.427618,76,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7851239669421488,0.6867469879518072,0.9540889526542324,0.6670010030090271,1162,0.0215721130371093,,
1496.427914,76,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0086030960083007,,
1496.428222,76,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0079939365386962,,
1496.428533,76,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.015369176864624,,
1496.428842,76,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0073766708374023,,
1496.429166,76,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0286285877227783,,
1496.432806,76,learning_update,8818734309448792929,,,,,,"(8, 2, 1, 7, 7)",0.0002652965200391,0.03,0.08,-0.1097347034799608,,,,,,,,,,,
1496.43356,76,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0002652965200391,0.03,0.08,-0.1097347034799608,,,,,,,,,,,
1496.4457,77,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399235394822335,,,,,,,,,,,,,,,,
1496.44618,77,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398723905946005,,,,,,,,,,,,,,,,
1496.446562,77,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399237289769165,,,,,,,,,,,,,,,,
1496.446911,77,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399057049171626,,,,,,,,,,,,,,,,
1496.447248,77,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399237289769165,,,,,,,,,,,,,,,,
1496.447646,77,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399235394822335,,,,,,,,,,,,,,,,
1496.447932,77,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399237289769165,,,,,,,,,,,,,,,,
1496.448348,77,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398723905946005,,,,,,,,,,,,,,,,
1496.44861,77,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399235394822335,,,,,,,,,,,,,,,,
1496.448925,77,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399235394822335,,,,,,,,,,,,,,,,
1496.449267,77,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399237289769165,,,,,,,,,,,,,,,,
1496.449639,77,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399237289769165,,,,,,,,,,,,,,,,
1496.450043,77,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399057049171626,,,,,,,,,,,,,,,,
1496.450417,77,selection_info,8818734309448792929,25,"(8, 3, 1, 7, 7)",1,-0.0062373772145381,0.0400053908089162,,,,,,,,,,,,,,,,
1496.450726,77,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399237289769165,,,,,,,,,,,,,,,,
1496.451093,77,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398723905946005,,,,,,,,,,,,,,,,
1496.451506,77,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398723905946005,,,,,,,,,,,,,,,,
1496.451852,77,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399057049171626,,,,,,,,,,,,,,,,
1496.452245,77,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399237289769165,,,,,,,,,,,,,,,,
1496.452614,77,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399235394822335,,,,,,,,,,,,,,,,
1496.452967,77,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399235394822335,,,,,,,,,,,,,,,,
1496.45336,77,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0275033114217163,0.0420099738826754,,,,,,,,,,,,,,,,
1496.453716,77,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399235394822335,,,,,,,,,,,,,,,,
1496.454079,77,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399235394822335,,,,,,,,,,,,,,,,
1496.454446,77,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399235394822335,,,,,,,,,,,,,,,,
1502.471447,77,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,1.0358798503875732,13.613636363636363
1502.471962,77,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.361339807510376,31.0125
1514.555009,77,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0076401233673095,,
1514.555432,77,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0084497928619384,,
1514.55586,77,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0112090110778808,,
1514.556213,77,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0141122341156005,,
1514.556632,77,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.0218424797058105,,
1514.55714,77,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0103979110717773,,
1514.557422,77,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0513303279876709,,
1514.557697,77,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7930298719772404,0.7006172839506173,0.9562607204116638,0.6773997569866342,1944,0.0292315483093261,,
1514.558006,77,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7914691943127962,0.6986301369863014,0.9542857142857144,0.6761133603238867,292,0.0155510902404785,,
1514.558281,77,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0193409919738769,,
1514.558581,77,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7751531058617673,0.6767295597484276,0.9287211740041929,0.6651651651651652,795,0.0206127166748046,,
1514.559045,77,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0281181335449218,,
1514.559434,77,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7801857585139319,0.6801801801801802,0.9473684210526316,0.6631578947368421,222,0.0124833583831787,,
1514.559748,77,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082700252532958,,
1514.560063,77,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.026118516921997,,
1514.560366,77,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0078680515289306,,
1514.560645,77,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0190987586975097,,
1514.56098,77,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0122613906860351,,
1514.561272,77,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0086426734924316,,
1514.561596,77,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7886658795749705,0.6919104991394148,0.958393113342898,0.6700100300902708,1162,0.0229847431182861,,
1514.5619,77,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7748031496062993,0.6757369614512472,0.9318181818181818,0.6630727762803235,441,0.015770673751831,,
1514.56222,77,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0074644088745117,,
1514.562548,77,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.0140166282653808,,
1514.562937,77,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.009120225906372,,
1514.563194,77,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8157894736842105,0.7423312883435583,0.9489795918367347,0.7153846153846154,163,0.0088346004486083,,
1514.567388,77,learning_update,8818734309448792929,,,,,,"(8, 3, 1, 7, 7)",0.051217588392379,0.04,0.08,-0.0687824116076209,,,,,,,,,,,
1514.56807,77,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.051217588392379,0.04,0.08,-0.0687824116076209,,,,,,,,,,,
1514.580341,78,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399262918564538,,,,,,,,,,,,,,,,
1514.580813,78,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398748825611849,,,,,,,,,,,,,,,,
1514.581124,78,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399264823165018,,,,,,,,,,,,,,,,
1514.581413,78,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399083664549922,,,,,,,,,,,,,,,,
1514.581817,78,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399264823165018,,,,,,,,,,,,,,,,
1514.582215,78,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399262918564538,,,,,,,,,,,,,,,,
1514.582508,78,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399264823165018,,,,,,,,,,,,,,,,
1514.582986,78,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398748825611849,,,,,,,,,,,,,,,,
1514.58354,78,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399262918564538,,,,,,,,,,,,,,,,
1514.583926,78,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399262918564538,,,,,,,,,,,,,,,,
1514.584227,78,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399264823165018,,,,,,,,,,,,,,,,
1514.584521,78,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399264823165018,,,,,,,,,,,,,,,,
1514.584852,78,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399083664549922,,,,,,,,,,,,,,,,
1514.585173,78,selection_info,8818734309448792929,25,"(8, 4, 1, 7, 7)",0,-0.0068394063178763,0.039973497648738,,,,,,,,,,,,,,,,
1514.585541,78,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399264823165018,,,,,,,,,,,,,,,,
1514.585961,78,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398748825611849,,,,,,,,,,,,,,,,
1514.586444,78,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398748825611849,,,,,,,,,,,,,,,,
1514.586915,78,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399083664549922,,,,,,,,,,,,,,,,
1514.587315,78,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399264823165018,,,,,,,,,,,,,,,,
1514.587622,78,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399262918564538,,,,,,,,,,,,,,,,
1514.588012,78,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399262918564538,,,,,,,,,,,,,,,,
1514.588299,78,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0267879839942184,0.0419798698179482,,,,,,,,,,,,,,,,
1514.588924,78,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399262918564538,,,,,,,,,,,,,,,,
1514.589464,78,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399262918564538,,,,,,,,,,,,,,,,
1514.589809,78,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399262918564538,,,,,,,,,,,,,,,,
1520.603012,78,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3601186275482178,31.125
1532.679192,78,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7914691943127962,0.6986301369863014,0.9542857142857144,0.6761133603238867,292,0.0149836540222167,,
1532.679739,78,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0109269618988037,,
1532.680077,78,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0127294063568115,,
1532.680414,78,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0101964473724365,,
1532.680736,78,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0103075504302978,,
1532.681196,78,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0079760551452636,,
1532.681769,78,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0089380741119384,,
1532.682201,78,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0144572257995605,,
1532.682487,78,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0103068351745605,,
1532.682759,78,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7748031496062993,0.6757369614512472,0.9318181818181818,0.6630727762803235,441,0.0179150104522705,,
1532.683108,78,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070087909698486,,
1532.683443,78,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7886658795749705,0.6919104991394148,0.958393113342898,0.6700100300902708,1162,0.0220658779144287,,
1532.683737,78,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0126984119415283,,
1532.684068,78,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7751531058617673,0.6767295597484276,0.9287211740041929,0.6651651651651652,795,0.0201034545898437,,
1532.684346,78,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7835051546391752,0.6858974358974359,0.9466192170818504,0.6683417085427136,468,0.0132837295532226,,
1532.684634,78,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.0105528831481933,,
1532.684986,78,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8157894736842105,0.7423312883435583,0.9489795918367347,0.7153846153846154,163,0.0125157833099365,,
1532.685282,78,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0089478492736816,,
1532.685608,78,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0077729225158691,,
1532.685975,78,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7930298719772404,0.7006172839506173,0.9562607204116638,0.6773997569866342,1944,0.0282621383666992,,
1532.686399,78,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.023036241531372,,
1532.686767,78,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0226516723632812,,
1532.687147,78,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0111489295959472,,
1532.68762,78,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0158681869506835,,
1532.688046,78,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7801857585139319,0.6801801801801802,0.9473684210526316,0.6631578947368421,222,0.0169792175292968,,
1532.691642,78,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0502572777123879,0.03,0.05,-0.029742722287612,,,,,,,,,,,
1532.703749,79,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399269055427017,,,,,,,,,,,,,,,,
1532.70406,79,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398752372827158,,,,,,,,,,,,,,,,
1532.704359,79,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399270969627785,,,,,,,,,,,,,,,,
1532.704669,79,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399088898073967,,,,,,,,,,,,,,,,
1532.704975,79,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399270969627785,,,,,,,,,,,,,,,,
1532.705227,79,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399269055427017,,,,,,,,,,,,,,,,
1532.705485,79,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399270969627785,,,,,,,,,,,,,,,,
1532.70585,79,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398752372827158,,,,,,,,,,,,,,,,
1532.706129,79,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399269055427017,,,,,,,,,,,,,,,,
1532.70637,79,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399269055427017,,,,,,,,,,,,,,,,
1532.706687,79,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399270969627785,,,,,,,,,,,,,,,,
1532.707046,79,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399270969627785,,,,,,,,,,,,,,,,
1532.707375,79,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399088898073967,,,,,,,,,,,,,,,,
1532.707632,79,selection_info,8818734309448792929,25,"(8, 3, 1, 7, 7)",0,-0.0069243822153298,0.0399693778288845,,,,,,,,,,,,,,,,
1532.707968,79,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399270969627785,,,,,,,,,,,,,,,,
1532.70831,79,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398752372827158,,,,,,,,,,,,,,,,
1532.708559,79,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398752372827158,,,,,,,,,,,,,,,,
1532.708883,79,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399088898073967,,,,,,,,,,,,,,,,
1532.709178,79,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399270969627785,,,,,,,,,,,,,,,,
1532.709479,79,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399269055427017,,,,,,,,,,,,,,,,
1532.709759,79,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399269055427017,,,,,,,,,,,,,,,,
1532.710013,79,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.026463768787348,0.0419711749942965,,,,,,,,,,,,,,,,
1532.710334,79,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399269055427017,,,,,,,,,,,,,,,,
1532.710615,79,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399269055427017,,,,,,,,,,,,,,,,
1532.710933,79,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399269055427017,,,,,,,,,,,,,,,,
1538.724204,79,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.390660285949707,31.1125
1550.804595,79,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0084216594696044,,
1550.805142,79,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082674026489257,,
1550.805555,79,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7751531058617673,0.6767295597484276,0.9287211740041929,0.6651651651651652,795,0.0264105796813964,,
1550.805964,79,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.0190052986145019,,
1550.806229,79,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0081651210784912,,
1550.806542,79,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0102694034576416,,
1550.806878,79,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7986348122866894,0.7135922330097088,0.951219512195122,0.6882352941176471,206,0.0149605274200439,,
1550.807181,79,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0104269981384277,,
1550.807513,79,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.01631760597229,,
1550.807886,79,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0100564956665039,,
1550.808209,79,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0136070251464843,,
1550.808577,79,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0081748962402343,,
1550.809034,79,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7748031496062993,0.6757369614512472,0.9318181818181818,0.6630727762803235,441,0.0170128345489501,,
1550.809369,79,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7898465171192444,0.693631669535284,0.9598278335724534,0.6710130391173521,1162,0.0237112045288085,,
1550.809891,79,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0140943527221679,,
1550.810315,79,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0136244297027587,,
1550.810683,79,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7835051546391752,0.6858974358974359,0.9466192170818504,0.6683417085427136,468,0.0143892765045166,,
1550.811054,79,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0140247344970703,,
1550.811331,79,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0132131576538085,,
1550.811787,79,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7914691943127962,0.6986301369863014,0.9542857142857144,0.6761133603238867,292,0.0187997817993164,,
1550.81216,79,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0141336917877197,,
1550.812704,79,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8157894736842105,0.7423312883435583,0.9489795918367347,0.7153846153846154,163,0.0093066692352294,,
1550.813188,79,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7801857585139319,0.6801801801801802,0.9473684210526316,0.6631578947368421,222,0.0283396244049072,,
1550.813531,79,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7937411095305832,0.7016460905349794,0.9571183533447684,0.6780072904009721,1944,0.0370485782623291,,
1550.813958,79,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0085651874542236,,
1550.818629,79,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0507762731287382,0.03,0.05,-0.0292237268712617,,,,,,,,,,,
1550.833448,80,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399273141485533,,,,,,,,,,,,,,,,
1550.833873,80,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398753858869439,,,,,,,,,,,,,,,,
1550.834181,80,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399275065325097,,,,,,,,,,,,,,,,
1550.834512,80,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399092077172821,,,,,,,,,,,,,,,,
1550.834878,80,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399275065325097,,,,,,,,,,,,,,,,
1550.835267,80,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399273141485533,,,,,,,,,,,,,,,,
1550.835584,80,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399275065325097,,,,,,,,,,,,,,,,
1550.835966,80,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398753858869439,,,,,,,,,,,,,,,,
1550.836298,80,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399273141485533,,,,,,,,,,,,,,,,
1550.836656,80,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399273141485533,,,,,,,,,,,,,,,,
1550.837325,80,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399275065325097,,,,,,,,,,,,,,,,
1550.837847,80,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399275065325097,,,,,,,,,,,,,,,,
1550.838292,80,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399092077172821,,,,,,,,,,,,,,,,
1550.838768,80,selection_info,8818734309448792929,25,"(8, 3, 1, 7, 7)",0,-0.0069243822153298,0.0399700004138837,,,,,,,,,,,,,,,,
1550.839172,80,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399275065325097,,,,,,,,,,,,,,,,
1550.839454,80,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398753858869439,,,,,,,,,,,,,,,,
1550.839941,80,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398753858869439,,,,,,,,,,,,,,,,
1550.840327,80,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399092077172821,,,,,,,,,,,,,,,,
1550.840724,80,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399275065325097,,,,,,,,,,,,,,,,
1550.841029,80,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399273141485533,,,,,,,,,,,,,,,,
1550.841402,80,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399273141485533,,,,,,,,,,,,,,,,
1550.841819,80,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.026145067749848,0.041962459821945,,,,,,,,,,,,,,,,
1550.84221,80,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399273141485533,,,,,,,,,,,,,,,,
1550.842555,80,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399273141485533,,,,,,,,,,,,,,,,
1550.842997,80,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399273141485533,,,,,,,,,,,,,,,,
1553.85629,80,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.368462324142456,31.1
1565.964778,80,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0164527893066406,,
1565.965197,80,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0129518508911132,,
1565.965572,80,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0112104415893554,,
1565.966039,80,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0147070884704589,,
1565.966466,80,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0082588195800781,,
1565.966805,80,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.0140960216522216,,
1565.967198,80,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.780559646539028,0.6816239316239316,0.9430604982206404,0.6658291457286433,468,0.018876314163208,,
1565.967561,80,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7923186344238976,0.6995884773662552,0.9554030874785592,0.6767922235722965,1944,0.033449649810791,,
1565.967888,80,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0080547332763671,,
1565.968256,80,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7874852420306966,0.6901893287435457,0.9569583931133429,0.6690070210631895,1162,0.0208973884582519,,
1565.968587,80,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0238397121429443,,
1565.968928,80,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0148186683654785,,
1565.969175,80,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0200157165527343,,
1565.969491,80,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0077455043792724,,
1565.969795,80,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0130825042724609,,
1565.970103,80,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080711841583251,,
1565.97052,80,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.009777545928955,,
1565.97088,80,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7751531058617673,0.6767295597484276,0.9287211740041929,0.6651651651651652,795,0.0252254009246826,,
1565.971224,80,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7914691943127962,0.6986301369863014,0.9542857142857144,0.6761133603238867,292,0.013561725616455,,
1565.971653,80,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7801857585139319,0.6801801801801802,0.9473684210526316,0.6631578947368421,222,0.0182633399963378,,
1565.972094,80,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.015261173248291,,
1565.972452,80,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0094900131225585,,
1565.972951,80,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0128006935119628,,
1565.973406,80,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7748031496062993,0.6757369614512472,0.9318181818181818,0.6630727762803235,441,0.0328497886657714,,
1565.973838,80,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0187323093414306,,
1565.97773,80,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",-0.0012148663691239,0.03,0.05,-0.0812148663691239,,,,,,,,,,,
1565.989904,81,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399283534569582,,,,,,,,,,,,,,,,
1565.990255,81,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398761630618305,,,,,,,,,,,,,,,,
1565.990538,81,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039928546812702,,,,,,,,,,,,,,,,
1565.990815,81,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399101555857887,,,,,,,,,,,,,,,,
1565.99108,81,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039928546812702,,,,,,,,,,,,,,,,
1565.991474,81,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399283534569582,,,,,,,,,,,,,,,,
1565.991907,81,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039928546812702,,,,,,,,,,,,,,,,
1565.99227,81,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398761630618305,,,,,,,,,,,,,,,,
1565.992576,81,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399283534569582,,,,,,,,,,,,,,,,
1565.992997,81,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399283534569582,,,,,,,,,,,,,,,,
1565.993258,81,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039928546812702,,,,,,,,,,,,,,,,
1565.993474,81,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039928546812702,,,,,,,,,,,,,,,,
1565.993772,81,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399101555857887,,,,,,,,,,,,,,,,
1565.994102,81,selection_info,8818734309448792929,25,"(8, 2, 1, 7, 7)",0,-0.0066440699417539,0.0399878237961282,,,,,,,,,,,,,,,,
1565.994496,81,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039928546812702,,,,,,,,,,,,,,,,
1565.994942,81,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398761630618305,,,,,,,,,,,,,,,,
1565.995329,81,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398761630618305,,,,,,,,,,,,,,,,
1565.995623,81,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399101555857887,,,,,,,,,,,,,,,,
1565.995965,81,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039928546812702,,,,,,,,,,,,,,,,
1565.996261,81,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399283534569582,,,,,,,,,,,,,,,,
1565.996623,81,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399283534569582,,,,,,,,,,,,,,,,
1565.996999,81,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.025306774018407,0.0419220483976453,,,,,,,,,,,,,,,,
1565.997281,81,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399283534569582,,,,,,,,,,,,,,,,
1565.997624,81,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399283534569582,,,,,,,,,,,,,,,,
1565.998069,81,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399283534569582,,,,,,,,,,,,,,,,
1572.010488,81,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3766047954559326,31.21875
1584.098562,81,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7801857585139319,0.6801801801801802,0.9473684210526316,0.6631578947368421,222,0.0203149318695068,,
1584.098979,81,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7751531058617673,0.6767295597484276,0.9287211740041929,0.6651651651651652,795,0.0213639736175537,,
1584.099354,81,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7930298719772404,0.7006172839506173,0.9562607204116638,0.6773997569866342,1944,0.0328383445739746,,
1584.09974,81,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0226097106933593,,
1584.100145,81,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0192437171936035,,
1584.100512,81,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0135033130645751,,
1584.100944,81,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0097815990447998,,
1584.101353,81,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0090174674987792,,
1584.10172,81,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7914691943127962,0.6986301369863014,0.9542857142857144,0.6761133603238867,292,0.0147356986999511,,
1584.102034,81,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8157894736842105,0.7423312883435583,0.9489795918367347,0.7153846153846154,163,0.0092394351959228,,
1584.102409,81,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0074269771575927,,
1584.102754,81,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7986348122866894,0.7135922330097088,0.951219512195122,0.6882352941176471,206,0.0147790908813476,,
1584.103088,81,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0312366485595703,,
1584.10345,81,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0071730613708496,,
1584.10382,81,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7877358490566038,0.6989966555183946,0.9329608938547486,0.6816326530612244,299,0.0130035877227783,,
1584.104222,81,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0090970993041992,,
1584.104624,81,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.010099172592163,,
1584.105067,81,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7748031496062993,0.6757369614512472,0.9318181818181818,0.6630727762803235,441,0.0217108726501464,,
1584.105489,81,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0124990940093994,,
1584.105854,81,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0090279579162597,,
1584.106182,81,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7886658795749705,0.6919104991394148,0.958393113342898,0.6700100300902708,1162,0.0252959728240966,,
1584.106662,81,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7835051546391752,0.6858974358974359,0.9466192170818504,0.6683417085427136,468,0.0264167785644531,,
1584.107096,81,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0178792476654052,,
1584.107542,81,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.0156190395355224,,
1584.107911,81,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080704689025878,,
1584.111487,81,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0006557140608638,0.03,0.05,-0.0793442859391361,,,,,,,,,,,
1584.124238,82,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399141843192097,,,,,,,,,,,,,,,,
1584.124663,82,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.03986175044702,,,,,,,,,,,,,,,,
1584.12503,82,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399143785776315,,,,,,,,,,,,,,,,
1584.125439,82,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398959015127483,,,,,,,,,,,,,,,,
1584.125848,82,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399143785776315,,,,,,,,,,,,,,,,
1584.126329,82,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399141843192097,,,,,,,,,,,,,,,,
1584.126689,82,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399143785776315,,,,,,,,,,,,,,,,
1584.127011,82,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.03986175044702,,,,,,,,,,,,,,,,
1584.127496,82,selection_info,10192160218266941336,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399141843192097,,,,,,,,,,,,,,,,
1584.127876,82,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399141843192097,,,,,,,,,,,,,,,,
1584.128256,82,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399143785776315,,,,,,,,,,,,,,,,
1584.128643,82,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399143785776315,,,,,,,,,,,,,,,,
1584.128978,82,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398959015127483,,,,,,,,,,,,,,,,
1584.129339,82,selection_info,8818734309448792929,25,"(8, 1, 1, 7, 7)",1,0.0,0.0403705140733042,,,,,,,,,,,,,,,,
1584.12961,82,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399143785776315,,,,,,,,,,,,,,,,
1584.129917,82,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.03986175044702,,,,,,,,,,,,,,,,
1584.130233,82,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.03986175044702,,,,,,,,,,,,,,,,
1584.13063,82,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398959015127483,,,,,,,,,,,,,,,,
1584.131022,82,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399143785776315,,,,,,,,,,,,,,,,
1584.13146,82,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399141843192097,,,,,,,,,,,,,,,,
1584.131894,82,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399141843192097,,,,,,,,,,,,,,,,
1584.132248,82,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0244880243849972,0.0418664706840617,,,,,,,,,,,,,,,,
1584.132704,82,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399141843192097,,,,,,,,,,,,,,,,
1584.133055,82,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399141843192097,,,,,,,,,,,,,,,,
1584.133378,82,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399141843192097,,,,,,,,,,,,,,,,
1593.148447,82,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3790011405944824,30.825
1593.149019,82,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,1.069854974746704,13.645454545454545
1605.218482,82,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0106635093688964,,
1605.218886,82,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080666542053222,,
1605.219279,82,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7986348122866894,0.7135922330097088,0.951219512195122,0.6882352941176471,206,0.0225462913513183,,
1605.219729,82,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0092284679412841,,
1605.220129,82,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0081517696380615,,
1605.220547,82,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0077695846557617,,
1605.220903,82,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8085106382978723,0.7313432835820896,0.95,0.7037037037037037,134,0.0106732845306396,,
1605.221192,82,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0159673690795898,,
1605.22173,82,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7924528301886793,0.705685618729097,0.9385474860335196,0.6857142857142857,299,0.0151164531707763,,
1605.222111,82,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0095558166503906,,
1605.222552,82,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7898465171192444,0.693631669535284,0.9598278335724534,0.6710130391173521,1162,0.0256946086883544,,
1605.222865,82,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.7969639468690702,0.7068493150684931,0.958904109589041,0.6818181818181818,365,0.0159332752227783,,
1605.223222,82,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0120074748992919,,
1605.22354,82,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7748031496062993,0.6757369614512472,0.9318181818181818,0.6630727762803235,441,0.0280241966247558,,
1605.223802,82,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8157894736842105,0.7423312883435583,0.9489795918367347,0.7153846153846154,163,0.0087876319885253,,
1605.224044,82,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0122015476226806,,
1605.224442,82,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7769028871391076,0.6792452830188679,0.9308176100628932,0.6666666666666666,795,0.0328536033630371,,
1605.224871,82,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7864506627393225,0.6901709401709402,0.9501779359430604,0.6708542713567839,468,0.0147004127502441,,
1605.225361,82,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.794452347083926,0.7026748971193416,0.9579759862778732,0.6786148238153098,1944,0.0299270153045654,,
1605.225823,82,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7801857585139319,0.6801801801801802,0.9473684210526316,0.6631578947368421,222,0.0151963233947753,,
1605.226218,82,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0125629901885986,,
1605.226624,82,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.010207176208496,,
1605.227129,82,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0278646945953369,,
1605.227608,82,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8160919540229885,0.7310924369747899,1.0,0.6893203883495146,119,0.0117807388305664,,
1605.22808,82,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7914691943127962,0.6986301369863014,0.9542857142857144,0.6761133603238867,292,0.0196475982666015,,
1605.231978,82,learning_update,8818734309448792929,,,,,,"(8, 1, 1, 7, 7)",0.0517361286120319,0.03,0.08,-0.058263871387968,,,,,,,,,,,
1605.232632,82,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0517361286120319,0.03,0.08,-0.058263871387968,,,,,,,,,,,
1605.246301,83,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399187640543301,,,,,,,,,,,,,,,,
1605.246639,83,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398660608233002,,,,,,,,,,,,,,,,
1605.246928,83,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039918959311327,,,,,,,,,,,,,,,,
1605.247281,83,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399003872874571,,,,,,,,,,,,,,,,
1605.247663,83,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039918959311327,,,,,,,,,,,,,,,,
1605.248219,83,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399187640543301,,,,,,,,,,,,,,,,
1605.248659,83,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039918959311327,,,,,,,,,,,,,,,,
1605.249,83,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398660608233002,,,,,,,,,,,,,,,,
1605.249346,83,selection_info,10192160218266941336,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398660608233002,,,,,,,,,,,,,,,,
1605.249634,83,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399187640543301,,,,,,,,,,,,,,,,
1605.24994,83,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039918959311327,,,,,,,,,,,,,,,,
1605.250241,83,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039918959311327,,,,,,,,,,,,,,,,
1605.250576,83,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399003872874571,,,,,,,,,,,,,,,,
1605.250917,83,selection_info,8818734309448792929,25,"(8, 1, 1, 7, 7)",1,-0.0005826387138796,0.0403423368949275,,,,,,,,,,,,,,,,
1605.251373,83,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039918959311327,,,,,,,,,,,,,,,,
1605.251788,83,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398660608233002,,,,,,,,,,,,,,,,
1605.252198,83,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398660608233002,,,,,,,,,,,,,,,,
1605.252582,83,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399003872874571,,,,,,,,,,,,,,,,
1605.252997,83,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039918959311327,,,,,,,,,,,,,,,,
1605.253337,83,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399187640543301,,,,,,,,,,,,,,,,
1605.253713,83,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399187640543301,,,,,,,,,,,,,,,,
1605.254063,83,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0238808976467325,0.041843369512269,,,,,,,,,,,,,,,,
1605.254446,83,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399187640543301,,,,,,,,,,,,,,,,
1605.254862,83,selection_info,3521399516810494413,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399187640543301,,,,,,,,,,,,,,,,
1605.255173,83,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399187640543301,,,,,,,,,,,,,,,,
1611.273734,83,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.377173900604248,31.04375
1611.274224,83,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,1.0584745407104492,13.61818181818182
1623.352341,83,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0093634128570556,,
1623.352742,83,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7863777089783281,0.6891891891891891,0.9548872180451128,0.6684210526315789,222,0.0154910087585449,,
1623.353073,83,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8007590132827325,0.7123287671232876,0.9634703196347032,0.685064935064935,365,0.0092604160308837,,
1623.353465,83,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7910271546635183,0.6953528399311532,0.9612625538020086,0.6720160481444333,1162,0.0234735012054443,,
1623.353825,83,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8085106382978723,0.7313432835820896,0.95,0.7037037037037037,134,0.0113582611083984,,
1623.354134,83,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7864506627393225,0.6901709401709402,0.9501779359430604,0.6708542713567839,468,0.0168225765228271,,
1623.354618,83,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0101583003997802,,
1623.354888,83,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0090425014495849,,
1623.355129,83,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0097932815551757,,
1623.355596,83,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0089280605316162,,
1623.356053,83,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7986348122866894,0.7135922330097088,0.951219512195122,0.6882352941176471,206,0.0149688720703125,,
1623.35644,83,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7692307692307693,0.6830985915492958,0.8823529411764706,0.6818181818181818,142,0.0128519535064697,,
1623.356803,83,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.778652668416448,0.6817610062893081,0.9329140461215932,0.6681681681681682,795,0.0233283042907714,,
1623.357165,83,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0091462135314941,,
1623.357487,83,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0117418766021728,,
1623.357788,83,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0120325088500976,,
1623.358041,83,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0103731155395507,,
1623.358324,83,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.794452347083926,0.7026748971193416,0.9579759862778732,0.6786148238153098,1944,0.0321102142333984,,
1623.358565,83,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0229253768920898,,
1623.358828,83,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7748031496062993,0.6757369614512472,0.9318181818181818,0.6630727762803235,441,0.0199334621429443,,
1623.359162,83,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0101020336151123,,
1623.359536,83,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7924528301886793,0.705685618729097,0.9385474860335196,0.6857142857142857,299,0.0160357952117919,,
1623.359848,83,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8245614035087719,0.754601226993865,0.9591836734693876,0.7230769230769231,163,0.01060152053833,,
1623.360123,83,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0085062980651855,,
1623.360551,83,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8009478672985783,0.7123287671232876,0.9657142857142856,0.6842105263157895,292,0.0153987407684326,,
1623.364313,83,learning_update,8818734309448792929,,,,,,"(8, 1, 1, 7, 7)",0.0526291536095655,0.03,0.08,-0.0573708463904344,,,,,,,,,,,
1623.365079,83,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0526291536095655,0.03,0.08,-0.0573708463904344,,,,,,,,,,,
1623.378082,84,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399365515929185,,,,,,,,,,,,,,,,
1623.37847,84,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398835600955682,,,,,,,,,,,,,,,,
1623.378814,84,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399367479185497,,,,,,,,,,,,,,,,
1623.379119,84,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399180742722823,,,,,,,,,,,,,,,,
1623.379574,84,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399367479185497,,,,,,,,,,,,,,,,
1623.380001,84,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399365515929185,,,,,,,,,,,,,,,,
1623.380406,84,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399367479185497,,,,,,,,,,,,,,,,
1623.380819,84,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398835600955682,,,,,,,,,,,,,,,,
1623.381282,84,selection_info,10192160218266941336,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398835600955682,,,,,,,,,,,,,,,,
1623.381626,84,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399365515929185,,,,,,,,,,,,,,,,
1623.381992,84,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399367479185497,,,,,,,,,,,,,,,,
1623.382314,84,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399367479185497,,,,,,,,,,,,,,,,
1623.38265,84,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399180742722823,,,,,,,,,,,,,,,,
1623.382911,84,selection_info,8818734309448792929,25,"(8, 2, 1, 7, 7)",0,-0.0066440699417539,0.0399969360577946,,,,,,,,,,,,,,,,
1623.383238,84,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399367479185497,,,,,,,,,,,,,,,,
1623.383555,84,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398835600955682,,,,,,,,,,,,,,,,
1623.384042,84,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398835600955682,,,,,,,,,,,,,,,,
1623.384383,84,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399180742722823,,,,,,,,,,,,,,,,
1623.384784,84,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399367479185497,,,,,,,,,,,,,,,,
1623.385185,84,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399365515929185,,,,,,,,,,,,,,,,
1623.385635,84,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399365515929185,,,,,,,,,,,,,,,,
1623.385993,84,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0232833082851814,0.0418343839716711,,,,,,,,,,,,,,,,
1623.386303,84,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399365515929185,,,,,,,,,,,,,,,,
1623.386793,84,selection_info,3521399516810494413,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398835600955682,,,,,,,,,,,,,,,,
1623.387114,84,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399365515929185,,,,,,,,,,,,,,,,
1626.399578,84,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3772454261779785,30.94375
1638.470488,84,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0114305019378662,,
1638.470916,84,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0073418617248535,,
1638.471224,84,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.778652668416448,0.6817610062893081,0.9329140461215932,0.6681681681681682,795,0.0230960845947265,,
1638.471559,84,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0078859329223632,,
1638.472029,84,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0204091072082519,,
1638.472402,84,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0117073059082031,,
1638.472773,84,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7986348122866894,0.7135922330097088,0.951219512195122,0.6882352941176471,206,0.0207560062408447,,
1638.473094,84,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.794452347083926,0.7026748971193416,0.9579759862778732,0.6786148238153098,1944,0.0299978256225585,,
1638.473425,84,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8009478672985783,0.7123287671232876,0.9657142857142856,0.6842105263157895,292,0.0155518054962158,,
1638.47377,84,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079660415649414,,
1638.474173,84,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0069494247436523,,
1638.474644,84,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0112309455871582,,
1638.475034,84,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8007590132827325,0.7123287671232876,0.9634703196347032,0.685064935064935,365,0.0097219944000244,,
1638.47543,84,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0148868560791015,,
1638.475918,84,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8245614035087719,0.754601226993865,0.9591836734693876,0.7230769230769231,163,0.0089063644409179,,
1638.476418,84,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7692307692307693,0.6830985915492958,0.8823529411764706,0.6818181818181818,142,0.0115213394165039,,
1638.476863,84,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7863777089783281,0.6891891891891891,0.9548872180451128,0.6684210526315789,222,0.0137505531311035,,
1638.477197,84,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7924528301886793,0.705685618729097,0.9385474860335196,0.6857142857142857,299,0.0177736282348632,,
1638.477586,84,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0123648643493652,,
1638.477988,84,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7864506627393225,0.6901709401709402,0.9501779359430604,0.6708542713567839,468,0.0152544975280761,,
1638.478358,84,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0092182159423828,,
1638.478823,84,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7748031496062993,0.6757369614512472,0.9318181818181818,0.6630727762803235,441,0.0172491073608398,,
1638.479203,84,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0091769695281982,,
1638.479577,84,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7910271546635183,0.6953528399311532,0.9612625538020086,0.6720160481444333,1162,0.02518892288208,,
1638.47991,84,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8085106382978723,0.7313432835820896,0.95,0.7037037037037037,134,0.0148861408233642,,
1638.483412,84,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",-5.551115123125783e-17,0.03,0.05,-0.08,,,,,,,,,,,
1638.496488,85,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.039938298248279,,,,,,,,,,,,,,,,
1638.49685,85,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398850383107711,,,,,,,,,,,,,,,,
1638.497135,85,selection_info,16506691070021547649,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399384955691017,,,,,,,,,,,,,,,,
1638.49743,85,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399197272863366,,,,,,,,,,,,,,,,
1638.497741,85,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399384955691017,,,,,,,,,,,,,,,,
1638.498029,85,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.039938298248279,,,,,,,,,,,,,,,,
1638.498292,85,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399384955691017,,,,,,,,,,,,,,,,
1638.498548,85,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398850383107711,,,,,,,,,,,,,,,,
1638.498855,85,selection_info,10192160218266941336,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398850383107711,,,,,,,,,,,,,,,,
1638.499135,85,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.039938298248279,,,,,,,,,,,,,,,,
1638.499418,85,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399384955691017,,,,,,,,,,,,,,,,
1638.499756,85,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399384955691017,,,,,,,,,,,,,,,,
1638.500125,85,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399197272863366,,,,,,,,,,,,,,,,
1638.500491,85,selection_info,8818734309448792929,25,"(8, 2, 1, 7, 7)",0,-0.0066440699417539,0.0399989890368997,,,,,,,,,,,,,,,,
1638.500963,85,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399384955691017,,,,,,,,,,,,,,,,
1638.501318,85,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398850383107711,,,,,,,,,,,,,,,,
1638.501833,85,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398850383107711,,,,,,,,,,,,,,,,
1638.502307,85,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399197272863366,,,,,,,,,,,,,,,,
1638.502958,85,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399384955691017,,,,,,,,,,,,,,,,
1638.503419,85,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.039938298248279,,,,,,,,,,,,,,,,
1638.505303,85,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.039938298248279,,,,,,,,,,,,,,,,
1638.506003,85,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0224600249768963,0.0417940425177978,,,,,,,,,,,,,,,,
1638.507109,85,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.039938298248279,,,,,,,,,,,,,,,,
1638.507399,85,selection_info,3521399516810494413,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0398850383107711,,,,,,,,,,,,,,,,
1638.507834,85,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.039938298248279,,,,,,,,,,,,,,,,
1644.519855,85,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3723526000976562,31.04375
1653.639686,85,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0142695903778076,,
1653.640118,85,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.794452347083926,0.7026748971193416,0.9579759862778732,0.6786148238153098,1944,0.0348954200744628,,
1653.64049,85,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7804024496937882,0.6842767295597484,0.9350104821802936,0.6696696696696697,795,0.0227839946746826,,
1653.640885,85,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8007590132827325,0.7123287671232876,0.9634703196347032,0.685064935064935,365,0.0101559162139892,,
1653.641226,85,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0095045566558837,,
1653.641524,85,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0102996826171875,,
1653.641913,85,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0112369060516357,,
1653.642337,85,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0100116729736328,,
1653.642835,85,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0119481086730957,,
1653.643214,85,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8245614035087719,0.754601226993865,0.9591836734693876,0.7230769230769231,163,0.011545181274414,,
1653.643589,85,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7864506627393225,0.6901709401709402,0.9501779359430604,0.6708542713567839,468,0.0130269527435302,,
1653.643916,85,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7748031496062993,0.6757369614512472,0.9318181818181818,0.6630727762803235,441,0.0192763805389404,,
1653.64428,85,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0080618858337402,,
1653.644671,85,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0081691741943359,,
1653.644933,85,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8009478672985783,0.7123287671232876,0.9657142857142856,0.6842105263157895,292,0.0318379402160644,,
1653.645274,85,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7924528301886793,0.705685618729097,0.9385474860335196,0.6857142857142857,299,0.0306868553161621,,
1653.645585,85,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0084507465362548,,
1653.645891,85,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7910271546635183,0.6953528399311532,0.9612625538020086,0.6720160481444333,1162,0.0263519287109375,,
1653.646239,85,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7692307692307693,0.6830985915492958,0.8823529411764706,0.6818181818181818,142,0.0093946456909179,,
1653.646675,85,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7986348122866894,0.7135922330097088,0.951219512195122,0.6882352941176471,206,0.0136842727661132,,
1653.647069,85,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7863777089783281,0.6891891891891891,0.9548872180451128,0.6684210526315789,222,0.021524429321289,,
1653.647406,85,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0105946063995361,,
1653.647776,85,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0133802890777587,,
1653.648117,85,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.028078556060791,,
1653.648407,85,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8085106382978723,0.7313432835820896,0.95,0.7037037037037037,134,0.0175657272338867,,
1653.652263,85,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0502594120218715,0.03,0.05,-0.0297405879781284,,,,,,,,,,,
1653.667097,86,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397957710418998,,,,,,,,,,,,,,,,
1653.667496,86,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397424346687658,,,,,,,,,,,,,,,,
1653.66784,86,selection_info,16506691070021547649,25,"(8, 0, 2, 7, 7)",1,0.05,0.0434302444584435,,,,,,,,,,,,,,,,
1653.668185,86,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397771733873612,,,,,,,,,,,,,,,,
1653.668566,86,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039795968646571,,,,,,,,,,,,,,,,
1653.668918,86,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397957710418998,,,,,,,,,,,,,,,,
1653.669319,86,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039795968646571,,,,,,,,,,,,,,,,
1653.669665,86,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397424346687658,,,,,,,,,,,,,,,,
1653.670001,86,selection_info,10192160218266941336,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397424346687658,,,,,,,,,,,,,,,,
1653.670379,86,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397957710418998,,,,,,,,,,,,,,,,
1653.670752,86,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039795968646571,,,,,,,,,,,,,,,,
1653.671091,86,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039795968646571,,,,,,,,,,,,,,,,
1653.671501,86,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397771733873612,,,,,,,,,,,,,,,,
1653.67195,86,selection_info,8818734309448792929,25,"(8, 2, 1, 7, 7)",0,-0.0066440699417539,0.0398565493661571,,,,,,,,,,,,,,,,
1653.67226,86,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039795968646571,,,,,,,,,,,,,,,,
1653.672726,86,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397424346687658,,,,,,,,,,,,,,,,
1653.674211,86,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397424346687658,,,,,,,,,,,,,,,,
1653.674636,86,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397771733873612,,,,,,,,,,,,,,,,
1653.675229,86,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039795968646571,,,,,,,,,,,,,,,,
1653.675673,86,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397957710418998,,,,,,,,,,,,,,,,
1653.676067,86,selection_info,13037310488785240627,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397424346687658,,,,,,,,,,,,,,,,
1653.676432,86,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0221401590721381,0.0416342052011287,,,,,,,,,,,,,,,,
1653.676907,86,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397957710418998,,,,,,,,,,,,,,,,
1653.677235,86,selection_info,3521399516810494413,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397424346687658,,,,,,,,,,,,,,,,
1653.677649,86,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397957710418998,,,,,,,,,,,,,,,,
1659.692939,86,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.3804130554199219,31.11875
1659.693508,86,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.2383365631103515,22.454545454545453
1671.811739,86,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0078718662261962,,
1671.81216,86,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7863777089783281,0.6891891891891891,0.9548872180451128,0.6684210526315789,222,0.0143098831176757,,
1671.81246,86,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.010995864868164,,
1671.812746,86,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8009478672985783,0.7123287671232876,0.9657142857142856,0.6842105263157895,292,0.0141780376434326,,
1671.813146,86,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7924528301886793,0.705685618729097,0.9385474860335196,0.6857142857142857,299,0.0296161174774169,,
1671.81348,86,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7886658795749705,0.6919104991394148,0.958393113342898,0.6700100300902708,1162,0.0231733322143554,,
1671.813825,86,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0087330341339111,,
1671.814177,86,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0119497776031494,,
1671.814465,86,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0092124938964843,,
1671.814794,86,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7811023622047244,0.6848072562358276,0.9393939393939394,0.6684636118598383,441,0.0159456729888916,,
1671.815108,86,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0129055976867675,,
1671.815479,86,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8245614035087719,0.754601226993865,0.9591836734693876,0.7230769230769231,163,0.0086979866027832,,
1671.815813,86,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0167920589447021,,
1671.816149,86,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0178642272949218,,
1671.816465,86,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.008657693862915,,
1671.816796,86,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8085106382978723,0.7313432835820896,0.95,0.7037037037037037,134,0.0158886909484863,,
1671.817166,86,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7986348122866894,0.7135922330097088,0.951219512195122,0.6882352941176471,206,0.0126092433929443,,
1671.817477,86,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7864506627393225,0.6901709401709402,0.9501779359430604,0.6708542713567839,468,0.0146751403808593,,
1671.817939,86,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8007590132827325,0.7123287671232876,0.9634703196347032,0.685064935064935,365,0.0107562541961669,,
1671.818308,86,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.007239818572998,,
1671.818652,86,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7856517935258093,0.6918238993710691,0.941299790356394,0.6741741741741741,795,0.0243325233459472,,
1671.819011,86,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.794452347083926,0.7026748971193416,0.9579759862778732,0.6786148238153098,1944,0.033421516418457,,
1671.819377,86,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7692307692307693,0.6830985915492958,0.8823529411764706,0.6818181818181818,142,0.0104091167449951,,
1671.8197,86,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8345323741007195,0.7745098039215687,0.9508196721311476,0.7435897435897436,102,0.0185177326202392,,
1671.820075,86,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7945205479452054,0.7058823529411765,0.9508196721311476,0.6823529411764706,102,0.0088469982147216,,
1671.823996,86,learning_update,16506691070021547649,,,,,,"(8, 0, 2, 7, 7)",0.0515706359532911,0.03,0.1,-0.0784293640467089,,,,,,,,,,,
1671.8247,86,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0515706359532911,0.03,0.1,-0.0784293640467089,,,,,,,,,,,
1671.837888,87,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398026478543983,,,,,,,,,,,,,,,,
1671.838306,87,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397490343773409,,,,,,,,,,,,,,,,
1671.838605,87,selection_info,16506691070021547649,25,"(8, 1, 2, 7, 7)",1,0.0477555770016755,0.04330848240742,,,,,,,,,,,,,,,,
1671.838955,87,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397839535365334,,,,,,,,,,,,,,,,
1671.839318,87,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398028464863769,,,,,,,,,,,,,,,,
1671.839613,87,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398026478543983,,,,,,,,,,,,,,,,
1671.839942,87,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398028464863769,,,,,,,,,,,,,,,,
1671.840339,87,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397490343773409,,,,,,,,,,,,,,,,
1671.840753,87,selection_info,10192160218266941336,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397490343773409,,,,,,,,,,,,,,,,
1671.841175,87,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398026478543983,,,,,,,,,,,,,,,,
1671.84145,87,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398028464863769,,,,,,,,,,,,,,,,
1671.84177,87,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398028464863769,,,,,,,,,,,,,,,,
1671.84213,87,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397839535365334,,,,,,,,,,,,,,,,
1671.842501,87,selection_info,8818734309448792929,25,"(8, 2, 1, 7, 7)",0,-0.0066440699417539,0.039863742386654,,,,,,,,,,,,,,,,
1671.84284,87,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398028464863769,,,,,,,,,,,,,,,,
1671.843143,87,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397490343773409,,,,,,,,,,,,,,,,
1671.843503,87,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397490343773409,,,,,,,,,,,,,,,,
1671.843865,87,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397839535365334,,,,,,,,,,,,,,,,
1671.844263,87,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398028464863769,,,,,,,,,,,,,,,,
1671.844561,87,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398026478543983,,,,,,,,,,,,,,,,
1671.844894,87,selection_info,13037310488785240627,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397490343773409,,,,,,,,,,,,,,,,
1671.845296,87,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0213337252725988,0.041599707910287,,,,,,,,,,,,,,,,
1671.845667,87,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398026478543983,,,,,,,,,,,,,,,,
1671.846193,87,selection_info,3521399516810494413,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397490343773409,,,,,,,,,,,,,,,,
1671.846557,87,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398026478543983,,,,,,,,,,,,,,,,
1677.866186,87,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.404048204421997,31.0875
1677.867009,87,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.2375361919403076,22.63636363636364
1689.995301,87,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0128817558288574,,
1689.995736,87,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8009478672985783,0.7123287671232876,0.9657142857142856,0.6842105263157895,292,0.0146505832672119,,
1689.996112,87,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7863777089783281,0.6891891891891891,0.9548872180451128,0.6684210526315789,222,0.0182230472564697,,
1689.996548,87,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0188417434692382,,
1689.996914,87,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8157894736842105,0.7423312883435583,0.9489795918367347,0.7153846153846154,163,0.0091485977172851,,
1689.997591,87,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.007404088973999,,
1689.99789,87,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0093908309936523,,
1689.998315,87,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0119776725769042,,
1689.998888,87,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7921708185053381,0.6995884773662552,0.9561855670103092,0.6761846901579587,1944,0.0389308929443359,,
1689.999314,87,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0080714225769042,,
1689.999658,87,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7748031496062993,0.6757369614512472,0.9318181818181818,0.6630727762803235,441,0.0132937431335449,,
1690.000047,87,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7821522309711286,0.6867924528301886,0.9371069182389936,0.6711711711711712,795,0.0185256004333496,,
1690.000324,87,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7924528301886793,0.705685618729097,0.9385474860335196,0.6857142857142857,299,0.0152428150177001,,
1690.00061,87,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0103771686553955,,
1690.000877,87,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7986348122866894,0.7135922330097088,0.951219512195122,0.6882352941176471,206,0.0253214836120605,,
1690.001287,87,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7864506627393225,0.6901709401709402,0.9501779359430604,0.6708542713567839,468,0.0121207237243652,,
1690.001571,87,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0068261623382568,,
1690.00188,87,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7886658795749705,0.6919104991394148,0.958393113342898,0.6700100300902708,1162,0.025580883026123,,
1690.00254,87,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0136442184448242,,
1690.003001,87,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8085106382978723,0.7313432835820896,0.95,0.7037037037037037,134,0.017787218093872,,
1690.003397,87,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0136747360229492,,
1690.003727,87,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0092213153839111,,
1690.00426,87,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7692307692307693,0.6830985915492958,0.8823529411764706,0.6818181818181818,142,0.0138049125671386,,
1690.00474,87,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8007590132827325,0.7123287671232876,0.9634703196347032,0.685064935064935,365,0.0095820426940917,,
1690.005272,87,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0150294303894042,,
1690.010073,87,learning_update,16506691070021547649,,,,,,"(8, 1, 2, 7, 7)",-0.0019249067121783,0.03,0.1,-0.1319249067121783,,,,,,,,,,,
1690.010815,87,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",-0.0019249067121783,0.03,0.1,-0.1319249067121783,,,,,,,,,,,
1690.024447,88,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397920368764879,,,,,,,,,,,,,,,,
1690.024855,88,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397381685324046,,,,,,,,,,,,,,,,
1690.025243,88,selection_info,16506691070021547649,25,"(8, 2, 2, 7, 7)",1,0.0476525800180423,0.0433084763191543,,,,,,,,,,,,,,,,
1690.025561,88,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397732536483976,,,,,,,,,,,,,,,,
1690.02596,88,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397922364533987,,,,,,,,,,,,,,,,
1690.026346,88,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397920368764879,,,,,,,,,,,,,,,,
1690.026687,88,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397922364533987,,,,,,,,,,,,,,,,
1690.027096,88,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397381685324046,,,,,,,,,,,,,,,,
1690.027558,88,selection_info,10192160218266941336,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397381685324046,,,,,,,,,,,,,,,,
1690.028022,88,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397920368764879,,,,,,,,,,,,,,,,
1690.028348,88,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397922364533987,,,,,,,,,,,,,,,,
1690.028717,88,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397922364533987,,,,,,,,,,,,,,,,
1690.02906,88,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397732536483976,,,,,,,,,,,,,,,,
1690.029541,88,selection_info,8818734309448792929,25,"(8, 1, 1, 7, 7)",1,-0.001210317420121,0.0401863967435939,,,,,,,,,,,,,,,,
1690.029872,88,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397922364533987,,,,,,,,,,,,,,,,
1690.030316,88,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397381685324046,,,,,,,,,,,,,,,,
1690.030696,88,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397381685324046,,,,,,,,,,,,,,,,
1690.031116,88,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397732536483976,,,,,,,,,,,,,,,,
1690.031433,88,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397922364533987,,,,,,,,,,,,,,,,
1690.031801,88,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397920368764879,,,,,,,,,,,,,,,,
1690.032263,88,selection_info,13037310488785240627,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397381685324046,,,,,,,,,,,,,,,,
1690.032603,88,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0199931424802045,0.0415125462859065,,,,,,,,,,,,,,,,
1690.033047,88,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397920368764879,,,,,,,,,,,,,,,,
1690.033611,88,selection_info,3521399516810494413,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397381685324046,,,,,,,,,,,,,,,,
1690.034105,88,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397920368764879,,,,,,,,,,,,,,,,
1696.057238,88,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,1.5027029514312744,13.622727272727271
1696.05778,88,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4409737586975097,22.59090909090909
1696.058054,88,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.400109052658081,31.09375
1705.183893,88,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7986348122866894,0.7135922330097088,0.951219512195122,0.6882352941176471,206,0.0211474895477294,,
1705.184439,88,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0226566791534423,,
1705.184891,88,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080926418304443,,
1705.185364,88,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.008967638015747,,
1705.185839,88,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7924528301886793,0.705685618729097,0.9385474860335196,0.6857142857142857,299,0.0368397235870361,,
1705.186203,88,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0211725234985351,,
1705.186597,88,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8245614035087719,0.754601226993865,0.9591836734693876,0.7230769230769231,163,0.0088987350463867,,
1705.186909,88,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7794871794871795,0.6971830985915493,0.8941176470588236,0.6909090909090909,142,0.0114450454711914,,
1705.187177,88,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0187623500823974,,
1705.187541,88,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0175287723541259,,
1705.187839,88,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7886658795749705,0.6919104991394148,0.958393113342898,0.6700100300902708,1162,0.0274136066436767,,
1705.188131,88,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0117766857147216,,
1705.188434,88,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.794452347083926,0.7026748971193416,0.9579759862778732,0.6786148238153098,1944,0.036341905593872,,
1705.188817,88,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0074551105499267,,
1705.189179,88,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0080428123474121,,
1705.189453,88,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8085106382978723,0.7313432835820896,0.95,0.7037037037037037,134,0.0152170658111572,,
1705.189854,88,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7864506627393225,0.6901709401709402,0.9501779359430604,0.6708542713567839,468,0.0128571987152099,,
1705.190325,88,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0386974811553955,,
1705.190935,88,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0276367664337158,,
1705.191376,88,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7779527559055118,0.6802721088435374,0.9356060606060606,0.6657681940700808,441,0.0270612239837646,,
1705.191763,88,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0123655796051025,,
1705.192103,88,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0079307556152343,,
1705.192543,88,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8007590132827325,0.7123287671232876,0.9634703196347032,0.685064935064935,365,0.0089287757873535,,
1705.192952,88,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7856517935258093,0.6918238993710691,0.941299790356394,0.6741741741741741,795,0.0512666702270507,,
1705.193557,88,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8009478672985783,0.7123287671232876,0.9657142857142856,0.6842105263157895,292,0.0357115268707275,,
1705.198222,88,learning_update,16506691070021547649,,,,,,"(8, 2, 2, 7, 7)",0.0013096441955063,0.03,0.13,-0.1586903558044937,,,,,,,,,,,
1705.199047,88,learning_update,8818734309448792929,,,,,,"(8, 1, 1, 7, 7)",0.0013096441955063,0.03,0.13,-0.1586903558044937,,,,,,,,,,,
1705.199795,88,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0013096441955063,0.03,0.13,-0.1586903558044937,,,,,,,,,,,
1705.214802,89,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397984237276783,,,,,,,,,,,,,,,,
1705.215218,89,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397442761834466,,,,,,,,,,,,,,,,
1705.215589,89,selection_info,16506691070021547649,25,"(8, 3, 2, 7, 7)",1,0.0486577676852992,0.0434009486433193,,,,,,,,,,,,,,,,
1705.21601,89,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397795431040825,,,,,,,,,,,,,,,,
1705.216386,89,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397986243396834,,,,,,,,,,,,,,,,
1705.21683,89,selection_info,13392168843036499530,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397442761834466,,,,,,,,,,,,,,,,
1705.217283,89,selection_info,5631037270461107728,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397986243396834,,,,,,,,,,,,,,,,
1705.217731,89,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397442761834466,,,,,,,,,,,,,,,,
1705.218237,89,selection_info,10192160218266941336,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397442761834466,,,,,,,,,,,,,,,,
1705.218746,89,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397984237276783,,,,,,,,,,,,,,,,
1705.21917,89,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397986243396834,,,,,,,,,,,,,,,,
1705.219638,89,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397986243396834,,,,,,,,,,,,,,,,
1705.220129,89,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397795431040825,,,,,,,,,,,,,,,,
1705.220604,89,selection_info,8818734309448792929,25,"(8, 1, 1, 7, 7)",1,-0.0027960106607458,0.0400968730481891,,,,,,,,,,,,,,,,
1705.221059,89,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397986243396834,,,,,,,,,,,,,,,,
1705.221449,89,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397442761834466,,,,,,,,,,,,,,,,
1705.221973,89,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397442761834466,,,,,,,,,,,,,,,,
1705.222309,89,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397795431040825,,,,,,,,,,,,,,,,
1705.222694,89,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397986243396834,,,,,,,,,,,,,,,,
1705.223077,89,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397984237276783,,,,,,,,,,,,,,,,
1705.22338,89,selection_info,13037310488785240627,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397442761834466,,,,,,,,,,,,,,,,
1705.223747,89,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0183862457796793,0.0414254748521786,,,,,,,,,,,,,,,,
1705.22425,89,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397984237276783,,,,,,,,,,,,,,,,
1705.224856,89,selection_info,3521399516810494413,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397442761834466,,,,,,,,,,,,,,,,
1705.225765,89,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397984237276783,,,,,,,,,,,,,,,,
1714.247934,89,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.3103394508361816,22.395454545454545
1714.248634,89,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.4204578399658203,31.05625
1714.248963,89,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,1.15940523147583,13.613636363636363
1726.354887,89,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0070900917053222,,
1726.355728,89,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0101447105407714,,
1726.356356,89,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7897435897435897,0.7112676056338029,0.9058823529411764,0.7,142,0.0119755268096923,,
1726.35697,89,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7811023622047244,0.6848072562358276,0.9393939393939394,0.6684636118598383,441,0.028700828552246,,
1726.357327,89,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8054607508532423,0.7233009708737864,0.959349593495935,0.6941176470588235,206,0.0171186923980712,,
1726.357702,89,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7924528301886793,0.705685618729097,0.9385474860335196,0.6857142857142857,299,0.0259702205657959,,
1726.358105,89,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8085106382978723,0.7313432835820896,0.95,0.7037037037037037,134,0.0144245624542236,,
1726.358457,89,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7922077922077922,0.6970740103270223,0.9626972740315638,0.6730190571715146,1162,0.0242068767547607,,
1726.359062,89,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7864506627393225,0.6901709401709402,0.9501779359430604,0.6708542713567839,468,0.012122631072998,,
1726.35947,89,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8009478672985783,0.7123287671232876,0.9657142857142856,0.6842105263157895,292,0.0108027458190917,,
1726.359885,89,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.02032470703125,,
1726.361112,89,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8045540796963947,0.7178082191780822,0.9680365296803652,0.6883116883116883,365,0.0087182521820068,,
1726.361706,89,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0088884830474853,,
1726.362399,89,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7891513560804899,0.6968553459119496,0.9454926624737946,0.6771771771771772,795,0.032078742980957,,
1726.362987,89,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7972972972972973,0.7067901234567902,0.9614065180102916,0.681044957472661,1944,0.0414347648620605,,
1726.363381,89,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8421052631578947,0.7791411042944786,0.979591836734694,0.7384615384615385,163,0.0092585086822509,,
1726.363987,89,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.009690523147583,,
1726.36503,89,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8345323741007195,0.7745098039215687,0.9508196721311476,0.7435897435897436,102,0.0085713863372802,,
1726.365528,89,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0111136436462402,,
1726.365909,89,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.02510666847229,,
1726.366548,89,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076739788055419,,
1726.367239,89,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0191504955291748,,
1726.36837,89,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0120582580566406,,
1726.369405,89,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0098781585693359,,
1726.370519,89,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0083141326904296,,
1726.380513,89,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 7, 7)",0.0550338578477189,0.04,0.13,-0.114966142152281,,,,,,,,,,,
1726.382736,89,learning_update,8818734309448792929,,,,,,"(8, 1, 1, 7, 7)",0.0550338578477189,0.04,0.13,-0.114966142152281,,,,,,,,,,,
1726.384221,89,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0550338578477189,0.04,0.13,-0.114966142152281,,,,,,,,,,,
1726.404459,90,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0396653874226728,,,,,,,,,,,,,,,,
1726.405094,90,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0396111498775705,,,,,,,,,,,,,,,,
1726.405366,90,selection_info,16506691070021547649,25,"(8, 4, 2, 7, 7)",1,0.0484552330952856,0.043261156044663,,,,,,,,,,,,,,,,
1726.40582,90,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0396464753746795,,,,,,,,,,,,,,,,
1726.406346,90,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0396655883688132,,,,,,,,,,,,,,,,
1726.406749,90,selection_info,13392168843036499530,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0396111498775705,,,,,,,,,,,,,,,,
1726.407217,90,selection_info,5631037270461107728,25,"(8, 0, 2, 7, 7)",1,0.0491455065525479,0.0433073667340166,,,,,,,,,,,,,,,,
1726.408383,90,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0396111498775705,,,,,,,,,,,,,,,,
1726.409381,90,selection_info,10192160218266941336,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0396111498775705,,,,,,,,,,,,,,,,
1726.41008,90,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0396653874226728,,,,,,,,,,,,,,,,
1726.410812,90,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0396655883688132,,,,,,,,,,,,,,,,
1726.411531,90,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0396655883688132,,,,,,,,,,,,,,,,
1726.412431,90,selection_info,15368353039753191835,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0396464753746795,,,,,,,,,,,,,,,,
1726.413342,90,selection_info,8818734309448792929,25,"(8, 2, 1, 7, 7)",0,-0.0066440699417539,0.039727194452749,,,,,,,,,,,,,,,,
1726.414313,90,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0396655883688132,,,,,,,,,,,,,,,,
1726.414817,90,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0396111498775705,,,,,,,,,,,,,,,,
1726.415713,90,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0396111498775705,,,,,,,,,,,,,,,,
1726.416488,90,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0396464753746795,,,,,,,,,,,,,,,,
1726.416976,90,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0396655883688132,,,,,,,,,,,,,,,,
1726.41741,90,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0396653874226728,,,,,,,,,,,,,,,,
1726.417721,90,selection_info,13037310488785240627,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0396111498775705,,,,,,,,,,,,,,,,
1726.418164,90,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0172181981123768,0.0412207786665376,,,,,,,,,,,,,,,,
1726.41849,90,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0396653874226728,,,,,,,,,,,,,,,,
1726.419046,90,selection_info,3521399516810494413,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0396111498775705,,,,,,,,,,,,,,,,
1726.419391,90,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0396653874226728,,,,,,,,,,,,,,,,
1732.44676,90,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.4501461982727051,36.22272727272727
1732.447302,90,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.2485854625701904,22.481818181818184
1732.44767,90,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.4117922782897949,30.99375
1744.575741,90,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7980085348506402,0.7078189300411523,0.9622641509433962,0.6816524908869988,1944,0.0472111701965332,,
1744.576173,90,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7922077922077922,0.6970740103270223,0.9626972740315638,0.6730190571715146,1162,0.0259158611297607,,
1744.576532,90,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0094695091247558,,
1744.576897,90,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0127918720245361,,
1744.577255,90,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7924528301886793,0.705685618729097,0.9385474860335196,0.6857142857142857,299,0.0161418914794921,,
1744.57764,90,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0090749263763427,,
1744.578076,90,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0072162151336669,,
1744.578359,90,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7893961708394698,0.6944444444444444,0.9537366548042704,0.6733668341708543,468,0.0120344161987304,,
1744.578748,90,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8,0.7253521126760564,0.9176470588235294,0.7090909090909091,142,0.0118277072906494,,
1744.579133,90,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0109930038452148,,
1744.57954,90,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0120692253112792,,
1744.579974,90,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8009478672985783,0.7123287671232876,0.9657142857142856,0.6842105263157895,292,0.0153431892395019,,
1744.580496,90,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7891513560804899,0.6968553459119496,0.9454926624737946,0.6771771771771772,795,0.0400073528289794,,
1744.580869,90,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8085106382978723,0.7313432835820896,0.95,0.7037037037037037,134,0.0131685733795166,,
1744.581277,90,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0121431350708007,,
1744.581646,90,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8054607508532423,0.7233009708737864,0.959349593495935,0.6941176470588235,206,0.0122475624084472,,
1744.582238,90,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8421052631578947,0.7791411042944786,0.979591836734694,0.7384615384615385,163,0.0091519355773925,,
1744.582638,90,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7811023622047244,0.6848072562358276,0.9393939393939394,0.6684636118598383,441,0.0353879928588867,,
1744.582994,90,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0213940143585205,,
1744.583412,90,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0173368453979492,,
1744.583895,90,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0083746910095214,,
1744.584296,90,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0141968727111816,,
1744.584557,90,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8045540796963947,0.7178082191780822,0.9680365296803652,0.6883116883116883,365,0.0089473724365234,,
1744.584854,90,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8345323741007195,0.7745098039215687,0.9508196721311476,0.7435897435897436,102,0.0099203586578369,,
1744.58518,90,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082423686981201,,
1744.590092,90,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 7, 7)",0.0507858528123407,0.05,0.18,-0.1792141471876592,,,,,,,,,,,
1744.590868,90,learning_update,5631037270461107728,,,,,,"(8, 0, 2, 7, 7)",0.0507858528123407,0.05,0.18,-0.1792141471876592,,,,,,,,,,,
1744.59153,90,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0507858528123407,0.05,0.18,-0.1792141471876592,,,,,,,,,,,
1744.605331,91,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397421234365681,,,,,,,,,,,,,,,,
1744.605718,91,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0396875080747905,,,,,,,,,,,,,,,,
1744.606113,91,selection_info,16506691070021547649,25,"(8, 5, 2, 7, 7)",1,0.0154088384423879,0.0411924900940452,,,,,,,,,,,,,,,,
1744.606425,91,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397230796053285,,,,,,,,,,,,,,,,
1744.606884,91,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397423257831897,,,,,,,,,,,,,,,,
1744.607378,91,selection_info,13392168843036499530,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0396875080747905,,,,,,,,,,,,,,,,
1744.60769,91,selection_info,5631037270461107728,25,"(8, 1, 2, 7, 7)",1,0.0463876453846993,0.0432246104869831,,,,,,,,,,,,,,,,
1744.608145,91,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0396875080747905,,,,,,,,,,,,,,,,
1744.608649,91,selection_info,10192160218266941336,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0396875080747905,,,,,,,,,,,,,,,,
1744.609044,91,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397421234365681,,,,,,,,,,,,,,,,
1744.609602,91,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397423257831897,,,,,,,,,,,,,,,,
1744.610166,91,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397423257831897,,,,,,,,,,,,,,,,
1744.610475,91,selection_info,15368353039753191835,25,"(8, 0, 1, 7, 7)",1,0.0,0.0402175779476282,,,,,,,,,,,,,,,,
1744.610739,91,selection_info,8818734309448792929,25,"(8, 2, 1, 7, 7)",0,-0.0066440699417539,0.0398043614695271,,,,,,,,,,,,,,,,
1744.611157,91,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397423257831897,,,,,,,,,,,,,,,,
1744.611532,91,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0396875080747905,,,,,,,,,,,,,,,,
1744.611884,91,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0396875080747905,,,,,,,,,,,,,,,,
1744.612259,91,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397230796053285,,,,,,,,,,,,,,,,
1744.61269,91,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397423257831897,,,,,,,,,,,,,,,,
1744.613079,91,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397421234365681,,,,,,,,,,,,,,,,
1744.613365,91,selection_info,13037310488785240627,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0396875080747905,,,,,,,,,,,,,,,,
1744.613698,91,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0154088384423879,0.0411924900940452,,,,,,,,,,,,,,,,
1744.614205,91,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397421234365681,,,,,,,,,,,,,,,,
1744.614641,91,selection_info,3521399516810494413,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0396875080747905,,,,,,,,,,,,,,,,
1744.615078,91,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397421234365681,,,,,,,,,,,,,,,,
1753.637201,91,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.2547311782836914,22.113636363636363
1753.637704,91,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.4038176536560058,30.96875
1753.638145,91,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.5722887516021729,36.24090909090909
1753.638493,91,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1610260009765625,17.63125
1765.711794,91,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0158758163452148,,
1765.712192,91,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7811023622047244,0.6848072562358276,0.9393939393939394,0.6684636118598383,441,0.0175180435180664,,
1765.712534,91,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0072154998779296,,
1765.712957,91,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0083045959472656,,
1765.713268,91,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0121405124664306,,
1765.713635,91,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7839020122484689,0.6893081761006289,0.939203354297694,0.6726726726726727,795,0.0242819786071777,,
1765.713996,91,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8245614035087719,0.754601226993865,0.9591836734693876,0.7230769230769231,163,0.0092582702636718,,
1765.714286,91,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7864506627393225,0.6901709401709402,0.9501779359430604,0.6708542713567839,468,0.0144345760345458,,
1765.714676,91,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0119106769561767,,
1765.714971,91,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7922077922077922,0.6970740103270223,0.9626972740315638,0.6730190571715146,1162,0.0346183776855468,,
1765.715298,91,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8345323741007195,0.7745098039215687,0.9508196721311476,0.7435897435897436,102,0.0111055374145507,,
1765.715685,91,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7945205479452054,0.7058823529411765,0.9508196721311476,0.6823529411764706,102,0.0314412117004394,,
1765.715971,91,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0111916065216064,,
1765.716306,91,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8007590132827325,0.7123287671232876,0.9634703196347032,0.685064935064935,365,0.0125741958618164,,
1765.71682,91,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7937411095305832,0.7016460905349794,0.9571183533447684,0.6780072904009721,1944,0.0315368175506591,,
1765.717244,91,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0129337310791015,,
1765.717599,91,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0128517150878906,,
1765.717996,91,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8009478672985783,0.7123287671232876,0.9657142857142856,0.6842105263157895,292,0.0268139839172363,,
1765.71836,91,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0087387561798095,,
1765.718719,91,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0275969505310058,,
1765.719142,91,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8085106382978723,0.7313432835820896,0.95,0.7037037037037037,134,0.0116536617279052,,
1765.719531,91,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7986348122866894,0.7135922330097088,0.951219512195122,0.6882352941176471,206,0.0173287391662597,,
1765.719989,91,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0104448795318603,,
1765.720292,91,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7794871794871795,0.6971830985915493,0.8941176470588236,0.6909090909090909,142,0.0147778987884521,,
1765.720984,91,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7924528301886793,0.705685618729097,0.9385474860335196,0.6857142857142857,299,0.0153303146362304,,
1765.726289,91,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 7, 7)",-0.0033158033051906,0.06,0.21,-0.2733158033051906,,,,,,,,,,,
1765.727156,91,learning_update,5631037270461107728,,,,,,"(8, 1, 2, 7, 7)",-0.0033158033051906,0.06,0.21,-0.2733158033051906,,,,,,,,,,,
1765.727992,91,learning_update,15368353039753191835,,,,,,"(8, 0, 1, 7, 7)",-0.0033158033051906,0.06,0.21,-0.2733158033051906,,,,,,,,,,,
1765.72868,91,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",-0.0033158033051906,0.06,0.21,-0.2733158033051906,,,,,,,,,,,
1765.743989,92,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397796882421841,,,,,,,,,,,,,,,,
1765.74442,92,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397247467389648,,,,,,,,,,,,,,,,
1765.744802,92,selection_info,16506691070021547649,25,"(8, 5, 2, 7, 7)",1,0.0099144532662708,0.0408863944276475,,,,,,,,,,,,,,,,
1765.745192,92,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397605306455709,,,,,,,,,,,,,,,,
1765.745751,92,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397798917978459,,,,,,,,,,,,,,,,
1765.746139,92,selection_info,13392168843036499530,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397247467389648,,,,,,,,,,,,,,,,
1765.74659,92,selection_info,5631037270461107728,25,"(8, 2, 2, 7, 7)",1,0.0460270705689846,0.0432593583610888,,,,,,,,,,,,,,,,
1765.747039,92,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397247467389648,,,,,,,,,,,,,,,,
1765.747376,92,selection_info,10192160218266941336,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397247467389648,,,,,,,,,,,,,,,,
1765.747749,92,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397796882421841,,,,,,,,,,,,,,,,
1765.748084,92,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397798917978459,,,,,,,,,,,,,,,,
1765.748418,92,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397798917978459,,,,,,,,,,,,,,,,
1765.748859,92,selection_info,15368353039753191835,25,"(8, 1, 1, 7, 7)",1,-0.0039775086051369,0.0400086189819173,,,,,,,,,,,,,,,,
1765.749382,92,selection_info,8818734309448792929,25,"(8, 2, 1, 7, 7)",0,-0.0066440699417539,0.0398422983986875,,,,,,,,,,,,,,,,
1765.749696,92,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397798917978459,,,,,,,,,,,,,,,,
1765.75009,92,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397247467389648,,,,,,,,,,,,,,,,
1765.750438,92,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397247467389648,,,,,,,,,,,,,,,,
1765.750844,92,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0397605306455709,,,,,,,,,,,,,,,,
1765.751143,92,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0397798917978459,,,,,,,,,,,,,,,,
1765.751556,92,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397796882421841,,,,,,,,,,,,,,,,
1765.752038,92,selection_info,13037310488785240627,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397247467389648,,,,,,,,,,,,,,,,
1765.75246,92,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0099144532662708,0.0408863944276475,,,,,,,,,,,,,,,,
1765.752884,92,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397796882421841,,,,,,,,,,,,,,,,
1765.753281,92,selection_info,3521399516810494413,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397247467389648,,,,,,,,,,,,,,,,
1765.753612,92,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0397796882421841,,,,,,,,,,,,,,,,
1771.779464,92,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1555955410003662,18.2
1771.780098,92,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.2630259990692138,22.663636363636364
1771.780394,92,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.4341609477996826,30.9875
1771.780704,92,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.5585687160491943,36.16818181818182
1783.871114,92,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0091454982757568,,
1783.871225,92,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0100293159484863,,
1783.871517,92,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7986348122866894,0.7135922330097088,0.951219512195122,0.6882352941176471,206,0.0270395278930664,,
1783.871856,92,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0303454399108886,,
1783.872196,92,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7692307692307693,0.6830985915492958,0.8823529411764706,0.6818181818181818,142,0.0236663818359375,,
1783.87247,92,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8085106382978723,0.7313432835820896,0.95,0.7037037037037037,134,0.0114171504974365,,
1783.872787,92,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7924528301886793,0.705685618729097,0.9385474860335196,0.6857142857142857,299,0.0158405303955078,,
1783.873222,92,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0086910724639892,,
1783.8735,92,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7962085308056872,0.7054794520547946,0.96,0.680161943319838,292,0.0134351253509521,,
1783.87384,92,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7864506627393225,0.6901709401709402,0.9501779359430604,0.6708542713567839,468,0.0129010677337646,,
1783.874259,92,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0071594715118408,,
1783.874616,92,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7804024496937882,0.6842767295597484,0.9350104821802936,0.6696696696696697,795,0.0191535949707031,,
1783.875052,92,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079054832458496,,
1783.875589,92,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0129923820495605,,
1783.876037,92,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0085928440093994,,
1783.876354,92,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0090515613555908,,
1783.876715,92,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7923186344238976,0.6995884773662552,0.9554030874785592,0.6767922235722965,1944,0.0356698036193847,,
1783.877117,92,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8007590132827325,0.7123287671232876,0.9634703196347032,0.685064935064935,365,0.0096848011016845,,
1783.87747,92,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076708793640136,,
1783.877791,92,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0139694213867187,,
1783.878191,92,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8157894736842105,0.7423312883435583,0.9489795918367347,0.7153846153846154,163,0.0093996524810791,,
1783.87853,92,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0093898773193359,,
1783.878836,92,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7886658795749705,0.6919104991394148,0.958393113342898,0.6700100300902708,1162,0.0369830131530761,,
1783.879339,92,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7863777089783281,0.6891891891891891,0.9548872180451128,0.6684210526315789,222,0.0236642360687255,,
1783.879701,92,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7748031496062993,0.6757369614512472,0.9318181818181818,0.6630727762803235,441,0.0279188156127929,,
1783.885225,92,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 7, 7)",-0.0029656255674094,0.06,0.21,-0.2729656255674094,,,,,,,,,,,
1783.885828,92,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 7, 7)",-0.0029656255674094,0.06,0.21,-0.2729656255674094,,,,,,,,,,,
1783.886448,92,learning_update,15368353039753191835,,,,,,"(8, 1, 1, 7, 7)",-0.0029656255674094,0.06,0.21,-0.2729656255674094,,,,,,,,,,,
1783.887185,92,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",-0.0029656255674094,0.06,0.21,-0.2729656255674094,,,,,,,,,,,
1783.901344,93,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398362409151145,,,,,,,,,,,,,,,,
1783.901742,93,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397809450164295,,,,,,,,,,,,,,,,
1783.902174,93,selection_info,16506691070021547649,25,"(7, 5, 2, 7, 7)",0,-0.0068323451867438,0.0398874626296567,,,,,,,,,,,,,,,,
1783.902592,93,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398169597004575,,,,,,,,,,,,,,,,
1783.902959,93,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398364457845085,,,,,,,,,,,,,,,,
1783.903444,93,selection_info,13392168843036499530,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397809450164295,,,,,,,,,,,,,,,,
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1783.904234,93,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397809450164295,,,,,,,,,,,,,,,,
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1783.906427,93,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398364457845085,,,,,,,,,,,,,,,,
1783.906784,93,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397809450164295,,,,,,,,,,,,,,,,
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1783.90764,93,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0398169597004575,,,,,,,,,,,,,,,,
1783.908049,93,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0398364457845085,,,,,,,,,,,,,,,,
1783.90834,93,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398362409151145,,,,,,,,,,,,,,,,
1783.908632,93,selection_info,13037310488785240627,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397809450164295,,,,,,,,,,,,,,,,
1783.908882,93,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0042874809542079,0.0405899736701397,,,,,,,,,,,,,,,,
1783.909272,93,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398362409151145,,,,,,,,,,,,,,,,
1783.909603,93,selection_info,3521399516810494413,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0397809450164295,,,,,,,,,,,,,,,,
1783.909881,93,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0398362409151145,,,,,,,,,,,,,,,,
1789.9271,93,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.4226868152618408,31.03125
1789.927556,93,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.3682525157928467,36.03636363636363
1802.056715,93,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7924528301886793,0.705685618729097,0.9385474860335196,0.6857142857142857,299,0.0257050991058349,,
1802.057177,93,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7867298578199052,0.6917808219178082,0.9485714285714286,0.6720647773279352,292,0.0124177932739257,,
1802.057507,93,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7839433293978748,0.685025817555938,0.9526542324246772,0.6659979939819458,1162,0.0236849784851074,,
1802.057874,93,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0120770931243896,,
1802.058254,93,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7716535433070866,0.671201814058957,0.928030303030303,0.660377358490566,441,0.0258331298828125,,
1802.058592,93,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7589743589743589,0.6690140845070423,0.8705882352941177,0.6727272727272727,142,0.0133876800537109,,
1802.058962,93,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0079712867736816,,
1802.059292,93,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0114405155181884,,
1802.059563,93,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.0153980255126953,,
1802.059839,93,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.009261131286621,,
1802.060174,93,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078897476196289,,
1802.060506,93,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7678018575851393,0.6621621621621622,0.9323308270676692,0.6526315789473685,222,0.0136275291442871,,
1802.060729,93,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0083472728729248,,
1802.061098,93,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0235695838928222,,
1802.061348,93,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0074400901794433,,
1802.061608,93,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7873399715504978,0.6923868312757202,0.9493996569468268,0.672539489671932,1944,0.0383148193359375,,
1802.061848,93,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7835051546391752,0.6858974358974359,0.9466192170818504,0.6683417085427136,468,0.0120103359222412,,
1802.062169,93,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8070175438596491,0.7300613496932515,0.9387755102040816,0.7076923076923077,163,0.0090625286102294,,
1802.062475,93,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7816091954022989,0.6779661016949152,0.9577464788732394,0.6601941747572816,118,0.01033616065979,,
1802.06278,93,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0133218765258789,,
1802.063088,93,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7769028871391076,0.6792452830188679,0.9308176100628932,0.6666666666666666,795,0.0173804759979248,,
1802.06349,93,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.7978723404255319,0.7164179104477612,0.9375,0.6944444444444444,134,0.0133063793182373,,
1802.063944,93,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0104312896728515,,
1802.064272,93,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0093998908996582,,
1802.064544,93,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.793168880455408,0.7013698630136986,0.954337899543379,0.6785714285714286,365,0.0104212760925292,,
1802.068543,93,learning_update,5631037270461107728,,,,,,"(8, 3, 2, 7, 7)",-0.0050365141245311,0.04,0.13,-0.1750365141245311,,,,,,,,,,,
1802.069391,93,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",-0.0050365141245311,0.04,0.13,-0.1750365141245311,,,,,,,,,,,
1802.082702,94,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.039965599588284,,,,,,,,,,,,,,,,
1802.083122,94,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.039909845553211,,,,,,,,,,,,,,,,
1802.083395,94,selection_info,16506691070021547649,25,"(7, 4, 2, 7, 7)",1,-0.0043308338914432,0.0401755187494965,,,,,,,,,,,,,,,,
1802.083679,94,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399461585811347,,,,,,,,,,,,,,,,
1802.084058,94,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039965806155781,,,,,,,,,,,,,,,,
1802.084413,94,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.039965599588284,,,,,,,,,,,,,,,,
1802.084796,94,selection_info,5631037270461107728,25,"(7, 4, 2, 7, 7)",1,-0.0043308338914432,0.0401755187494965,,,,,,,,,,,,,,,,
1802.085138,94,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.039909845553211,,,,,,,,,,,,,,,,
1802.08554,94,selection_info,10192160218266941336,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.039909845553211,,,,,,,,,,,,,,,,
1802.085895,94,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.039965599588284,,,,,,,,,,,,,,,,
1802.086188,94,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039965806155781,,,,,,,,,,,,,,,,
1802.086451,94,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039965806155781,,,,,,,,,,,,,,,,
1802.08689,94,selection_info,15368353039753191835,25,"(7, 2, 1, 7, 7)",1,-0.0059648860089704,0.0400720601552466,,,,,,,,,,,,,,,,
1802.087278,94,selection_info,8818734309448792929,25,"(8, 1, 1, 7, 7)",1,-0.0067210737488404,0.0400242729991269,,,,,,,,,,,,,,,,
1802.087622,94,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039965806155781,,,,,,,,,,,,,,,,
1802.087958,94,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.039909845553211,,,,,,,,,,,,,,,,
1802.088302,94,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.039909845553211,,,,,,,,,,,,,,,,
1802.088674,94,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399461585811347,,,,,,,,,,,,,,,,
1802.088995,94,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.039965806155781,,,,,,,,,,,,,,,,
1802.089332,94,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.039965599588284,,,,,,,,,,,,,,,,
1802.08968,94,selection_info,13037310488785240627,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.039965599588284,,,,,,,,,,,,,,,,
1802.090149,94,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,0.0025328283320084,0.0406130109682043,,,,,,,,,,,,,,,,
1802.090437,94,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.039965599588284,,,,,,,,,,,,,,,,
1802.090808,94,selection_info,3521399516810494413,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.039909845553211,,,,,,,,,,,,,,,,
1802.091139,94,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.039965599588284,,,,,,,,,,,,,,,,
1811.110961,94,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.2726533412933349,22.55909090909091
1811.111567,94,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.15655517578125,18.00625
1811.111969,94,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.4227125644683838,30.925
1811.1123,94,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.3896982669830322,36.07727272727273
1811.112655,94,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,1.5965135097503662,13.640909090909092
1823.184299,94,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0090517997741699,,
1823.184661,94,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0086913108825683,,
1823.185003,94,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8121442125237192,0.7287671232876712,0.9771689497716894,0.6948051948051948,365,0.0105977058410644,,
1823.185426,94,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0118274688720703,,
1823.185777,94,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7910271546635183,0.6953528399311532,0.9612625538020086,0.6720160481444333,1162,0.02164888381958,,
1823.18614,94,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8,0.7253521126760564,0.9176470588235294,0.7090909090909091,142,0.0099604129791259,,
1823.186502,94,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0252699851989746,,
1823.186787,94,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8085106382978723,0.7313432835820896,0.95,0.7037037037037037,134,0.0110642910003662,,
1823.187081,94,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8345323741007195,0.7745098039215687,0.9508196721311476,0.7435897435897436,102,0.0137622356414794,,
1823.187419,94,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7893961708394698,0.6944444444444444,0.9537366548042704,0.6733668341708543,468,0.0123159885406494,,
1823.187738,94,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0074465274810791,,
1823.188072,94,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.010873794555664,,
1823.188393,94,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8009478672985783,0.7123287671232876,0.9657142857142856,0.6842105263157895,292,0.0238358974456787,,
1823.188642,94,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8054607508532423,0.7233009708737864,0.959349593495935,0.6941176470588235,206,0.013594627380371,,
1823.189029,94,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7811023622047244,0.6848072562358276,0.9393939393939394,0.6684636118598383,441,0.0210444927215576,,
1823.189347,94,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7863777089783281,0.6891891891891891,0.9548872180451128,0.6684210526315789,222,0.0136938095092773,,
1823.189668,94,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.02573823928833,,
1823.19008,94,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8082191780821918,0.7254901960784313,0.9672131147540984,0.6941176470588235,102,0.0081350803375244,,
1823.190377,94,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7951635846372689,0.7037037037037037,0.9588336192109777,0.6792223572296476,1944,0.0321364402770996,,
1823.190617,94,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0204434394836425,,
1823.190944,94,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8421052631578947,0.7791411042944786,0.979591836734694,0.7384615384615385,163,0.0091109275817871,,
1823.191202,94,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7856517935258093,0.6918238993710691,0.941299790356394,0.6741741741741741,795,0.0239853858947753,,
1823.191547,94,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7924528301886793,0.705685618729097,0.9385474860335196,0.6857142857142857,299,0.014355182647705,,
1823.191876,94,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0082268714904785,,
1823.192137,94,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0071144104003906,,
1823.196488,94,learning_update,16506691070021547649,,,,,,"(7, 4, 2, 7, 7)",0.0077426654314664,0.07,0.24,-0.3022573345685336,,,,,,,,,,,
1823.197319,94,learning_update,5631037270461107728,,,,,,"(7, 4, 2, 7, 7)",0.0077426654314664,0.07,0.24,-0.3022573345685336,,,,,,,,,,,
1823.197997,94,learning_update,15368353039753191835,,,,,,"(7, 2, 1, 7, 7)",0.0077426654314664,0.07,0.24,-0.3022573345685336,,,,,,,,,,,
1823.198653,94,learning_update,8818734309448792929,,,,,,"(8, 1, 1, 7, 7)",0.0077426654314664,0.07,0.24,-0.3022573345685336,,,,,,,,,,,
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1823.217349,95,selection_info,8818734309448792929,25,"(8, 1, 1, 7, 7)",0,-0.0097369260207769,0.0398670444263392,,,,,,,,,,,,,,,,
1823.217886,95,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399993686727459,,,,,,,,,,,,,,,,
1823.218176,95,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0399430798288935,,,,,,,,,,,,,,,,
1823.218506,95,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0399430798288935,,,,,,,,,,,,,,,,
1823.218901,95,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399796058085715,,,,,,,,,,,,,,,,
1823.21919,95,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.0399993686727459,,,,,,,,,,,,,,,,
1823.219543,95,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399991608928825,,,,,,,,,,,,,,,,
1823.220023,95,selection_info,13037310488785240627,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0399430798288935,,,,,,,,,,,,,,,,
1823.220366,95,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,-0.0004922778420088,0.040455844445748,,,,,,,,,,,,,,,,
1823.220663,95,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399991608928825,,,,,,,,,,,,,,,,
1823.221031,95,selection_info,3521399516810494413,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0399430798288935,,,,,,,,,,,,,,,,
1823.221357,95,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0399991608928825,,,,,,,,,,,,,,,,
1829.243821,95,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1619360446929931,17.39375
1829.244507,95,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.416644811630249,31.0625
1829.244895,95,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.3497743606567383,36.11363636363637
1841.361666,95,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0107190608978271,,
1841.362112,95,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0103302001953125,,
1841.362474,95,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7874852420306966,0.6901893287435457,0.9569583931133429,0.6690070210631895,1162,0.0285227298736572,,
1841.362851,95,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7692307692307693,0.6830985915492958,0.8823529411764706,0.6818181818181818,142,0.011554479598999,,
1841.363233,95,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0135507583618164,,
1841.363517,95,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7924528301886793,0.705685618729097,0.9385474860335196,0.6857142857142857,299,0.009817361831665,,
1841.363893,95,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.7962085308056872,0.7054794520547946,0.96,0.680161943319838,292,0.0132176876068115,,
1841.364189,95,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8085106382978723,0.7313432835820896,0.95,0.7037037037037037,134,0.016697883605957,,
1841.364406,95,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.017916202545166,,
1841.364635,95,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7864506627393225,0.6901709401709402,0.9501779359430604,0.6708542713567839,468,0.0164809226989746,,
1841.36493,95,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.778652668416448,0.6817610062893081,0.9329140461215932,0.6681681681681682,795,0.0284497737884521,,
1841.365229,95,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0101227760314941,,
1841.365512,95,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0083620548248291,,
1841.365895,95,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7801857585139319,0.6801801801801802,0.9473684210526316,0.6631578947368421,222,0.0301423072814941,,
1841.366175,95,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0165743827819824,,
1841.366507,95,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0105831623077392,,
1841.366796,95,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0097091197967529,,
1841.367084,95,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8007590132827325,0.7123287671232876,0.9634703196347032,0.685064935064935,365,0.0094301700592041,,
1841.367377,95,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7916073968705548,0.698559670781893,0.9545454545454546,0.6761846901579587,1944,0.0329542160034179,,
1841.367644,95,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8054607508532423,0.7233009708737864,0.959349593495935,0.6941176470588235,206,0.0133051872253417,,
1841.368073,95,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8245614035087719,0.754601226993865,0.9591836734693876,0.7230769230769231,163,0.0113561153411865,,
1841.368457,95,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0124735832214355,,
1841.368845,95,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0093750953674316,,
1841.369193,95,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.007042646408081,,
1841.369438,95,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7811023622047244,0.6848072562358276,0.9393939393939394,0.6684636118598383,441,0.0191211700439453,,
1841.37393,95,learning_update,5631037270461107728,,,,,,"(7, 5, 2, 7, 7)",-0.0052299459417164,0.07,0.16,-0.2352299459417164,,,,,,,,,,,
1841.374555,95,learning_update,15368353039753191835,,,,,,"(7, 3, 1, 7, 7)",-0.0052299459417164,0.07,0.16,-0.2352299459417164,,,,,,,,,,,
1841.375219,95,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",-0.0052299459417164,0.07,0.16,-0.2352299459417164,,,,,,,,,,,
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1841.391245,96,selection_info,17381897621308759492,25,"(7, 0, 2, 7, 7)",1,-0.0076474867181258,0.040014610710736,,,,,,,,,,,,,,,,
1841.391586,96,selection_info,13392168843036499530,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0400144018071833,,,,,,,,,,,,,,,,
1841.392049,96,selection_info,5631037270461107728,25,"(8, 5, 2, 7, 7)",1,-0.002844085023584,0.0403221381278169,,,,,,,,,,,,,,,,
1841.392459,96,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0399580176519765,,,,,,,,,,,,,,,,
1841.392801,96,selection_info,10192160218266941336,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0399580176519765,,,,,,,,,,,,,,,,
1841.393151,96,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0400144018071833,,,,,,,,,,,,,,,,
1841.3935,96,selection_info,10577062229270185434,25,"(7, 0, 2, 7, 7)",1,-0.0076474867181258,0.040014610710736,,,,,,,,,,,,,,,,
1841.393932,96,selection_info,11806130149938443739,25,"(7, 0, 2, 7, 7)",1,-0.0076474867181258,0.040014610710736,,,,,,,,,,,,,,,,
1841.394292,96,selection_info,15368353039753191835,25,"(7, 4, 1, 7, 7)",0,-0.0081749382989106,0.0399809850015747,,,,,,,,,,,,,,,,
1841.394587,96,selection_info,8818734309448792929,25,"(8, 1, 1, 7, 7)",0,-0.0097369260207769,0.0398815719500049,,,,,,,,,,,,,,,,
1841.394955,96,selection_info,4223374082031152552,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.040014610710736,,,,,,,,,,,,,,,,
1841.395284,96,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0399580176519765,,,,,,,,,,,,,,,,
1841.395585,96,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0399580176519765,,,,,,,,,,,,,,,,
1841.395927,96,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0399947409918951,,,,,,,,,,,,,,,,
1841.396279,96,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0076474867181258,0.040014610710736,,,,,,,,,,,,,,,,
1841.39667,96,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0400144018071833,,,,,,,,,,,,,,,,
1841.397054,96,selection_info,13037310488785240627,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0399580176519765,,,,,,,,,,,,,,,,
1841.397395,96,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",1,-0.002844085023584,0.0403221381278169,,,,,,,,,,,,,,,,
1841.397724,96,selection_info,8420893525106420796,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0400144018071833,,,,,,,,,,,,,,,,
1841.398222,96,selection_info,3521399516810494413,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0399580176519765,,,,,,,,,,,,,,,,
1841.398512,96,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",0,-0.0076507622027496,0.0400144018071833,,,,,,,,,,,,,,,,
1850.425893,96,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1590445041656494,21.19090909090909
1850.426878,96,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.4742805957794189,31.16875
1850.427226,96,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.4044044017791748,36.08181818181818
1850.427603,96,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2195613384246826,21.80909090909091
1850.42807,96,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.3493773937225342,36.095454545454544
1862.506081,96,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0333549976348876,,
1862.50663,96,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0086419582366943,,
1862.507056,96,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8333333333333334,0.7668711656441718,0.9693877551020408,0.7307692307692307,163,0.0100185871124267,,
1862.507442,96,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7808219178082192,0.6862745098039216,0.9344262295081968,0.6705882352941176,102,0.0084226131439208,,
1862.507815,96,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0212738513946533,,
1862.508145,96,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0140283107757568,,
1862.508427,96,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7919463087248322,0.696078431372549,0.9672131147540984,0.6704545454545454,102,0.0071790218353271,,
1862.508744,96,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7863777089783281,0.6891891891891891,0.9548872180451128,0.6684210526315789,222,0.0154871940612792,,
1862.509126,96,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8054607508532423,0.7233009708737864,0.959349593495935,0.6941176470588235,206,0.0140295028686523,,
1862.509435,96,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0097553730010986,,
1862.509699,96,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7782805429864253,0.668918918918919,0.9662921348314608,0.6515151515151515,148,0.0088617801666259,,
1862.509972,96,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0079348087310791,,
1862.510281,96,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.7937411095305832,0.7016460905349794,0.9571183533447684,0.6780072904009721,1944,0.0331096649169921,,
1862.51058,96,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7924528301886793,0.705685618729097,0.9385474860335196,0.6857142857142857,299,0.0163171291351318,,
1862.510881,96,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8,0.7253521126760564,0.9176470588235294,0.7090909090909091,142,0.0118601322174072,,
1862.511196,96,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0193228721618652,,
1862.511496,96,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0084748268127441,,
1862.511872,96,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8009478672985783,0.7123287671232876,0.9657142857142856,0.6842105263157895,292,0.0123138427734375,,
1862.512268,96,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8085106382978723,0.7313432835820896,0.95,0.7037037037037037,134,0.0095999240875244,,
1862.512583,96,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7893961708394698,0.6944444444444444,0.9537366548042704,0.6733668341708543,468,0.0140845775604248,,
1862.512834,96,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0253074169158935,,
1862.513123,96,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7821522309711286,0.6867924528301886,0.9371069182389936,0.6711711711711712,795,0.028822898864746,,
1862.513403,96,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7886658795749705,0.6919104991394148,0.958393113342898,0.6700100300902708,1162,0.0398328304290771,,
1862.513739,96,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7811023622047244,0.6848072562358276,0.9393939393939394,0.6684636118598383,441,0.0208268165588378,,
1862.513985,96,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8083491461100569,0.7232876712328767,0.9726027397260274,0.6915584415584416,365,0.0112462043762207,,
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1862.51923,96,learning_update,14767769360382008888,,,,,,"(8, 5, 2, 7, 7)",0.0023675905161403,0.06,0.31,-0.3676324094838596,,,,,,,,,,,
1862.519825,96,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 7, 7)",0.0023675905161403,0.06,0.31,-0.3676324094838596,,,,,,,,,,,
1862.520359,96,learning_update,10577062229270185434,,,,,,"(7, 0, 2, 7, 7)",0.0023675905161403,0.06,0.31,-0.3676324094838596,,,,,,,,,,,
1862.521136,96,learning_update,11806130149938443739,,,,,,"(7, 0, 2, 7, 7)",0.0023675905161403,0.06,0.31,-0.3676324094838596,,,,,,,,,,,
1862.535906,97,selection_info,16206290167654754491,25,"(7, 0, 0, 7, 7)",1,-0.0076507622027496,0.0401301725935613,,,,,,,,,,,,,,,,
1862.536235,97,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0400733413506741,,,,,,,,,,,,,,,,
1862.536631,97,selection_info,16506691070021547649,25,"(7, 2, 2, 7, 7)",0,-0.0078390301082834,0.0401180718642295,,,,,,,,,,,,,,,,
1862.536949,97,selection_info,4354536512509177290,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0401103558357675,,,,,,,,,,,,,,,,
1862.537256,97,selection_info,17381897621308759492,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0398225477419941,,,,,,,,,,,,,,,,
1862.537593,97,selection_info,13392168843036499530,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0400733413506741,,,,,,,,,,,,,,,,
1862.537833,97,selection_info,5631037270461107728,25,"(8, 5, 2, 7, 7)",0,-0.0101873715632042,0.0399674408461443,,,,,,,,,,,,,,,,
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1862.53829,97,selection_info,10192160218266941336,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0400733413506741,,,,,,,,,,,,,,,,
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1862.538876,97,selection_info,10577062229270185434,25,"(7, 1, 2, 7, 7)",0,-0.0124546250193494,0.0398225477419941,,,,,,,,,,,,,,,,
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1862.539641,97,selection_info,15368353039753191835,25,"(7, 3, 1, 7, 7)",1,-0.0061638442843296,0.0402258710767673,,,,,,,,,,,,,,,,
1862.540018,97,selection_info,8818734309448792929,25,"(8, 1, 1, 7, 7)",0,-0.0097369260207769,0.0399962901303834,,,,,,,,,,,,,,,,
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1862.540767,97,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0400733413506741,,,,,,,,,,,,,,,,
1862.541035,97,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0400733413506741,,,,,,,,,,,,,,,,
1862.541326,97,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 7)",0,-0.0079591087654772,0.0401103558357675,,,,,,,,,,,,,,,,
1862.54168,97,selection_info,17833758267265781484,25,"(7, 0, 2, 7, 7)",0,-0.0186723222451206,0.0394278839042504,,,,,,,,,,,,,,,,
1862.542062,97,selection_info,4828451211135769972,25,"(7, 0, 0, 7, 7)",1,-0.0076507622027496,0.0401301725935613,,,,,,,,,,,,,,,,
1862.542597,97,selection_info,13037310488785240627,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0400733413506741,,,,,,,,,,,,,,,,
1862.543038,97,selection_info,14767769360382008888,25,"(8, 5, 2, 7, 7)",0,-0.0101873715632042,0.0399674408461443,,,,,,,,,,,,,,,,
1862.543422,97,selection_info,8420893525106420796,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0400733413506741,,,,,,,,,,,,,,,,
1862.54394,97,selection_info,3521399516810494413,25,"(8, 0, 0, 7, 7)",0,-0.0085354583008261,0.0400733413506741,,,,,,,,,,,,,,,,
1862.544354,97,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 7)",1,-0.0076507622027496,0.0401301725935613,,,,,,,,,,,,,,,,
1871.573902,97,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,1.2439606189727783,5.368181818181818
1871.574371,97,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1965847015380859,12.46875
1871.574764,97,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1615676879882812,18.51875
1871.57511,97,client_fit_metrics,17693001876622351254,,,,,,,,,,,,,,,,,,,,1.2190289497375488,4.55
1871.575468,97,client_fit_metrics,4828451211135769972,,,,,,,,,,,,,,,,,,,,1.285383224487305,5.9625
1883.650093,97,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0114662647247314,,
1883.650517,97,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0305118560791015,,
1883.650863,97,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0075082778930664,,
1883.651223,97,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0114362239837646,,
1883.651577,97,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0102899074554443,,
1883.651896,97,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0090570449829101,,
1883.652308,97,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0099804401397705,,
1883.652611,97,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0172908306121826,,
1883.652934,97,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0179376602172851,,
1883.6535,97,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0123071670532226,,
1883.653896,97,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0083997249603271,,
1883.654296,97,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0148556232452392,,
1883.654689,97,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0120437145233154,,
1883.655185,97,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0335903167724609,,
1883.65557,97,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0127952098846435,,
1883.655911,97,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0135107040405273,,
1883.656356,97,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0171592235565185,,
1883.656717,97,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7961504811898513,0.7069182389937106,0.9538784067085954,0.6831831831831832,795,0.0371758937835693,,
1883.657012,97,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0216994285583496,,
1883.657412,97,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0108084678649902,,
1883.657805,97,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.00905442237854,,
1883.658167,97,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0154409408569335,,
1883.658514,97,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0086948871612548,,
1883.658834,97,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7919463087248322,0.696078431372549,0.9672131147540984,0.6704545454545454,102,0.0074985027313232,,
1883.659314,97,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0171043872833251,,
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1883.664738,97,learning_update,16206290167654754491,,,,,,"(7, 0, 0, 7, 7)",0.0683929125169416,0.01,0.09,-0.0316070874830583,,,,,,,,,,,
1883.665323,97,learning_update,17693001876622351254,,,,,,"(7, 0, 0, 7, 7)",0.0683929125169416,0.01,0.09,-0.0316070874830583,,,,,,,,,,,
1883.665832,97,learning_update,4828451211135769972,,,,,,"(7, 0, 0, 7, 7)",0.0683929125169416,0.01,0.09,-0.0316070874830583,,,,,,,,,,,
1883.666517,97,learning_update,15492424130391261209,,,,,,"(7, 0, 0, 7, 7)",0.0683929125169416,0.01,0.09,-0.0316070874830583,,,,,,,,,,,
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1883.681451,98,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.0389550694626836,,,,,,,,,,,,,,,,
1883.681744,98,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",1,0.05,0.0422204773917973,,,,,,,,,,,,,,,,
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1883.682411,98,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,0.05,0.0422204773917973,,,,,,,,,,,,,,,,
1883.682803,98,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.0389550694626836,,,,,,,,,,,,,,,,
1883.683193,98,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",1,0.05,0.0422204773917973,,,,,,,,,,,,,,,,
1883.68364,98,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.0389550694626836,,,,,,,,,,,,,,,,
1883.684032,98,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0389550694626836,,,,,,,,,,,,,,,,
1883.684361,98,selection_info,17693001876622351254,25,"(7, 1, 0, 8, 8)",0,0.0,0.0389550694626836,,,,,,,,,,,,,,,,
1883.684668,98,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,0.05,0.0422204773917973,,,,,,,,,,,,,,,,
1883.685159,98,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",1,0.05,0.0422204773917973,,,,,,,,,,,,,,,,
1883.685601,98,selection_info,15368353039753191835,25,"(7, 3, 1, 8, 8)",0,0.0,0.0389550694626836,,,,,,,,,,,,,,,,
1883.685947,98,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,0.0,0.0389550694626836,,,,,,,,,,,,,,,,
1883.686311,98,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,0.05,0.0422204773917973,,,,,,,,,,,,,,,,
1883.686729,98,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0389550694626836,,,,,,,,,,,,,,,,
1883.687026,98,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0389550694626836,,,,,,,,,,,,,,,,
1883.687382,98,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0389550694626836,,,,,,,,,,,,,,,,
1883.687738,98,selection_info,17833758267265781484,25,"(7, 0, 2, 8, 8)",0,0.05,0.0422204773917973,,,,,,,,,,,,,,,,
1883.688101,98,selection_info,4828451211135769972,25,"(7, 1, 0, 8, 8)",0,0.0,0.0389550694626836,,,,,,,,,,,,,,,,
1883.68839,98,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0389550694626836,,,,,,,,,,,,,,,,
1883.68875,98,selection_info,14767769360382008888,25,"(8, 4, 2, 8, 8)",0,0.05,0.0422204773917973,,,,,,,,,,,,,,,,
1883.689091,98,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0389550694626836,,,,,,,,,,,,,,,,
1883.689482,98,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0389550694626836,,,,,,,,,,,,,,,,
1883.689821,98,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,0.0,0.0389550694626836,,,,,,,,,,,,,,,,
1889.723854,98,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.4082746505737304,36.05
1889.724589,98,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2400555610656738,21.827272727272728
1889.724865,98,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1610016822814941,21.277272727272727
1889.725188,98,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.5503919124603271,22.654545454545453
1889.725465,98,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.8792769908905029,36.22727272727273
1901.855929,98,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0068483352661132,,
1901.856431,98,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0213427543640136,,
1901.856757,98,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0246863365173339,,
1901.85716,98,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7919463087248322,0.696078431372549,0.9672131147540984,0.6704545454545454,102,0.0078010559082031,,
1901.857581,98,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0083894729614257,,
1901.857871,98,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0187005996704101,,
1901.858179,98,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0082373619079589,,
1901.858534,98,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0130648612976074,,
1901.85893,98,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0134108066558837,,
1901.859358,98,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0085444450378417,,
1901.859772,98,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0272169113159179,,
1901.860181,98,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.009911298751831,,
1901.860461,98,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0245957374572753,,
1901.860833,98,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0298354625701904,,
1901.861234,98,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0093100070953369,,
1901.861511,98,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.008995771408081,,
1901.861884,98,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0122687816619873,,
1901.862302,98,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0117664337158203,,
1901.862603,98,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0246810913085937,,
1901.863038,98,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0206174850463867,,
1901.863382,98,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7944006999125109,0.7044025157232704,0.9517819706498952,0.6816816816816816,795,0.017885684967041,,
1901.86366,98,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0132548809051513,,
1901.863972,98,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0132358074188232,,
1901.86438,98,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0102636814117431,,
1901.86468,98,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0146198272705078,,
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1901.870181,98,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",-0.0003496140698678,0.02,0.31,-0.3303496140698679,,,,,,,,,,,
1901.870862,98,learning_update,5631037270461107728,,,,,,"(8, 4, 2, 8, 8)",-0.0003496140698678,0.02,0.31,-0.3303496140698679,,,,,,,,,,,
1901.871681,98,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",-0.0003496140698678,0.02,0.31,-0.3303496140698679,,,,,,,,,,,
1901.87243,98,learning_update,11806130149938443739,,,,,,"(8, 1, 2, 8, 8)",-0.0003496140698678,0.02,0.31,-0.3303496140698679,,,,,,,,,,,
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1901.895541,99,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0389586500240405,,,,,,,,,,,,,,,,
1901.895957,99,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,0.0,0.0389586500240405,,,,,,,,,,,,,,,,
1910.930902,99,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2312135696411132,21.986363636363635
1910.931398,99,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1642568111419677,20.822727272727278
1910.931691,99,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.5749597549438477,36.17727272727273
1910.932011,99,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1360561847686767,44.1625
1910.93238,99,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.2796332836151123,22.577272727272728
1923.017716,99,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.00848388671875,,
1923.018252,99,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0140278339385986,,
1923.018606,99,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0089790821075439,,
1923.019068,99,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0078558921813964,,
1923.019439,99,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0131323337554931,,
1923.019733,99,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0128500461578369,,
1923.020173,99,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0072956085205078,,
1923.020502,99,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0143191814422607,,
1923.020803,99,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.008652925491333,,
1923.021202,99,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0176808834075927,,
1923.021628,99,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0152041912078857,,
1923.022127,99,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7944006999125109,0.7044025157232704,0.9517819706498952,0.6816816816816816,795,0.0406363010406494,,
1923.022496,99,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0091471672058105,,
1923.022875,99,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0125088691711425,,
1923.02335,99,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0137276649475097,,
1923.023943,99,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0081005096435546,,
1923.024413,99,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0092897415161132,,
1923.024767,99,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0126254558563232,,
1923.02516,99,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0285520553588867,,
1923.025655,99,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0112006664276123,,
1923.026016,99,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0150120258331298,,
1923.02655,99,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0189881324768066,,
1923.026938,99,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0078029632568359,,
1923.027308,99,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0351369380950927,,
1923.027628,99,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0126845836639404,,
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1923.032998,99,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 8, 8)",3.1046622058494844e-06,0.0,0.31,-0.3099968953377942,,,,,,,,,,,
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1923.035538,99,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",3.1046622058494844e-06,0.0,0.31,-0.3099968953377942,,,,,,,,,,,
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1923.060034,100,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,0.0,0.0389955891637964,,,,,,,,,,,,,,,,
1929.089458,100,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1362264156341552,30.3625
1929.090042,100,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.5037620067596436,36.29545454545455
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1929.090618,100,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1786766052246093,21.163636363636364
1929.090947,100,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.468787670135498,36.10454545454545
1941.171493,100,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0108511447906494,,
1941.171884,100,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7919463087248322,0.696078431372549,0.9672131147540984,0.6704545454545454,102,0.0074789524078369,,
1941.172364,100,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0175757408142089,,
1941.172729,100,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0087785720825195,,
1941.173102,100,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0147123336791992,,
1941.173482,100,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0131700038909912,,
1941.173885,100,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0125336647033691,,
1941.174309,100,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0082900524139404,,
1941.174588,100,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0090334415435791,,
1941.174917,100,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0116145610809326,,
1941.175308,100,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7944006999125109,0.7044025157232704,0.9517819706498952,0.6816816816816816,795,0.0351624488830566,,
1941.17578,100,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.018625259399414,,
1941.176142,100,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0179855823516845,,
1941.176438,100,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0354423522949218,,
1941.176779,100,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.00830078125,,
1941.177265,100,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0243964195251464,,
1941.177649,100,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0090432167053222,,
1941.177944,100,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0112092494964599,,
1941.178405,100,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0088753700256347,,
1941.178794,100,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0088453292846679,,
1941.179293,100,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8103877623621487,0.7258230452674898,0.9776824034334765,0.6919805589307412,1944,0.0321371555328369,,
1941.179768,100,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0190687179565429,,
1941.180114,100,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0113828182220458,,
1941.180527,100,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0094308853149414,,
1941.180914,100,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0067353248596191,,
1941.185954,100,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",6.650109857303521e-05,0.04,0.31,-0.3499334989014269,,,,,,,,,,,
1941.186933,100,learning_update,5631037270461107728,,,,,,"(8, 3, 2, 8, 8)",6.650109857303521e-05,0.04,0.31,-0.3499334989014269,,,,,,,,,,,
1941.18759,100,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",6.650109857303521e-05,0.04,0.31,-0.3499334989014269,,,,,,,,,,,
1941.18827,100,learning_update,11806130149938443739,,,,,,"(8, 3, 2, 8, 8)",6.650109857303521e-05,0.04,0.31,-0.3499334989014269,,,,,,,,,,,
1941.189,100,learning_update,17833758267265781484,,,,,,"(8, 0, 2, 8, 8)",6.650109857303521e-05,0.04,0.31,-0.3499334989014269,,,,,,,,,,,
1941.202898,101,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,0.0,0.0390375376945814,,,,,,,,,,,,,,,,
1941.203276,101,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390375376945814,,,,,,,,,,,,,,,,
1941.203587,101,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",1,0.0437315617827779,0.0419297291096264,,,,,,,,,,,,,,,,
1941.20388,101,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.0390375376945814,,,,,,,,,,,,,,,,
1941.204271,101,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",1,0.05,0.0423614919659324,,,,,,,,,,,,,,,,
1941.20459,101,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390375376945814,,,,,,,,,,,,,,,,
1941.204911,101,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,0.0429066419065953,0.0418732382114114,,,,,,,,,,,,,,,,
1941.205351,101,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390375376945814,,,,,,,,,,,,,,,,
1941.205771,101,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390375376945814,,,,,,,,,,,,,,,,
1941.206151,101,selection_info,17693001876622351254,25,"(7, 1, 0, 8, 8)",0,0.0,0.0390375376945814,,,,,,,,,,,,,,,,
1941.206529,101,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,0.05,0.0423614919659324,,,,,,,,,,,,,,,,
1941.206859,101,selection_info,11806130149938443739,25,"(8, 4, 2, 8, 8)",1,0.0466465038593013,0.0421299568528915,,,,,,,,,,,,,,,,
1941.2073,101,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,0.0,0.0390375376945814,,,,,,,,,,,,,,,,
1941.20768,101,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.0390375376945814,,,,,,,,,,,,,,,,
1941.207998,101,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,0.0433265426800096,0.0419019836954403,,,,,,,,,,,,,,,,
1941.208314,101,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390375376945814,,,,,,,,,,,,,,,,
1941.208581,101,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390375376945814,,,,,,,,,,,,,,,,
1941.208955,101,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0390375376945814,,,,,,,,,,,,,,,,
1941.209396,101,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,0.0433265426800096,0.0419019836954403,,,,,,,,,,,,,,,,
1941.209652,101,selection_info,4828451211135769972,25,"(8, 1, 0, 8, 8)",0,0.0,0.0390375376945814,,,,,,,,,,,,,,,,
1941.209997,101,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390375376945814,,,,,,,,,,,,,,,,
1941.210377,101,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,0.0433265426800096,0.0419019836954403,,,,,,,,,,,,,,,,
1941.21071,101,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390375376945814,,,,,,,,,,,,,,,,
1941.2111,101,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390375376945814,,,,,,,,,,,,,,,,
1941.21144,101,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,0.0,0.0390375376945814,,,,,,,,,,,,,,,,
1950.233398,101,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.346656322479248,36.21818181818182
1950.233983,101,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1719629764556884,21.204545454545453
1950.234462,101,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2135992050170898,21.74090909090909
1950.23491,101,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.3345222473144531,22.222727272727276
1950.235269,101,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1377274990081787,44.425
1962.346414,101,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0123414993286132,,
1962.346822,101,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8191126279863481,0.7427184466019418,0.975609756097561,0.7058823529411765,206,0.021125316619873,,
1962.347167,101,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0196387767791748,,
1962.347516,101,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.013378620147705,,
1962.347906,101,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0083026885986328,,
1962.348318,101,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0226345062255859,,
1962.348573,101,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0085973739624023,,
1962.348907,101,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.810099573257468,0.7253086419753086,0.9768439108061748,0.6919805589307412,1944,0.0323686599731445,,
1962.349205,101,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0080842971801757,,
1962.349579,101,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0123043060302734,,
1962.349908,101,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0080897808074951,,
1962.350331,101,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0079755783081054,,
1962.35063,101,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0204532146453857,,
1962.350865,101,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.013981819152832,,
1962.351185,101,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0096311569213867,,
1962.351446,101,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0131771564483642,,
1962.351722,101,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0278270244598388,,
1962.352112,101,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0092122554779052,,
1962.35246,101,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0071244239807128,,
1962.352839,101,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0167098045349121,,
1962.353152,101,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7944006999125109,0.7044025157232704,0.9517819706498952,0.6816816816816816,795,0.0233771800994873,,
1962.353419,101,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0089814662933349,,
1962.353663,101,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0166935920715332,,
1962.353952,101,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7919463087248322,0.696078431372549,0.9672131147540984,0.6704545454545454,102,0.0074086189270019,,
1962.354296,101,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0127468109130859,,
1962.357945,101,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 8, 8)",-0.0004360423386943,0.06,0.31,-0.3704360423386943,,,,,,,,,,,
1962.358574,101,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",-0.0004360423386943,0.06,0.31,-0.3704360423386943,,,,,,,,,,,
1962.359154,101,learning_update,11806130149938443739,,,,,,"(8, 4, 2, 8, 8)",-0.0004360423386943,0.06,0.31,-0.3704360423386943,,,,,,,,,,,
1962.359694,101,learning_update,16506691070021547649,,,,,,"(8, 2, 2, 8, 8)",-0.0004360423386943,0.06,0.31,-0.3704360423386943,,,,,,,,,,,
1962.360455,101,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",-0.0004360423386943,0.06,0.31,-0.3704360423386943,,,,,,,,,,,
1962.37479,102,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,0.0,0.0390840609560924,,,,,,,,,,,,,,,,
1962.375179,102,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390840609560924,,,,,,,,,,,,,,,,
1962.375444,102,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,0.0429066419065953,0.0419379163118206,,,,,,,,,,,,,,,,
1962.37578,102,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.0390840609560924,,,,,,,,,,,,,,,,
1962.37614,102,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",0,0.0424950335136495,0.0419095724799969,,,,,,,,,,,,,,,,
1962.376478,102,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390840609560924,,,,,,,,,,,,,,,,
1962.376697,102,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,0.0399760455187225,0.0417365289048117,,,,,,,,,,,,,,,,
1962.377055,102,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390840609560924,,,,,,,,,,,,,,,,
1962.377349,102,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390840609560924,,,,,,,,,,,,,,,,
1962.377661,102,selection_info,17693001876622351254,25,"(7, 1, 0, 8, 8)",0,0.0,0.0390840609560924,,,,,,,,,,,,,,,,
1962.378068,102,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",0,0.0424950335136495,0.0419095724799969,,,,,,,,,,,,,,,,
1962.378397,102,selection_info,11806130149938443739,25,"(8, 4, 2, 8, 8)",1,0.042895496932055,0.0419371486035008,,,,,,,,,,,,,,,,
1962.378724,102,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,0.0,0.0390840609560924,,,,,,,,,,,,,,,,
1962.379207,102,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.0390840609560924,,,,,,,,,,,,,,,,
1962.379613,102,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",1,0.0437315617827779,0.0419947789713457,,,,,,,,,,,,,,,,
1962.38002,102,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390840609560924,,,,,,,,,,,,,,,,
1962.380421,102,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390840609560924,,,,,,,,,,,,,,,,
1962.380692,102,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0390840609560924,,,,,,,,,,,,,,,,
1962.381069,102,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",1,0.0433265426800096,0.0419668509190488,,,,,,,,,,,,,,,,
1962.381421,102,selection_info,4828451211135769972,25,"(8, 1, 0, 8, 8)",0,0.0,0.0390840609560924,,,,,,,,,,,,,,,,
1962.381713,102,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390840609560924,,,,,,,,,,,,,,,,
1962.382097,102,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",1,0.0463906038951058,0.0421785950759076,,,,,,,,,,,,,,,,
1962.382503,102,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390840609560924,,,,,,,,,,,,,,,,
1962.382849,102,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390840609560924,,,,,,,,,,,,,,,,
1962.383178,102,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,0.0,0.0390840609560924,,,,,,,,,,,,,,,,
1968.416207,102,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.4628190994262695,31.0625
1968.416741,102,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.3096654415130615,22.43636363636364
1968.417156,102,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1397297382354736,29.21875
1968.417481,102,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1845984458923339,21.104545454545452
1968.417864,102,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1390111446380615,44.53125
1980.491063,102,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0236086845397949,,
1980.491516,102,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.008838415145874,,
1980.491899,102,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8121442125237192,0.7287671232876712,0.9771689497716894,0.6948051948051948,365,0.0089588165283203,,
1980.492283,102,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0188655853271484,,
1980.492563,102,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0260541439056396,,
1980.492972,102,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0120995044708251,,
1980.493427,102,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7944006999125109,0.7044025157232704,0.9517819706498952,0.6816816816816816,795,0.020958662033081,,
1980.493748,102,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.020486831665039,,
1980.494078,102,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0072572231292724,,
1980.494563,102,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0096933841705322,,
1980.494963,102,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0089333057403564,,
1980.49533,102,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.810099573257468,0.7253086419753086,0.9768439108061748,0.6919805589307412,1944,0.0310597419738769,,
1980.495682,102,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8041237113402062,0.7158119658119658,0.9715302491103204,0.6859296482412061,468,0.014103889465332,,
1980.496292,102,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0121376514434814,,
1980.496687,102,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0136454105377197,,
1980.497118,102,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0207448005676269,,
1980.497463,102,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.010744571685791,,
1980.497771,102,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0081355571746826,,
1980.49811,102,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.007566213607788,,
1980.498419,102,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.008561372756958,,
1980.498758,102,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0151610374450683,,
1980.499122,102,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0232758522033691,,
1980.499473,102,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0088686943054199,,
1980.499861,102,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0149734020233154,,
1980.500419,102,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0182435512542724,,
1980.505328,102,learning_update,14767769360382008888,,,,,,"(8, 0, 2, 8, 8)",-0.0003376764529452,0.03,0.28,-0.3103376764529452,,,,,,,,,,,
1980.506082,102,learning_update,4223374082031152552,,,,,,"(7, 2, 2, 8, 8)",-0.0003376764529452,0.03,0.28,-0.3103376764529452,,,,,,,,,,,
1980.50673,102,learning_update,17833758267265781484,,,,,,"(8, 1, 2, 8, 8)",-0.0003376764529452,0.03,0.28,-0.3103376764529452,,,,,,,,,,,
1980.507413,102,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",-0.0003376764529452,0.03,0.28,-0.3103376764529452,,,,,,,,,,,
1980.508175,102,learning_update,11806130149938443739,,,,,,"(8, 4, 2, 8, 8)",-0.0003376764529452,0.03,0.28,-0.3103376764529452,,,,,,,,,,,
1980.522793,103,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390965205366368,,,,,,,,,,,,,,,,
1980.523127,103,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390965205366368,,,,,,,,,,,,,,,,
1980.523441,103,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",0,0.039813165198205,0.0417523841566815,,,,,,,,,,,,,,,,
1980.523696,103,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.0390965205366368,,,,,,,,,,,,,,,,
1980.524015,103,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",1,0.0424950335136495,0.0419376398848991,,,,,,,,,,,,,,,,
1980.524302,103,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390965205366368,,,,,,,,,,,,,,,,
1980.524642,103,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,0.0399760455187225,0.0417636120813856,,,,,,,,,,,,,,,,
1980.524953,103,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390965205366368,,,,,,,,,,,,,,,,
1980.525326,103,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390965205366368,,,,,,,,,,,,,,,,
1980.525706,103,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",0,0.0,0.0390965205366368,,,,,,,,,,,,,,,,
1980.526185,103,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,0.0424950335136495,0.0419376398848991,,,,,,,,,,,,,,,,
1980.526594,103,selection_info,11806130149938443739,25,"(8, 5, 2, 8, 8)",1,0.05,0.0424604415829705,,,,,,,,,,,,,,,,
1980.527127,103,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,0.0,0.0390965205366368,,,,,,,,,,,,,,,,
1980.52748,103,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.0390965205366368,,,,,,,,,,,,,,,,
1980.52778,103,selection_info,4223374082031152552,25,"(7, 3, 2, 8, 8)",1,0.0429368233718616,0.0419682362131745,,,,,,,,,,,,,,,,
1980.528227,103,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390965205366368,,,,,,,,,,,,,,,,
1980.5286,103,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390965205366368,,,,,,,,,,,,,,,,
1980.528971,103,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0390965205366368,,,,,,,,,,,,,,,,
1980.529371,103,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,0.0399760455187225,0.0417636120813856,,,,,,,,,,,,,,,,
1980.529926,103,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390965205366368,,,,,,,,,,,,,,,,
1980.530403,103,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390965205366368,,,,,,,,,,,,,,,,
1980.530758,103,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",1,0.0401496848983485,0.0417755849917781,,,,,,,,,,,,,,,,
1980.531114,103,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390965205366368,,,,,,,,,,,,,,,,
1980.531436,103,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0390965205366368,,,,,,,,,,,,,,,,
1980.531703,103,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0390965205366368,,,,,,,,,,,,,,,,
1986.567301,103,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.4097769260406494,36.08636363636364
1986.567843,103,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.212562084197998,22.063636363636363
1986.568168,103,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.4377839565277099,31.1375
1986.568485,103,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1357271671295166,45.40625
1986.568789,103,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1559345722198486,21.35909090909091
1998.653143,103,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8121442125237192,0.7287671232876712,0.9771689497716894,0.6948051948051948,365,0.0114002227783203,,
1998.65348,103,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0091869831085205,,
1998.653751,103,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0195879936218261,,
1998.654045,103,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0109801292419433,,
1998.654332,103,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.810099573257468,0.7253086419753086,0.9768439108061748,0.6919805589307412,1944,0.0368647575378418,,
1998.65459,103,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.00862717628479,,
1998.654846,103,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0176537036895751,,
1998.655172,103,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0239181518554687,,
1998.655431,103,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0245487689971923,,
1998.655873,103,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0274298191070556,,
1998.656321,103,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0145769119262695,,
1998.656926,103,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0099899768829345,,
1998.657368,103,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0159428119659423,,
1998.65771,103,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.00803804397583,,
1998.658086,103,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0081379413604736,,
1998.658384,103,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0138571262359619,,
1998.658668,103,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0147714614868164,,
1998.659023,103,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0075366497039794,,
1998.659302,103,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0097625255584716,,
1998.659542,103,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.008110761642456,,
1998.65996,103,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.031571626663208,,
1998.660278,103,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0170719623565673,,
1998.660518,103,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0092203617095947,,
1998.660805,103,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7944006999125109,0.7044025157232704,0.9517819706498952,0.6816816816816816,795,0.0252420902252197,,
1998.661108,103,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0189273357391357,,
1998.665758,103,learning_update,11806130149938443739,,,,,,"(8, 5, 2, 8, 8)",0.0001299377267797,0.08,0.31,-0.3898700622732203,,,,,,,,,,,
1998.666538,103,learning_update,4223374082031152552,,,,,,"(7, 3, 2, 8, 8)",0.0001299377267797,0.08,0.31,-0.3898700622732203,,,,,,,,,,,
1998.66742,103,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 8, 8)",0.0001299377267797,0.08,0.31,-0.3898700622732203,,,,,,,,,,,
1998.668061,103,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",0.0001299377267797,0.08,0.31,-0.3898700622732203,,,,,,,,,,,
1998.668712,103,learning_update,14767769360382008888,,,,,,"(8, 1, 2, 8, 8)",0.0001299377267797,0.08,0.31,-0.3898700622732203,,,,,,,,,,,
1998.684066,104,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,0.0,0.0391788326704919,,,,,,,,,,,,,,,,
1998.684574,104,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.0391788326704919,,,,,,,,,,,,,,,,
1998.685023,104,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,0.0397602581953884,0.0418504348747596,,,,,,,,,,,,,,,,
1998.685461,104,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.0391788326704919,,,,,,,,,,,,,,,,
1998.685832,104,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",0,0.034616583396814,0.0414948118817876,,,,,,,,,,,,,,,,
1998.686317,104,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.0391788326704919,,,,,,,,,,,,,,,,
1998.686643,104,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",1,0.0362092718363014,0.0416046028635674,,,,,,,,,,,,,,,,
1998.687067,104,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.0391788326704919,,,,,,,,,,,,,,,,
1998.68735,104,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0391788326704919,,,,,,,,,,,,,,,,
1998.687669,104,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",0,0.0,0.0391788326704919,,,,,,,,,,,,,,,,
1998.688003,104,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",0,0.034616583396814,0.0414948118817876,,,,,,,,,,,,,,,,
1998.688279,104,selection_info,11806130149938443739,25,"(8, 5, 2, 8, 8)",1,0.0460512993772678,0.0422895304316928,,,,,,,,,,,,,,,,
1998.688603,104,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,0.0,0.0391788326704919,,,,,,,,,,,,,,,,
1998.688911,104,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.0391788326704919,,,,,,,,,,,,,,,,
1998.689313,104,selection_info,4223374082031152552,25,"(7, 4, 2, 8, 8)",0,0.034616583396814,0.0414948118817876,,,,,,,,,,,,,,,,
1998.68988,104,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0391788326704919,,,,,,,,,,,,,,,,
1998.690272,104,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0391788326704919,,,,,,,,,,,,,,,,
1998.690536,104,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0391788326704919,,,,,,,,,,,,,,,,
1998.690921,104,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",1,0.0399760455187225,0.041865420393127,,,,,,,,,,,,,,,,
1998.691387,104,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.0391788326704919,,,,,,,,,,,,,,,,
1998.691717,104,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0391788326704919,,,,,,,,,,,,,,,,
1998.692181,104,selection_info,14767769360382008888,25,"(8, 2, 2, 8, 8)",1,0.0399760455187225,0.041865420393127,,,,,,,,,,,,,,,,
1998.69262,104,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0391788326704919,,,,,,,,,,,,,,,,
1998.692913,104,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0391788326704919,,,,,,,,,,,,,,,,
1998.693276,104,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0391788326704919,,,,,,,,,,,,,,,,
2004.72564,104,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.8094058036804199,36.28181818181818
2004.726311,104,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.3584275245666504,22.581818181818186
2004.726608,104,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1410319805145263,27.9625
2004.72705,104,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.4410421848297119,31.0875
2004.72744,104,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2571761608123779,22.11818181818182
2016.806741,104,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0136661529541015,,
2016.807192,104,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0210189819335937,,
2016.807493,104,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7919463087248322,0.696078431372549,0.9672131147540984,0.6704545454545454,102,0.0075266361236572,,
2016.807779,104,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0076022148132324,,
2016.808186,104,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0286917686462402,,
2016.80853,104,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.7918088737201365,0.7038834951456311,0.943089430894309,0.6823529411764706,206,0.02091646194458,,
2016.808927,104,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0162017345428466,,
2016.809225,104,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7856517935258093,0.6918238993710691,0.941299790356394,0.6741741741741741,795,0.0211858749389648,,
2016.809555,104,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0162739753723144,,
2016.8099,104,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7924528301886793,0.705685618729097,0.9385474860335196,0.6857142857142857,299,0.0182015895843505,,
2016.81024,104,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.008385419845581,,
2016.810532,104,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7816091954022989,0.6779661016949152,0.9577464788732394,0.6601941747572816,118,0.0079271793365478,,
2016.810776,104,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0126786231994628,,
2016.811162,104,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8333333333333334,0.7668711656441718,0.9693877551020408,0.7307692307692307,163,0.0093560218811035,,
2016.811491,104,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7898465171192444,0.693631669535284,0.9598278335724534,0.6710130391173521,1162,0.0197176933288574,,
2016.811762,104,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8056872037914692,0.7191780821917808,0.9714285714285714,0.6882591093117408,292,0.0178189277648925,,
2016.812244,104,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0081968307495117,,
2016.812557,104,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0211000442504882,,
2016.812963,104,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0096340179443359,,
2016.813297,104,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.7794871794871795,0.6971830985915493,0.8941176470588236,0.6909090909090909,142,0.0118138790130615,,
2016.813568,104,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0105431079864501,,
2016.813929,104,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.7952871870397643,0.7029914529914529,0.9608540925266904,0.678391959798995,468,0.0133674144744873,,
2016.814273,104,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8065433854907539,0.720164609053498,0.9725557461406518,0.6889428918590522,1944,0.0281374454498291,,
2016.814728,104,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.7945205479452054,0.7058823529411765,0.9508196721311476,0.6823529411764706,102,0.0096704959869384,,
2016.815092,104,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0098035335540771,,
2016.820142,104,learning_update,11806130149938443739,,,,,,"(8, 5, 2, 8, 8)",-0.0088793226234734,0.04,0.28,-0.3288793226234734,,,,,,,,,,,
2016.82092,104,learning_update,17833758267265781484,,,,,,"(8, 2, 2, 8, 8)",-0.0088793226234734,0.04,0.28,-0.3288793226234734,,,,,,,,,,,
2016.821537,104,learning_update,14767769360382008888,,,,,,"(8, 2, 2, 8, 8)",-0.0088793226234734,0.04,0.28,-0.3288793226234734,,,,,,,,,,,
2016.822246,104,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",-0.0088793226234734,0.04,0.28,-0.3288793226234734,,,,,,,,,,,
2016.823047,104,learning_update,5631037270461107728,,,,,,"(8, 1, 2, 8, 8)",-0.0088793226234734,0.04,0.28,-0.3288793226234734,,,,,,,,,,,
2016.837829,105,selection_info,16206290167654754491,25,"(8, 0, 0, 7, 8)",0,0.0,0.0389172293125904,,,,,,,,,,,,,,,,
2016.838367,105,selection_info,13644997368299628738,25,"(8, 0, 0, 7, 8)",0,0.0,0.0389172293125904,,,,,,,,,,,,,,,,
2016.839142,105,selection_info,16506691070021547649,25,"(8, 3, 2, 7, 8)",1,0.05,0.0423008877107453,,,,,,,,,,,,,,,,
2016.839505,105,selection_info,4354536512509177290,25,"(8, 0, 1, 7, 8)",0,0.0,0.0389172293125904,,,,,,,,,,,,,,,,
2016.840036,105,selection_info,17381897621308759492,25,"(7, 3, 2, 7, 8)",1,0.05,0.0423008877107453,,,,,,,,,,,,,,,,
2016.84036,105,selection_info,13392168843036499530,25,"(8, 0, 0, 7, 8)",0,0.0,0.0389172293125904,,,,,,,,,,,,,,,,
2016.840693,105,selection_info,5631037270461107728,25,"(8, 2, 2, 7, 8)",1,0.05,0.0423008877107453,,,,,,,,,,,,,,,,
2016.841081,105,selection_info,1234113313308987156,25,"(8, 0, 0, 7, 8)",0,0.0,0.0389172293125904,,,,,,,,,,,,,,,,
2016.841471,105,selection_info,10192160218266941336,25,"(8, 0, 0, 7, 8)",0,0.0,0.0389172293125904,,,,,,,,,,,,,,,,
2016.841768,105,selection_info,17693001876622351254,25,"(7, 0, 0, 7, 8)",0,0.0,0.0389172293125904,,,,,,,,,,,,,,,,
2016.842167,105,selection_info,10577062229270185434,25,"(7, 3, 2, 7, 8)",1,0.05,0.0423008877107453,,,,,,,,,,,,,,,,
2016.842515,105,selection_info,11806130149938443739,25,"(8, 5, 2, 7, 8)",1,0.05,0.0423008877107453,,,,,,,,,,,,,,,,
2016.84282,105,selection_info,15368353039753191835,25,"(8, 0, 1, 7, 8)",0,0.0,0.0389172293125904,,,,,,,,,,,,,,,,
2016.84337,105,selection_info,8818734309448792929,25,"(8, 0, 1, 7, 8)",0,0.0,0.0389172293125904,,,,,,,,,,,,,,,,
2016.843883,105,selection_info,4223374082031152552,25,"(7, 3, 2, 7, 8)",0,0.05,0.0423008877107453,,,,,,,,,,,,,,,,
2016.844368,105,selection_info,9877728866716932389,25,"(8, 0, 0, 7, 8)",0,0.0,0.0389172293125904,,,,,,,,,,,,,,,,
2016.844853,105,selection_info,4790340174930014383,25,"(8, 0, 0, 7, 8)",0,0.0,0.0389172293125904,,,,,,,,,,,,,,,,
2016.845347,105,selection_info,7830638094315628080,25,"(7, 0, 1, 7, 8)",0,0.0,0.0389172293125904,,,,,,,,,,,,,,,,
2016.845657,105,selection_info,17833758267265781484,25,"(8, 3, 2, 7, 8)",0,0.05,0.0423008877107453,,,,,,,,,,,,,,,,
2016.846259,105,selection_info,4828451211135769972,25,"(8, 0, 0, 7, 8)",0,0.0,0.0389172293125904,,,,,,,,,,,,,,,,
2016.846853,105,selection_info,13037310488785240627,25,"(8, 0, 0, 7, 8)",0,0.0,0.0389172293125904,,,,,,,,,,,,,,,,
2016.847189,105,selection_info,14767769360382008888,25,"(8, 3, 2, 7, 8)",0,0.05,0.0423008877107453,,,,,,,,,,,,,,,,
2016.847485,105,selection_info,8420893525106420796,25,"(8, 0, 0, 7, 8)",0,0.0,0.0389172293125904,,,,,,,,,,,,,,,,
2016.847741,105,selection_info,3521399516810494413,25,"(8, 0, 0, 7, 8)",0,0.0,0.0389172293125904,,,,,,,,,,,,,,,,
2016.848223,105,selection_info,15492424130391261209,25,"(7, 0, 0, 7, 8)",0,0.0,0.0389172293125904,,,,,,,,,,,,,,,,
2022.879392,105,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.6317501068115234,36.16818181818182
2022.87992,105,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1645951271057129,22.145454545454545
2022.880264,105,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4051532745361328,22.418181818181814
2022.880585,105,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2182536125183105,22.009090909090908
2022.880908,105,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.3172268867492676,35.98636363636364
2034.983849,105,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0124554634094238,,
2034.984202,105,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0135860443115234,,
2034.98446,105,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0099422931671142,,
2034.984742,105,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8082191780821918,0.7254901960784313,0.9672131147540984,0.6941176470588235,102,0.011636734008789,,
2034.985083,105,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0163049697875976,,
2034.985376,105,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8122866894197952,0.7330097087378641,0.967479674796748,0.7,206,0.0167405605316162,,
2034.985679,105,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0085411071777343,,
2034.986034,105,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0210022926330566,,
2034.986402,105,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0136575698852539,,
2034.98678,105,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8421052631578947,0.7791411042944786,0.979591836734694,0.7384615384615385,163,0.0103993415832519,,
2034.987163,105,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7981109799291618,0.7056798623063684,0.96987087517934,0.6780341023069207,1162,0.0231139659881591,,
2034.987509,105,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0155305862426757,,
2034.987888,105,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0077733993530273,,
2034.988227,105,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7971698113207547,0.7123745819397993,0.9441340782122905,0.689795918367347,299,0.0140826702117919,,
2034.988589,105,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0098161697387695,,
2034.988874,105,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0078306198120117,,
2034.989158,105,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8102564102564103,0.7394366197183099,0.9294117647058824,0.7181818181818181,142,0.0176832675933837,,
2034.989436,105,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7919463087248322,0.696078431372549,0.9672131147540984,0.6704545454545454,102,0.0078570842742919,,
2034.989712,105,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0112202167510986,,
2034.990253,105,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0175457000732421,,
2034.990712,105,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.810099573257468,0.7253086419753086,0.9768439108061748,0.6919805589307412,1944,0.0282011032104492,,
2034.991216,105,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0141065120697021,,
2034.99156,105,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7944006999125109,0.7044025157232704,0.9517819706498952,0.6816816816816816,795,0.0127882957458496,,
2034.991936,105,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0132949352264404,,
2034.992247,105,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0180270671844482,,
2034.99705,105,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 7, 8)",0.0047193847119522,0.06,0.31,-0.3652806152880478,,,,,,,,,,,
2034.997849,105,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 7, 8)",0.0047193847119522,0.06,0.31,-0.3652806152880478,,,,,,,,,,,
2034.99849,105,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 7, 8)",0.0047193847119522,0.06,0.31,-0.3652806152880478,,,,,,,,,,,
2034.999204,105,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 7, 8)",0.0047193847119522,0.06,0.31,-0.3652806152880478,,,,,,,,,,,
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2035.015875,106,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,0.039813165198205,0.0418810358762097,,,,,,,,,,,,,,,,
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2035.020065,106,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.0391779564546286,,,,,,,,,,,,,,,,
2035.02034,106,selection_info,4223374082031152552,25,"(7, 3, 2, 8, 8)",1,0.0389912098170336,0.0418233873057858,,,,,,,,,,,,,,,,
2035.020621,106,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0391779564546286,,,,,,,,,,,,,,,,
2035.02095,106,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0391779564546286,,,,,,,,,,,,,,,,
2035.021207,106,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0391779564546286,,,,,,,,,,,,,,,,
2035.021505,106,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,0.0335313236926928,0.0414424623439234,,,,,,,,,,,,,,,,
2035.021796,106,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.0391779564546286,,,,,,,,,,,,,,,,
2035.022132,106,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0391779564546286,,,,,,,,,,,,,,,,
2035.022565,106,selection_info,14767769360382008888,25,"(8, 3, 2, 8, 8)",0,0.0365238623871998,0.0416508138801814,,,,,,,,,,,,,,,,
2035.023055,106,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0391779564546286,,,,,,,,,,,,,,,,
2035.023327,106,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0391779564546286,,,,,,,,,,,,,,,,
2035.023654,106,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0391779564546286,,,,,,,,,,,,,,,,
2044.045506,106,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.228503942489624,21.672727272727272
2044.04628,106,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1634333133697509,21.318181818181817
2044.046705,106,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.3439033031463623,35.9
2044.047159,106,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.402209997177124,22.62727272727273
2044.047536,106,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.135033369064331,47.125
2056.135728,106,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0389249324798584,,
2056.136168,106,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7944006999125109,0.7044025157232704,0.9517819706498952,0.6816816816816816,795,0.0420994758605957,,
2056.136485,106,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0167019367218017,,
2056.136909,106,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0188713073730468,,
2056.137222,106,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0237655639648437,,
2056.137499,106,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0092372894287109,,
2056.137841,106,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.810099573257468,0.7253086419753086,0.9768439108061748,0.6919805589307412,1944,0.029637336730957,,
2056.138174,106,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0095210075378417,,
2056.138427,106,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0105271339416503,,
2056.138766,106,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0154049396514892,,
2056.139104,106,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0181655883789062,,
2056.139384,106,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.006432294845581,,
2056.139692,106,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0206561088562011,,
2056.140008,106,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0128881931304931,,
2056.140265,106,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0073254108428955,,
2056.140599,106,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0096216201782226,,
2056.140901,106,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0086865425109863,,
2056.141179,106,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0090837478637695,,
2056.141482,106,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0106129646301269,,
2056.141726,106,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0177514553070068,,
2056.142071,106,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0160198211669921,,
2056.142396,106,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0111587047576904,,
2056.142677,106,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0085091590881347,,
2056.143233,106,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0167984962463378,,
2056.143591,106,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0090351104736328,,
2056.148076,106,learning_update,11806130149938443739,,,,,,"(8, 5, 2, 8, 8)",0.0021011297150972,0.08,0.31,-0.3878988702849028,,,,,,,,,,,
2056.148859,106,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",0.0021011297150972,0.08,0.31,-0.3878988702849028,,,,,,,,,,,
2056.149578,106,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",0.0021011297150972,0.08,0.31,-0.3878988702849028,,,,,,,,,,,
2056.15023,106,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",0.0021011297150972,0.08,0.31,-0.3878988702849028,,,,,,,,,,,
2056.150919,106,learning_update,4223374082031152552,,,,,,"(7, 3, 2, 8, 8)",0.0021011297150972,0.08,0.31,-0.3878988702849028,,,,,,,,,,,
2056.166171,107,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,0.0,0.0392920582077701,,,,,,,,,,,,,,,,
2056.16662,107,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.0392920582077701,,,,,,,,,,,,,,,,
2056.167018,107,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,0.0358943633301578,0.0417406898530029,,,,,,,,,,,,,,,,
2056.16742,107,selection_info,4354536512509177290,25,"(7, 0, 1, 8, 8)",0,0.0,0.0392920582077701,,,,,,,,,,,,,,,,
2056.167851,107,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",0,0.0272490201007935,0.0411373211737144,,,,,,,,,,,,,,,,
2056.168347,107,selection_info,13392168843036499530,25,"(7, 0, 0, 8, 8)",0,0.0,0.0392920582077701,,,,,,,,,,,,,,,,
2056.168752,107,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,0.0335313236926928,0.0415748970909543,,,,,,,,,,,,,,,,
2056.169046,107,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.0392920582077701,,,,,,,,,,,,,,,,
2056.169404,107,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0392920582077701,,,,,,,,,,,,,,,,
2056.169795,107,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",0,0.0,0.0392920582077701,,,,,,,,,,,,,,,,
2056.170221,107,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,0.0272490201007935,0.0411373211737144,,,,,,,,,,,,,,,,
2056.170577,107,selection_info,11806130149938443739,25,"(8, 5, 2, 8, 8)",1,0.0388302524612541,0.0419475954845568,,,,,,,,,,,,,,,,
2056.170982,107,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,0.0,0.0392920582077701,,,,,,,,,,,,,,,,
2056.171338,107,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.0392920582077701,,,,,,,,,,,,,,,,
2056.171653,107,selection_info,4223374082031152552,25,"(7, 3, 2, 8, 8)",0,0.0272490201007935,0.0411373211737144,,,,,,,,,,,,,,,,
2056.172027,107,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0392920582077701,,,,,,,,,,,,,,,,
2056.172387,107,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0392920582077701,,,,,,,,,,,,,,,,
2056.172795,107,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0392920582077701,,,,,,,,,,,,,,,,
2056.173152,107,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",1,0.0335313236926928,0.0415748970909543,,,,,,,,,,,,,,,,
2056.173493,107,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.0392920582077701,,,,,,,,,,,,,,,,
2056.173807,107,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0392920582077701,,,,,,,,,,,,,,,,
2056.174223,107,selection_info,14767769360382008888,25,"(8, 3, 2, 8, 8)",1,0.0365238623871998,0.0417849674272951,,,,,,,,,,,,,,,,
2056.174881,107,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0392920582077701,,,,,,,,,,,,,,,,
2056.17539,107,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0392920582077701,,,,,,,,,,,,,,,,
2056.175785,107,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0392920582077701,,,,,,,,,,,,,,,,
2065.201327,107,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.4696316719055176,31.0125
2065.201885,107,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1364514827728271,28.2125
2065.202272,107,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4293665885925293,22.572727272727278
2065.202611,107,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.5935168266296387,36.16818181818182
2065.203057,107,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1461963653564453,20.85909090909091
2077.284903,107,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0140242576599121,,
2077.285442,107,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0074832439422607,,
2077.285799,107,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0141201019287109,,
2077.286253,107,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0092465877532958,,
2077.286695,107,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0177340507507324,,
2077.287091,107,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.016958475112915,,
2077.287389,107,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0085487365722656,,
2077.287697,107,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0218842029571533,,
2077.288135,107,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7944006999125109,0.7044025157232704,0.9517819706498952,0.6816816816816816,795,0.0236496925354003,,
2077.288557,107,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0081217288970947,,
2077.288859,107,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0133414268493652,,
2077.289308,107,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0164000988006591,,
2077.289681,107,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0282239913940429,,
2077.29007,107,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0141892433166503,,
2077.290427,107,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0088663101196289,,
2077.290715,107,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0109224319458007,,
2077.29106,107,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0111315250396728,,
2077.291466,107,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.027846336364746,,
2077.29201,107,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0127990245819091,,
2077.292396,107,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0215058326721191,,
2077.292642,107,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0103611946105957,,
2077.292994,107,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0077316761016845,,
2077.293366,107,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0134918689727783,,
2077.293688,107,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7919463087248322,0.696078431372549,0.9672131147540984,0.6704545454545454,102,0.0069494247436523,,
2077.294149,107,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0153708457946777,,
2077.29882,107,learning_update,11806130149938443739,,,,,,"(8, 5, 2, 8, 8)",0.0002568761288762,0.06,0.28,-0.3397431238711237,,,,,,,,,,,
2077.299686,107,learning_update,14767769360382008888,,,,,,"(8, 3, 2, 8, 8)",0.0002568761288762,0.06,0.28,-0.3397431238711237,,,,,,,,,,,
2077.300406,107,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",0.0002568761288762,0.06,0.28,-0.3397431238711237,,,,,,,,,,,
2077.301109,107,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",0.0002568761288762,0.06,0.28,-0.3397431238711237,,,,,,,,,,,
2077.301913,107,learning_update,17833758267265781484,,,,,,"(8, 2, 2, 8, 8)",0.0002568761288762,0.06,0.28,-0.3397431238711237,,,,,,,,,,,
2077.317356,108,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393002560257293,,,,,,,,,,,,,,,,
2077.317742,108,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393002560257293,,,,,,,,,,,,,,,,
2077.31812,108,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,0.0324610377281164,0.0415200855671176,,,,,,,,,,,,,,,,
2077.318459,108,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.0393002560257293,,,,,,,,,,,,,,,,
2077.318781,108,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",0,0.0272490201007935,0.0411553941240938,,,,,,,,,,,,,,,,
2077.319121,108,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393002560257293,,,,,,,,,,,,,,,,
2077.31941,108,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",1,0.0330899072861013,0.0415643062828287,,,,,,,,,,,,,,,,
2077.31976,108,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393002560257293,,,,,,,,,,,,,,,,
2077.320201,108,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393002560257293,,,,,,,,,,,,,,,,
2077.320545,108,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",0,0.0,0.0393002560257293,,,,,,,,,,,,,,,,
2077.320909,108,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,0.0272490201007935,0.0411553941240938,,,,,,,,,,,,,,,,
2077.321247,108,selection_info,11806130149938443739,25,"(8, 5, 2, 8, 8)",1,0.0353939909700816,0.0417267271180429,,,,,,,,,,,,,,,,
2077.321513,108,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,0.0,0.0393002560257293,,,,,,,,,,,,,,,,
2077.321858,108,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.0393002560257293,,,,,,,,,,,,,,,,
2077.322275,108,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",1,0.0405773008107674,0.0420944357770564,,,,,,,,,,,,,,,,
2077.322596,108,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393002560257293,,,,,,,,,,,,,,,,
2077.323142,108,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393002560257293,,,,,,,,,,,,,,,,
2077.323509,108,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0393002560257293,,,,,,,,,,,,,,,,
2077.323848,108,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,0.0266688607555357,0.0411149982865384,,,,,,,,,,,,,,,,
2077.324245,108,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393002560257293,,,,,,,,,,,,,,,,
2077.324514,108,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393002560257293,,,,,,,,,,,,,,,,
2077.324883,108,selection_info,14767769360382008888,25,"(8, 3, 2, 8, 8)",1,0.0330899072861013,0.0415643062828287,,,,,,,,,,,,,,,,
2077.32541,108,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393002560257293,,,,,,,,,,,,,,,,
2077.325751,108,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393002560257293,,,,,,,,,,,,,,,,
2077.326024,108,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0393002560257293,,,,,,,,,,,,,,,,
2083.356288,108,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.3340604305267334,22.463636363636365
2083.35682,108,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.137747049331665,44.05625
2083.357192,108,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.4702653884887695,36.2
2083.357553,108,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1583809852600097,20.713636363636365
2083.357884,108,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.5141286849975586,31.14375
2095.485183,108,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0332303047180175,,
2095.485595,108,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0326578617095947,,
2095.485916,108,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7944006999125109,0.7044025157232704,0.9517819706498952,0.6816816816816816,795,0.053309679031372,,
2095.48623,108,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0272395610809326,,
2095.486573,108,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.013538122177124,,
2095.486913,108,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0140900611877441,,
2095.487481,108,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0118305683135986,,
2095.487949,108,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0113427639007568,,
2095.488356,108,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0277132987976074,,
2095.488667,108,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0092709064483642,,
2095.489036,108,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0086390972137451,,
2095.489421,108,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0080502033233642,,
2095.48971,108,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0093703269958496,,
2095.4901,108,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7919463087248322,0.696078431372549,0.9672131147540984,0.6704545454545454,102,0.0072100162506103,,
2095.49044,108,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.013016939163208,,
2095.490911,108,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0140824317932128,,
2095.491358,108,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0210459232330322,,
2095.491666,108,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0131773948669433,,
2095.492032,108,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0089499950408935,,
2095.492367,108,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.013564109802246,,
2095.492688,108,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0168471336364746,,
2095.49295,108,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0095729827880859,,
2095.493358,108,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0322933197021484,,
2095.493706,108,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0071892738342285,,
2095.494016,108,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0101509094238281,,
2095.498939,108,learning_update,4223374082031152552,,,,,,"(7, 2, 2, 8, 8)",5.551115123125783e-17,0.07,0.31,-0.3799999999999999,,,,,,,,,,,
2095.499871,108,learning_update,11806130149938443739,,,,,,"(8, 5, 2, 8, 8)",5.551115123125783e-17,0.07,0.31,-0.3799999999999999,,,,,,,,,,,
2095.500519,108,learning_update,5631037270461107728,,,,,,"(8, 3, 2, 8, 8)",5.551115123125783e-17,0.07,0.31,-0.3799999999999999,,,,,,,,,,,
2095.50123,108,learning_update,14767769360382008888,,,,,,"(8, 3, 2, 8, 8)",5.551115123125783e-17,0.07,0.31,-0.3799999999999999,,,,,,,,,,,
2095.501958,108,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",5.551115123125783e-17,0.07,0.31,-0.3799999999999999,,,,,,,,,,,
2095.517205,109,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393015586641114,,,,,,,,,,,,,,,,
2095.517594,109,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393015586641114,,,,,,,,,,,,,,,,
2095.517927,109,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,0.0315585969791115,0.0414692145397462,,,,,,,,,,,,,,,,
2095.518275,109,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.0393015586641114,,,,,,,,,,,,,,,,
2095.518595,109,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",1,0.0367367235099566,0.0418361294993808,,,,,,,,,,,,,,,,
2095.518987,109,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393015586641114,,,,,,,,,,,,,,,,
2095.519416,109,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",0,0.0286204547236472,0.0412624545948089,,,,,,,,,,,,,,,,
2095.519746,109,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393015586641114,,,,,,,,,,,,,,,,
2095.52015,109,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393015586641114,,,,,,,,,,,,,,,,
2095.520485,109,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",0,0.0,0.0393015586641114,,,,,,,,,,,,,,,,
2095.520835,109,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,0.0367367235099566,0.0418361294993808,,,,,,,,,,,,,,,,
2095.521489,109,selection_info,11806130149938443739,25,"(8, 5, 2, 8, 8)",1,0.0315585969791115,0.0414692145397462,,,,,,,,,,,,,,,,
2095.522094,109,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,0.0,0.0393015586641114,,,,,,,,,,,,,,,,
2095.522489,109,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.0393015586641114,,,,,,,,,,,,,,,,
2095.522908,109,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",1,0.0367367235099566,0.0418361294993808,,,,,,,,,,,,,,,,
2095.523426,109,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393015586641114,,,,,,,,,,,,,,,,
2095.52387,109,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393015586641114,,,,,,,,,,,,,,,,
2095.52418,109,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0393015586641114,,,,,,,,,,,,,,,,
2095.524822,109,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,0.0266688607555357,0.0411256891152747,,,,,,,,,,,,,,,,
2095.525258,109,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393015586641114,,,,,,,,,,,,,,,,
2095.525571,109,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393015586641114,,,,,,,,,,,,,,,,
2095.525996,109,selection_info,14767769360382008888,25,"(8, 3, 2, 8, 8)",0,0.0254219063952406,0.0410385414223874,,,,,,,,,,,,,,,,
2095.526484,109,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393015586641114,,,,,,,,,,,,,,,,
2095.526828,109,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0393015586641114,,,,,,,,,,,,,,,,
2095.527232,109,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0393015586641114,,,,,,,,,,,,,,,,
2101.558319,109,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2418296337127685,21.918181818181814
2101.55884,109,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1645369529724121,20.85
2101.559234,109,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.3250539302825928,22.354545454545452
2101.559555,109,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1397063732147216,46.53125
2101.559982,109,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.3424534797668457,36.12272727272728
2113.632325,109,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0081057548522949,,
2113.632734,109,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7944006999125109,0.7044025157232704,0.9517819706498952,0.6816816816816816,795,0.0131459236145019,,
2113.633176,109,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0132737159729003,,
2113.633511,109,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.007131814956665,,
2113.633811,109,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0161328315734863,,
2113.634201,109,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0092196464538574,,
2113.63455,109,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.023576021194458,,
2113.634904,109,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0081384181976318,,
2113.635355,109,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.010228157043457,,
2113.635688,109,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0085394382476806,,
2113.635945,109,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0124852657318115,,
2113.636275,109,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0252261161804199,,
2113.636539,109,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.810099573257468,0.7253086419753086,0.9768439108061748,0.6919805589307412,1944,0.030362844467163,,
2113.636894,109,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0168385505676269,,
2113.637326,109,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0135762691497802,,
2113.63766,109,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0136024951934814,,
2113.638086,109,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.010585069656372,,
2113.63846,109,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0159034729003906,,
2113.63885,109,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.009465217590332,,
2113.639233,109,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0189447402954101,,
2113.63959,109,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0070047378540039,,
2113.639999,109,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0097942352294921,,
2113.640397,109,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0096800327301025,,
2113.640675,109,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0210402011871337,,
2113.641008,109,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0099835395812988,,
2113.645419,109,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 8, 8)",-0.0001684782034522,0.06,0.31,-0.3701684782034522,,,,,,,,,,,
2113.646272,109,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",-0.0001684782034522,0.06,0.31,-0.3701684782034522,,,,,,,,,,,
2113.647012,109,learning_update,4223374082031152552,,,,,,"(7, 2, 2, 8, 8)",-0.0001684782034522,0.06,0.31,-0.3701684782034522,,,,,,,,,,,
2113.647714,109,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",-0.0001684782034522,0.06,0.31,-0.3701684782034522,,,,,,,,,,,
2113.648542,109,learning_update,11806130149938443739,,,,,,"(8, 5, 2, 8, 8)",-0.0001684782034522,0.06,0.31,-0.3701684782034522,,,,,,,,,,,
2113.663804,110,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394068123385127,,,,,,,,,,,,,,,,
2113.66418,110,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394068123385127,,,,,,,,,,,,,,,,
2113.664523,110,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",0,0.0240958434644632,0.0410641832432696,,,,,,,,,,,,,,,,
2113.664826,110,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.0394068123385127,,,,,,,,,,,,,,,,
2113.665173,110,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",1,0.0272490201007935,0.041286162450856,,,,,,,,,,,,,,,,
2113.665548,110,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394068123385127,,,,,,,,,,,,,,,,
2113.665913,110,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,0.0254219063952406,0.041157390420456,,,,,,,,,,,,,,,,
2113.666305,110,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394068123385127,,,,,,,,,,,,,,,,
2113.666588,110,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394068123385127,,,,,,,,,,,,,,,,
2113.666983,110,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",0,0.0,0.0394068123385127,,,,,,,,,,,,,,,,
2113.667383,110,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,0.0272490201007935,0.041286162450856,,,,,,,,,,,,,,,,
2113.667842,110,selection_info,11806130149938443739,25,"(8, 5, 2, 8, 8)",0,0.0240958434644632,0.0410641832432696,,,,,,,,,,,,,,,,
2113.668264,110,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,0.0,0.0394068123385127,,,,,,,,,,,,,,,,
2113.668587,110,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.0394068123385127,,,,,,,,,,,,,,,,
2113.668927,110,selection_info,4223374082031152552,25,"(7, 3, 2, 8, 8)",1,0.0272490201007935,0.041286162450856,,,,,,,,,,,,,,,,
2113.669242,110,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394068123385127,,,,,,,,,,,,,,,,
2113.669599,110,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394068123385127,,,,,,,,,,,,,,,,
2113.669946,110,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0394068123385127,,,,,,,,,,,,,,,,
2113.670342,110,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",1,0.0330083858917036,0.0416947158257724,,,,,,,,,,,,,,,,
2113.670657,110,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394068123385127,,,,,,,,,,,,,,,,
2113.670999,110,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394068123385127,,,,,,,,,,,,,,,,
2113.671419,110,selection_info,14767769360382008888,25,"(8, 2, 2, 8, 8)",1,0.0266688607555357,0.0412452301599476,,,,,,,,,,,,,,,,
2113.671708,110,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394068123385127,,,,,,,,,,,,,,,,
2113.672049,110,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394068123385127,,,,,,,,,,,,,,,,
2113.67229,110,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0394068123385127,,,,,,,,,,,,,,,,
2119.702642,110,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1386048793792724,46.0
2119.703386,110,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3166358470916748,22.37272727272727
2119.703802,110,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1380543708801269,27.225
2119.704135,110,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.573021650314331,36.18636363636364
2119.704753,110,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.4608018398284912,31.21875
2131.837323,110,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0323619842529296,,
2131.83776,110,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0103318691253662,,
2131.838063,110,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7944006999125109,0.7044025157232704,0.9517819706498952,0.6816816816816816,795,0.0229279994964599,,
2131.838486,110,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0175862312316894,,
2131.838823,110,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0242314338684082,,
2131.839088,110,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0084669589996337,,
2131.839493,110,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.030876874923706,,
2131.839826,110,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.020418643951416,,
2131.84012,110,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0129244327545166,,
2131.84048,110,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0088958740234375,,
2131.840789,110,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0104153156280517,,
2131.841175,110,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0100970268249511,,
2131.841566,110,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0206294059753417,,
2131.841873,110,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0253474712371826,,
2131.842257,110,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.810099573257468,0.7253086419753086,0.9768439108061748,0.6919805589307412,1944,0.0312860012054443,,
2131.84267,110,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0305418968200683,,
2131.843281,110,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0081698894500732,,
2131.84365,110,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070445537567138,,
2131.844023,110,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0087974071502685,,
2131.844427,110,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0080976486206054,,
2131.844773,110,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0088164806365966,,
2131.845072,110,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0249898433685302,,
2131.845505,110,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0205259323120117,,
2131.845927,110,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0165703296661376,,
2131.846284,110,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0077621936798095,,
2131.850813,110,learning_update,17833758267265781484,,,,,,"(8, 1, 2, 8, 8)",-5.551115123125783e-17,0.03,0.31,-0.3400000000000001,,,,,,,,,,,
2131.851621,110,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",-5.551115123125783e-17,0.03,0.31,-0.3400000000000001,,,,,,,,,,,
2131.852331,110,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",-5.551115123125783e-17,0.03,0.31,-0.3400000000000001,,,,,,,,,,,
2131.853011,110,learning_update,4223374082031152552,,,,,,"(7, 3, 2, 8, 8)",-5.551115123125783e-17,0.03,0.31,-0.3400000000000001,,,,,,,,,,,
2131.853917,110,learning_update,14767769360382008888,,,,,,"(8, 2, 2, 8, 8)",-5.551115123125783e-17,0.03,0.31,-0.3400000000000001,,,,,,,,,,,
2131.869832,111,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394510520889429,,,,,,,,,,,,,,,,
2131.870213,111,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394510520889429,,,,,,,,,,,,,,,,
2131.870654,111,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,0.0286204547236472,0.0414397306172352,,,,,,,,,,,,,,,,
2131.870954,111,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.0394510520889429,,,,,,,,,,,,,,,,
2131.871368,111,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",0,0.0171055190670872,0.0406278438142399,,,,,,,,,,,,,,,,
2131.871734,111,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394510520889429,,,,,,,,,,,,,,,,
2131.872036,111,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,0.0232309693055375,0.0410577324070123,,,,,,,,,,,,,,,,
2131.872412,111,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394510520889429,,,,,,,,,,,,,,,,
2131.872672,111,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394510520889429,,,,,,,,,,,,,,,,
2131.873,111,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",0,0.0,0.0394510520889429,,,,,,,,,,,,,,,,
2131.873325,111,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,0.0171055190670872,0.0406278438142399,,,,,,,,,,,,,,,,
2131.87358,111,selection_info,11806130149938443739,25,"(8, 4, 2, 8, 8)",1,0.0286204547236472,0.0414397306172352,,,,,,,,,,,,,,,,
2131.873927,111,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,0.0,0.0394510520889429,,,,,,,,,,,,,,,,
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2131.874938,111,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394510520889429,,,,,,,,,,,,,,,,
2131.875308,111,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394510520889429,,,,,,,,,,,,,,,,
2131.8757,111,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0394510520889429,,,,,,,,,,,,,,,,
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2137.912114,111,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1394555568695068,45.03125
2137.912566,111,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1548895835876464,20.327272727272728
2150.002865,111,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0128459930419921,,
2150.003283,111,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0114686489105224,,
2150.003807,111,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0292263031005859,,
2150.004168,111,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070807933807373,,
2150.004563,111,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0174107551574707,,
2150.004865,111,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0127027034759521,,
2150.005157,111,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0206215381622314,,
2150.005506,111,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0090901851654052,,
2150.005822,111,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0242516994476318,,
2150.006125,111,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0108914375305175,,
2150.006429,111,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0090024471282958,,
2150.006751,111,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0282936096191406,,
2150.00711,111,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0281803607940673,,
2150.007414,111,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.010648488998413,,
2150.007704,111,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0388882160186767,,
2150.008003,111,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0153999328613281,,
2150.008273,111,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0085301399230957,,
2150.008762,111,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0245392322540283,,
2150.009259,111,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0077157020568847,,
2150.009563,111,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0086276531219482,,
2150.009842,111,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0078070163726806,,
2150.010172,111,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7944006999125109,0.7044025157232704,0.9517819706498952,0.6816816816816816,795,0.0247097015380859,,
2150.010473,111,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0128016471862792,,
2150.010776,111,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.030303955078125,,
2150.01109,111,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0085980892181396,,
2150.015821,111,learning_update,4223374082031152552,,,,,,"(7, 4, 2, 8, 8)",-3.016964985586013e-06,0.07,0.31,-0.3800030169649856,,,,,,,,,,,
2150.01655,111,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",-3.016964985586013e-06,0.07,0.31,-0.3800030169649856,,,,,,,,,,,
2150.017229,111,learning_update,11806130149938443739,,,,,,"(8, 4, 2, 8, 8)",-3.016964985586013e-06,0.07,0.31,-0.3800030169649856,,,,,,,,,,,
2150.017872,111,learning_update,14767769360382008888,,,,,,"(8, 3, 2, 8, 8)",-3.016964985586013e-06,0.07,0.31,-0.3800030169649856,,,,,,,,,,,
2150.018645,111,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",-3.016964985586013e-06,0.07,0.31,-0.3800030169649856,,,,,,,,,,,
2150.034224,112,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,0.0,0.039483849725769,,,,,,,,,,,,,,,,
2150.034653,112,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.039483849725769,,,,,,,,,,,,,,,,
2150.034939,112,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,0.0209669821255246,0.040939728870763,,,,,,,,,,,,,,,,
2150.03526,112,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.039483849725769,,,,,,,,,,,,,,,,
2150.035594,112,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",1,0.025379622945279,0.0412529007835833,,,,,,,,,,,,,,,,
2150.035993,112,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.039483849725769,,,,,,,,,,,,,,,,
2150.036284,112,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",1,0.021556360000768,0.0409814199635106,,,,,,,,,,,,,,,,
2150.036662,112,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.039483849725769,,,,,,,,,,,,,,,,
2150.036944,112,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.039483849725769,,,,,,,,,,,,,,,,
2150.037343,112,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",0,0.0,0.039483849725769,,,,,,,,,,,,,,,,
2150.037748,112,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,0.025379622945279,0.0412529007835833,,,,,,,,,,,,,,,,
2150.038087,112,selection_info,11806130149938443739,25,"(8, 4, 2, 8, 8)",0,0.0209669821255246,0.040939728870763,,,,,,,,,,,,,,,,
2150.038488,112,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,0.0,0.039483849725769,,,,,,,,,,,,,,,,
2150.038818,112,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.039483849725769,,,,,,,,,,,,,,,,
2150.039111,112,selection_info,4223374082031152552,25,"(7, 4, 2, 8, 8)",1,0.0307819366437673,0.0416395749989543,,,,,,,,,,,,,,,,
2150.039499,112,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.039483849725769,,,,,,,,,,,,,,,,
2150.039791,112,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.039483849725769,,,,,,,,,,,,,,,,
2150.040221,112,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.039483849725769,,,,,,,,,,,,,,,,
2150.040742,112,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,0.0193926366828392,0.040828571520005,,,,,,,,,,,,,,,,
2150.041202,112,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.039483849725769,,,,,,,,,,,,,,,,
2150.041629,112,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.039483849725769,,,,,,,,,,,,,,,,
2150.041897,112,selection_info,14767769360382008888,25,"(8, 4, 2, 8, 8)",0,0.0209669821255246,0.040939728870763,,,,,,,,,,,,,,,,
2150.042167,112,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.039483849725769,,,,,,,,,,,,,,,,
2150.042495,112,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.039483849725769,,,,,,,,,,,,,,,,
2150.042833,112,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.039483849725769,,,,,,,,,,,,,,,,
2159.075737,112,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.4143319129943847,36.16363636363637
2159.076139,112,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.3772087097167969,35.93636363636364
2159.076502,112,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2622983455657959,22.20909090909091
2159.076828,112,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.3621611595153808,22.595454545454547
2159.077156,112,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1369848251342773,43.6625
2171.157253,112,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.810099573257468,0.7253086419753086,0.9768439108061748,0.6919805589307412,1944,0.0287163257598876,,
2171.157696,112,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0256650447845459,,
2171.158044,112,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0086705684661865,,
2171.158434,112,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0101449489593505,,
2171.158812,112,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7944006999125109,0.7044025157232704,0.9517819706498952,0.6816816816816816,795,0.0168442726135253,,
2171.159123,112,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0206465721130371,,
2171.159416,112,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0088024139404296,,
2171.15977,112,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0138483047485351,,
2171.160055,112,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0170955657958984,,
2171.160406,112,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0082662105560302,,
2171.160914,112,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0074708461761474,,
2171.161273,112,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0086307525634765,,
2171.161691,112,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0124530792236328,,
2171.161945,112,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.015629768371582,,
2171.162227,112,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0193989276885986,,
2171.162602,112,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0097386837005615,,
2171.162923,112,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0158350467681884,,
2171.163314,112,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0090987682342529,,
2171.163702,112,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0129597187042236,,
2171.164257,112,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0118505954742431,,
2171.164619,112,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0114290714263916,,
2171.164855,112,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0144135951995849,,
2171.165134,112,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0180761814117431,,
2171.165454,112,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0207948684692382,,
2171.165719,112,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0114698410034179,,
2171.170389,112,learning_update,4223374082031152552,,,,,,"(7, 4, 2, 8, 8)",2.16305579747722e-06,0.05,0.34,-0.3899978369442025,,,,,,,,,,,
2171.171243,112,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 8, 8)",2.16305579747722e-06,0.05,0.34,-0.3899978369442025,,,,,,,,,,,
2171.172102,112,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",2.16305579747722e-06,0.05,0.34,-0.3899978369442025,,,,,,,,,,,
2171.172899,112,learning_update,5631037270461107728,,,,,,"(8, 3, 2, 8, 8)",2.16305579747722e-06,0.05,0.34,-0.3899978369442025,,,,,,,,,,,
2171.173686,112,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",2.16305579747722e-06,0.05,0.34,-0.3899978369442025,,,,,,,,,,,
2171.189063,113,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394839189212699,,,,,,,,,,,,,,,,
2171.189473,113,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394839189212699,,,,,,,,,,,,,,,,
2171.189754,113,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",0,0.0170460367739571,0.0406695357573121,,,,,,,,,,,,,,,,
2171.190075,113,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.0394839189212699,,,,,,,,,,,,,,,,
2171.190461,113,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",0,0.0171055190670872,0.0406737346976175,,,,,,,,,,,,,,,,
2171.190881,113,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394839189212699,,,,,,,,,,,,,,,,
2171.191372,113,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",1,0.0176348252713252,0.040711118279083,,,,,,,,,,,,,,,,
2171.191683,113,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394839189212699,,,,,,,,,,,,,,,,
2171.191998,113,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394839189212699,,,,,,,,,,,,,,,,
2171.192313,113,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",0,0.0,0.0394839189212699,,,,,,,,,,,,,,,,
2171.19279,113,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,0.0171055190670872,0.0406737346976175,,,,,,,,,,,,,,,,
2171.193156,113,selection_info,11806130149938443739,25,"(8, 3, 2, 8, 8)",1,0.0176348252713252,0.040711118279083,,,,,,,,,,,,,,,,
2171.193531,113,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,0.0,0.0394839189212699,,,,,,,,,,,,,,,,
2171.193895,113,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.0394839189212699,,,,,,,,,,,,,,,,
2171.194283,113,selection_info,4223374082031152552,25,"(7, 5, 2, 8, 8)",1,0.05,0.0430634933318508,,,,,,,,,,,,,,,,
2171.194636,113,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394839189212699,,,,,,,,,,,,,,,,
2171.195011,113,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394839189212699,,,,,,,,,,,,,,,,
2171.195459,113,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0394839189212699,,,,,,,,,,,,,,,,
2171.195791,113,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",1,0.0295183217795864,0.0415595250167638,,,,,,,,,,,,,,,,
2171.196142,113,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394839189212699,,,,,,,,,,,,,,,,
2171.196522,113,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394839189212699,,,,,,,,,,,,,,,,
2171.196804,113,selection_info,14767769360382008888,25,"(8, 3, 2, 8, 8)",1,0.0176348252713252,0.040711118279083,,,,,,,,,,,,,,,,
2171.197147,113,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394839189212699,,,,,,,,,,,,,,,,
2171.197521,113,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0394839189212699,,,,,,,,,,,,,,,,
2171.197898,113,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0394839189212699,,,,,,,,,,,,,,,,
2177.240813,113,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1553449630737304,20.795454545454547
2177.242049,113,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1491775512695312,28.76875
2177.24258,113,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1367781162261963,45.11875
2177.243142,113,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.4448909759521484,36.11818181818182
2177.243981,113,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.5198290348052979,31.19375
2189.3476,113,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0135054588317871,,
2189.348043,113,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7919463087248322,0.696078431372549,0.9672131147540984,0.6704545454545454,102,0.0078864097595214,,
2189.348351,113,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7944006999125109,0.7044025157232704,0.9517819706498952,0.6816816816816816,795,0.0242681503295898,,
2189.348726,113,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0105431079864501,,
2189.348984,113,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0082325935363769,,
2189.349281,113,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0202574729919433,,
2189.349572,113,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0091943740844726,,
2189.349883,113,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0183534622192382,,
2189.350161,113,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0136995315551757,,
2189.350427,113,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0149505138397216,,
2189.350755,113,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0088131427764892,,
2189.351057,113,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0208907127380371,,
2189.351316,113,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0097134113311767,,
2189.351624,113,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0221507549285888,,
2189.351896,113,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0289828777313232,,
2189.352156,113,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.013798713684082,,
2189.352462,113,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0099923610687255,,
2189.352761,113,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0090851783752441,,
2189.353072,113,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0063602924346923,,
2189.353362,113,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0094497203826904,,
2189.353803,113,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0157828330993652,,
2189.354146,113,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0139634609222412,,
2189.354555,113,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.028508186340332,,
2189.354953,113,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0080721378326416,,
2189.355265,113,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0081055164337158,,
2189.359956,113,learning_update,4223374082031152552,,,,,,"(7, 5, 2, 8, 8)",0.0001271739799645,0.06,0.31,-0.3698728260200354,,,,,,,,,,,
2189.360763,113,learning_update,17833758267265781484,,,,,,"(8, 1, 2, 8, 8)",0.0001271739799645,0.06,0.31,-0.3698728260200354,,,,,,,,,,,
2189.361466,113,learning_update,5631037270461107728,,,,,,"(8, 3, 2, 8, 8)",0.0001271739799645,0.06,0.31,-0.3698728260200354,,,,,,,,,,,
2189.362139,113,learning_update,11806130149938443739,,,,,,"(8, 3, 2, 8, 8)",0.0001271739799645,0.06,0.31,-0.3698728260200354,,,,,,,,,,,
2189.362867,113,learning_update,14767769360382008888,,,,,,"(8, 3, 2, 8, 8)",0.0001271739799645,0.06,0.31,-0.3698728260200354,,,,,,,,,,,
2189.377953,114,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,0.0,0.039643847927934,,,,,,,,,,,,,,,,
2189.37828,114,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.039643847927934,,,,,,,,,,,,,,,,
2189.379091,114,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,0.0064968813878035,0.0400956843727207,,,,,,,,,,,,,,,,
2189.379546,114,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.039643847927934,,,,,,,,,,,,,,,,
2189.379966,114,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",1,0.0171055190670872,0.0408445762257121,,,,,,,,,,,,,,,,
2189.380282,114,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.039643847927934,,,,,,,,,,,,,,,,
2189.380706,114,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,0.0064968813878035,0.0400956843727207,,,,,,,,,,,,,,,,
2189.381004,114,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.039643847927934,,,,,,,,,,,,,,,,
2189.381427,114,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.039643847927934,,,,,,,,,,,,,,,,
2189.381862,114,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",0,0.0,0.039643847927934,,,,,,,,,,,,,,,,
2189.382201,114,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,0.0171055190670872,0.0408445762257121,,,,,,,,,,,,,,,,
2189.382667,114,selection_info,11806130149938443739,25,"(8, 3, 2, 8, 8)",0,0.0064968813878035,0.0400956843727207,,,,,,,,,,,,,,,,
2189.382972,114,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,0.0,0.039643847927934,,,,,,,,,,,,,,,,
2189.383331,114,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.039643847927934,,,,,,,,,,,,,,,,
2189.383763,114,selection_info,4223374082031152552,25,"(7, 5, 2, 8, 8)",1,0.0462512717397996,0.0429748413907563,,,,,,,,,,,,,,,,
2189.384043,114,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.039643847927934,,,,,,,,,,,,,,,,
2189.384384,114,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.039643847927934,,,,,,,,,,,,,,,,
2189.384907,114,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.039643847927934,,,,,,,,,,,,,,,,
2189.385266,114,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",1,0.0193926366828392,0.0410078538920577,,,,,,,,,,,,,,,,
2189.385595,114,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.039643847927934,,,,,,,,,,,,,,,,
2189.385948,114,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.039643847927934,,,,,,,,,,,,,,,,
2189.386231,114,selection_info,14767769360382008888,25,"(8, 3, 2, 8, 8)",0,0.0064968813878035,0.0400956843727207,,,,,,,,,,,,,,,,
2189.3866,114,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.039643847927934,,,,,,,,,,,,,,,,
2189.386951,114,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.039643847927934,,,,,,,,,,,,,,,,
2189.387339,114,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.039643847927934,,,,,,,,,,,,,,,,
2195.422889,114,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1957812309265136,46.74375
2195.423398,114,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.2975363731384277,22.2
2195.423777,114,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1345522403717041,27.60625
2195.424046,114,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4068348407745361,22.46818181818182
2195.424375,114,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.3927476406097412,36.02272727272727
2207.535534,114,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.799650043744532,0.7119496855345911,0.958071278825996,0.6861861861861862,795,0.0247588157653808,,
2207.535966,114,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0193867683410644,,
2207.536336,114,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0160276889801025,,
2207.536747,114,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0081245899200439,,
2207.537041,114,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0088610649108886,,
2207.537398,114,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.013035774230957,,
2207.537702,114,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0155057907104492,,
2207.537981,114,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.025508165359497,,
2207.538276,114,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0081145763397216,,
2207.538677,114,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0097286701202392,,
2207.539059,114,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0210139751434326,,
2207.53943,114,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0099413394927978,,
2207.539837,114,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0194015502929687,,
2207.540146,114,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0084850788116455,,
2207.540514,114,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0148985385894775,,
2207.540897,114,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0212557315826416,,
2207.541203,114,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0114774703979492,,
2207.54147,114,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0091676712036132,,
2207.542032,114,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8115220483641536,0.727366255144033,0.9785591766723842,0.6931956257594167,1944,0.0351412296295166,,
2207.542519,114,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0121395587921142,,
2207.543095,114,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0090961456298828,,
2207.543404,114,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0124650001525878,,
2207.5438,114,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0097022056579589,,
2207.544179,114,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.007948875427246,,
2207.544485,114,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0087192058563232,,
2207.549071,114,learning_update,4223374082031152552,,,,,,"(7, 5, 2, 8, 8)",0.0514583716352975,0.06,0.31,-0.3185416283647024,,,,,,,,,,,
2207.549673,114,learning_update,17833758267265781484,,,,,,"(8, 2, 2, 8, 8)",0.0514583716352975,0.06,0.31,-0.3185416283647024,,,,,,,,,,,
2207.550399,114,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",0.0514583716352975,0.06,0.31,-0.3185416283647024,,,,,,,,,,,
2207.551008,114,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",0.0514583716352975,0.06,0.31,-0.3185416283647024,,,,,,,,,,,
2207.551543,114,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",0.0514583716352975,0.06,0.31,-0.3185416283647024,,,,,,,,,,,
2207.567155,115,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397329309804968,,,,,,,,,,,,,,,,
2207.567497,115,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397329309804968,,,,,,,,,,,,,,,,
2207.567858,115,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,0.0033049682227687,0.0399638133938451,,,,,,,,,,,,,,,,
2207.568154,115,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.0397329309804968,,,,,,,,,,,,,,,,
2207.568429,115,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",1,0.0107036779834617,0.0404855565351137,,,,,,,,,,,,,,,,
2207.568903,115,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397329309804968,,,,,,,,,,,,,,,,
2207.569188,115,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,0.0033049682227687,0.0399638133938451,,,,,,,,,,,,,,,,
2207.569512,115,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397329309804968,,,,,,,,,,,,,,,,
2207.569916,115,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397329309804968,,,,,,,,,,,,,,,,
2207.570259,115,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",0,0.0,0.0397329309804968,,,,,,,,,,,,,,,,
2207.570695,115,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,0.0107036779834617,0.0404855565351137,,,,,,,,,,,,,,,,
2207.57105,115,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",1,0.016071765964854,0.0408683628559101,,,,,,,,,,,,,,,,
2207.571498,115,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,0.0,0.0397329309804968,,,,,,,,,,,,,,,,
2207.572031,115,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.0397329309804968,,,,,,,,,,,,,,,,
2207.57242,115,selection_info,4223374082031152552,25,"(7, 5, 2, 8, 8)",1,0.0430196041844128,0.0428454438300354,,,,,,,,,,,,,,,,
2207.572929,115,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397329309804968,,,,,,,,,,,,,,,,
2207.573344,115,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397329309804968,,,,,,,,,,,,,,,,
2207.573647,115,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0397329309804968,,,,,,,,,,,,,,,,
2207.574004,115,selection_info,17833758267265781484,25,"(8, 3, 2, 8, 8)",0,0.0033049682227687,0.0399638133938451,,,,,,,,,,,,,,,,
2207.57426,115,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397329309804968,,,,,,,,,,,,,,,,
2207.574638,115,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397329309804968,,,,,,,,,,,,,,,,
2207.575092,115,selection_info,14767769360382008888,25,"(8, 3, 2, 8, 8)",0,0.0033049682227687,0.0399638133938451,,,,,,,,,,,,,,,,
2207.575444,115,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397329309804968,,,,,,,,,,,,,,,,
2207.576058,115,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397329309804968,,,,,,,,,,,,,,,,
2207.576531,115,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0397329309804968,,,,,,,,,,,,,,,,
2213.605183,115,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6001541614532471,36.13636363636363
2213.605831,115,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1364479064941406,45.71875
2213.606317,115,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1612372398376464,20.995454545454542
2213.606667,115,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3265419006347656,22.15909090909091
2225.687662,115,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0205554962158203,,
2225.688187,115,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0422382354736328,,
2225.688505,115,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0087783336639404,,
2225.688879,115,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0080962181091308,,
2225.68915,115,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0150272846221923,,
2225.689517,115,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0199053287506103,,
2225.689978,115,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0094335079193115,,
2225.6903,115,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0083580017089843,,
2225.690711,115,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0172920227050781,,
2225.691022,115,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0120348930358886,,
2225.691267,115,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0075886249542236,,
2225.691535,115,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0101006031036376,,
2225.691915,115,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0086514949798583,,
2225.692178,115,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0125560760498046,,
2225.692511,115,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0185484886169433,,
2225.692887,115,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0090558528900146,,
2225.693188,115,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0138616561889648,,
2225.693484,115,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8197343453510436,0.7397260273972602,0.9863013698630136,0.7012987012987013,365,0.0090162754058837,,
2225.693905,115,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8115220483641536,0.727366255144033,0.9785591766723842,0.6931956257594167,1944,0.0367813110351562,,
2225.69429,115,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0113172531127929,,
2225.69486,115,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0243353843688964,,
2225.69508,115,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0109095573425292,,
2225.695325,115,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0173747539520263,,
2225.695624,115,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0129597187042236,,
2225.695926,115,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8013998250218722,0.7144654088050314,0.960167714884696,0.6876876876876877,795,0.022235631942749,,
2225.700521,115,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",0.0505317245271115,0.05,0.26,-0.2594682754728884,,,,,,,,,,,
2225.70124,115,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",0.0505317245271115,0.05,0.26,-0.2594682754728884,,,,,,,,,,,
2225.701885,115,learning_update,11806130149938443739,,,,,,"(8, 2, 2, 8, 8)",0.0505317245271115,0.05,0.26,-0.2594682754728884,,,,,,,,,,,
2225.702439,115,learning_update,4223374082031152552,,,,,,"(7, 5, 2, 8, 8)",0.0505317245271115,0.05,0.26,-0.2594682754728884,,,,,,,,,,,
2225.718585,116,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397482975400291,,,,,,,,,,,,,,,,
2225.718988,116,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397482975400291,,,,,,,,,,,,,,,,
2225.71929,116,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,0.0033049682227687,0.0399804332887132,,,,,,,,,,,,,,,,
2225.719629,116,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.0397482975400291,,,,,,,,,,,,,,,,
2225.720182,116,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",1,0.0054955105044697,0.0401350400986391,,,,,,,,,,,,,,,,
2225.720698,116,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397482975400291,,,,,,,,,,,,,,,,
2225.721039,116,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,0.0033049682227687,0.0399804332887132,,,,,,,,,,,,,,,,
2225.721365,116,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397482975400291,,,,,,,,,,,,,,,,
2225.721707,116,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397482975400291,,,,,,,,,,,,,,,,
2225.722013,116,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",0,0.0,0.0397482975400291,,,,,,,,,,,,,,,,
2225.722326,116,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,0.0054955105044697,0.0401350400986391,,,,,,,,,,,,,,,,
2225.722727,116,selection_info,11806130149938443739,25,"(8, 3, 2, 8, 8)",0,0.0033049682227687,0.0399804332887132,,,,,,,,,,,,,,,,
2225.723154,116,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,0.0,0.0397482975400291,,,,,,,,,,,,,,,,
2225.723529,116,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.0397482975400291,,,,,,,,,,,,,,,,
2225.72407,116,selection_info,4223374082031152552,25,"(7, 5, 2, 8, 8)",1,0.0403819018254995,0.0426794482329428,,,,,,,,,,,,,,,,
2225.7245,116,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397482975400291,,,,,,,,,,,,,,,,
2225.724918,116,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397482975400291,,,,,,,,,,,,,,,,
2225.725169,116,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0397482975400291,,,,,,,,,,,,,,,,
2225.725472,116,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",1,0.0133461102644815,0.040694056761572,,,,,,,,,,,,,,,,
2225.725913,116,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397482975400291,,,,,,,,,,,,,,,,
2225.726176,116,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397482975400291,,,,,,,,,,,,,,,,
2225.726703,116,selection_info,14767769360382008888,25,"(8, 2, 2, 8, 8)",1,0.0133461102644815,0.040694056761572,,,,,,,,,,,,,,,,
2225.727049,116,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397482975400291,,,,,,,,,,,,,,,,
2225.727372,116,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397482975400291,,,,,,,,,,,,,,,,
2225.72788,116,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0397482975400291,,,,,,,,,,,,,,,,
2231.75919,116,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2428247928619384,22.395454545454545
2231.759802,116,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1352255344390869,45.65625
2231.760068,116,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.5468487739562988,36.26363636363636
2231.760361,116,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1379580497741699,28.74375
2231.760687,116,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.4881024360656738,31.14375
2243.839574,116,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0167140960693359,,
2243.839985,116,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0093121528625488,,
2243.840313,116,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0116176605224609,,
2243.840717,116,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0234127044677734,,
2243.841012,116,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0098242759704589,,
2243.841273,116,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0138208866119384,,
2243.84159,116,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0071780681610107,,
2243.841972,116,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0393033027648925,,
2243.842234,116,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0077755451202392,,
2243.842583,116,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.031618595123291,,
2243.842991,116,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0259699821472167,,
2243.84333,116,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0150361061096191,,
2243.843677,116,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0092313289642333,,
2243.844145,116,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.020317792892456,,
2243.844388,116,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0095963478088378,,
2243.844768,116,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7979002624671916,0.7094339622641509,0.9559748427672956,0.6846846846846847,795,0.02276611328125,,
2243.845117,116,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0114710330963134,,
2243.8454,116,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.810099573257468,0.7253086419753086,0.9768439108061748,0.6919805589307412,1944,0.0299761295318603,,
2243.84576,116,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0081219673156738,,
2243.846111,116,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0134143829345703,,
2243.846459,116,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0161085128784179,,
2243.846779,116,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0082466602325439,,
2243.847086,116,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0197954177856445,,
2243.847397,116,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7937007874015748,0.7029478458049887,0.9545454545454546,0.6792452830188679,441,0.0248827934265136,,
2243.847703,116,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0084404945373535,,
2243.851895,116,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",-0.0013935090665744,0.05,0.31,-0.3613935090665744,,,,,,,,,,,
2243.852641,116,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",-0.0013935090665744,0.05,0.31,-0.3613935090665744,,,,,,,,,,,
2243.853277,116,learning_update,4223374082031152552,,,,,,"(7, 5, 2, 8, 8)",-0.0013935090665744,0.05,0.31,-0.3613935090665744,,,,,,,,,,,
2243.854048,116,learning_update,17833758267265781484,,,,,,"(8, 2, 2, 8, 8)",-0.0013935090665744,0.05,0.31,-0.3613935090665744,,,,,,,,,,,
2243.854886,116,learning_update,14767769360382008888,,,,,,"(8, 2, 2, 8, 8)",-0.0013935090665744,0.05,0.31,-0.3613935090665744,,,,,,,,,,,
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2243.870883,117,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",1,0.0060048952357249,0.0400846995934026,,,,,,,,,,,,,,,,
2243.871181,117,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.0396607198382846,,,,,,,,,,,,,,,,
2243.871506,117,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",1,0.0270241389078876,0.0416047962232057,,,,,,,,,,,,,,,,
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2243.872132,117,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,0.0060048952357249,0.0400846995934026,,,,,,,,,,,,,,,,
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2243.872889,117,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0396607198382846,,,,,,,,,,,,,,,,
2243.873238,117,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",0,0.0,0.0396607198382846,,,,,,,,,,,,,,,,
2243.873544,117,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,0.0270241389078876,0.0416047962232057,,,,,,,,,,,,,,,,
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2243.874871,117,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.0396607198382846,,,,,,,,,,,,,,,,
2243.87541,117,selection_info,4223374082031152552,25,"(7, 5, 2, 8, 8)",1,0.0367275848330082,0.0423258604601632,,,,,,,,,,,,,,,,
2243.875849,117,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0396607198382846,,,,,,,,,,,,,,,,
2243.876152,117,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0396607198382846,,,,,,,,,,,,,,,,
2243.87654,117,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0396607198382846,,,,,,,,,,,,,,,,
2243.876933,117,selection_info,17833758267265781484,25,"(8, 3, 2, 8, 8)",0,0.0033049682227687,0.0398935114689753,,,,,,,,,,,,,,,,
2243.877213,117,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.0396607198382846,,,,,,,,,,,,,,,,
2243.877606,117,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0396607198382846,,,,,,,,,,,,,,,,
2243.877984,117,selection_info,14767769360382008888,25,"(8, 2, 2, 8, 8)",0,0.0060048952357249,0.0400846995934026,,,,,,,,,,,,,,,,
2243.878303,117,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0396607198382846,,,,,,,,,,,,,,,,
2243.878708,117,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0396607198382846,,,,,,,,,,,,,,,,
2243.87902,117,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0396607198382846,,,,,,,,,,,,,,,,
2252.913717,117,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2780466079711914,22.354545454545452
2252.914241,117,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.3443143367767334,36.21363636363637
2252.914626,117,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.9077985286712646,36.27727272727273
2252.915025,117,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1490557193756103,45.675
2252.915334,117,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.562990665435791,22.62727272727273
2265.011159,117,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0268669128417968,,
2265.011648,117,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.012408971786499,,
2265.01209,117,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0202662944793701,,
2265.012484,117,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0102202892303466,,
2265.012934,117,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0233399868011474,,
2265.013396,117,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0082767009735107,,
2265.01375,117,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0073561668395996,,
2265.014163,117,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0085527896881103,,
2265.014611,117,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0117571353912353,,
2265.014922,117,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.014014720916748,,
2265.015305,117,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0131230354309082,,
2265.01563,117,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0177264213562011,,
2265.015962,117,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8115220483641536,0.727366255144033,0.9785591766723842,0.6931956257594167,1944,0.0284388065338134,,
2265.016412,117,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0098917484283447,,
2265.016784,117,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0079445838928222,,
2265.017175,117,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0253243446350097,,
2265.017534,117,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0103683471679687,,
2265.01791,117,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0121560096740722,,
2265.018356,117,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.799650043744532,0.7119496855345911,0.958071278825996,0.6861861861861862,795,0.0258934497833251,,
2265.018746,117,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0103609561920166,,
2265.019068,117,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0131490230560302,,
2265.019466,117,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0240697860717773,,
2265.019805,117,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0157685279846191,,
2265.020208,117,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0082943439483642,,
2265.020513,117,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.02508544921875,,
2265.025802,117,learning_update,4223374082031152552,,,,,,"(7, 5, 2, 8, 8)",0.0006522127917752,0.07,0.34,-0.4093477872082247,,,,,,,,,,,
2265.026696,117,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 8, 8)",0.0006522127917752,0.07,0.34,-0.4093477872082247,,,,,,,,,,,
2265.027805,117,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",0.0006522127917752,0.07,0.34,-0.4093477872082247,,,,,,,,,,,
2265.028971,117,learning_update,16506691070021547649,,,,,,"(8, 2, 2, 8, 8)",0.0006522127917752,0.07,0.34,-0.4093477872082247,,,,,,,,,,,
2265.029866,117,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",0.0006522127917752,0.07,0.34,-0.4093477872082247,,,,,,,,,,,
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2265.047613,118,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.0398119755708824,,,,,,,,,,,,,,,,
2265.04791,118,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0396571114017868,,,,,,,,,,,,,,,,
2265.048403,118,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.0398119755708824,,,,,,,,,,,,,,,,
2265.048951,118,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",1,0.0187872553879183,0.0411656139931252,,,,,,,,,,,,,,,,
2265.049426,118,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.0398119755708824,,,,,,,,,,,,,,,,
2265.049766,118,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0396571114017868,,,,,,,,,,,,,,,,
2265.050123,118,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.0398119755708824,,,,,,,,,,,,,,,,
2265.050635,118,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0398119755708824,,,,,,,,,,,,,,,,
2265.051065,118,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",0,0.0,0.0398119755708824,,,,,,,,,,,,,,,,
2265.051479,118,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,0.0187872553879183,0.0411656139931252,,,,,,,,,,,,,,,,
2265.051958,118,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0396571114017868,,,,,,,,,,,,,,,,
2265.052491,118,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,0.0,0.0398119755708824,,,,,,,,,,,,,,,,
2265.052885,118,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.0398119755708824,,,,,,,,,,,,,,,,
2265.053307,118,selection_info,4223374082031152552,25,"(7, 5, 2, 8, 8)",1,0.032597379376093,0.0421899089696678,,,,,,,,,,,,,,,,
2265.053619,118,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0398119755708824,,,,,,,,,,,,,,,,
2265.054044,118,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0398119755708824,,,,,,,,,,,,,,,,
2265.054363,118,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0398119755708824,,,,,,,,,,,,,,,,
2265.054776,118,selection_info,17833758267265781484,25,"(8, 3, 2, 8, 8)",1,0.0033049682227687,0.0400468327319326,,,,,,,,,,,,,,,,
2265.055151,118,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.0398119755708824,,,,,,,,,,,,,,,,
2265.055471,118,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0398119755708824,,,,,,,,,,,,,,,,
2265.055873,118,selection_info,14767769360382008888,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0396571114017868,,,,,,,,,,,,,,,,
2265.056472,118,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0398119755708824,,,,,,,,,,,,,,,,
2265.056991,118,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0398119755708824,,,,,,,,,,,,,,,,
2265.057355,118,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0398119755708824,,,,,,,,,,,,,,,,
2271.088047,118,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.3472857475280761,36.16818181818182
2271.088666,118,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2188477516174316,21.986363636363635
2271.08904,118,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1404411792755127,29.95
2271.089396,118,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1546277999877929,46.44375
2283.184575,118,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0299668312072753,,
2283.185007,118,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0110483169555664,,
2283.185429,118,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.007289171218872,,
2283.185836,118,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.007606029510498,,
2283.186213,118,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0238502025604248,,
2283.186586,118,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8197343453510436,0.7397260273972602,0.9863013698630136,0.7012987012987013,365,0.0253732204437255,,
2283.186883,118,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0129706859588623,,
2283.187294,118,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0097360610961914,,
2283.187657,118,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0114326477050781,,
2283.188096,118,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.009650707244873,,
2283.188422,118,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0127654075622558,,
2283.188706,118,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0144016742706298,,
2283.189011,118,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0138146877288818,,
2283.189418,118,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0182445049285888,,
2283.189734,118,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0099060535430908,,
2283.190119,118,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0078551769256591,,
2283.19039,118,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0169785022735595,,
2283.19074,118,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0125410556793212,,
2283.191167,118,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0189967155456542,,
2283.191537,118,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0118536949157714,,
2283.191915,118,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0237007141113281,,
2283.1924,118,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0215766429901123,,
2283.192902,118,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0245294570922851,,
2283.193276,118,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8048993875765529,0.7194968553459119,0.9643605870020964,0.6906906906906907,795,0.0278024673461914,,
2283.19371,118,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0176868438720703,,
2283.198421,118,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 8, 8)",0.0002651915772859,0.08,0.26,-0.339734808422714,,,,,,,,,,,
2283.19913,118,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",0.0002651915772859,0.08,0.26,-0.339734808422714,,,,,,,,,,,
2283.19971,118,learning_update,4223374082031152552,,,,,,"(7, 5, 2, 8, 8)",0.0002651915772859,0.08,0.26,-0.339734808422714,,,,,,,,,,,
2283.200421,118,learning_update,17833758267265781484,,,,,,"(8, 3, 2, 8, 8)",0.0002651915772859,0.08,0.26,-0.339734808422714,,,,,,,,,,,
2283.21638,119,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,0.0,0.039529284876933,,,,,,,,,,,,,,,,
2283.21677,119,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.039529284876933,,,,,,,,,,,,,,,,
2283.217072,119,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0393747491708978,,,,,,,,,,,,,,,,
2283.217426,119,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.039529284876933,,,,,,,,,,,,,,,,
2283.217721,119,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,0.0291674339124897,0.0416462652826113,,,,,,,,,,,,,,,,
2283.218105,119,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.039529284876933,,,,,,,,,,,,,,,,
2283.21862,119,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",1,0.0256989440317357,0.0413886972894676,,,,,,,,,,,,,,,,
2283.219052,119,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.039529284876933,,,,,,,,,,,,,,,,
2283.2195,119,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.039529284876933,,,,,,,,,,,,,,,,
2283.219877,119,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,0.0,0.039529284876933,,,,,,,,,,,,,,,,
2283.220397,119,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",1,0.0291674339124897,0.0416462652826113,,,,,,,,,,,,,,,,
2283.220816,119,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",1,0.0256989440317357,0.0413886972894676,,,,,,,,,,,,,,,,
2283.221161,119,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,0.0,0.039529284876933,,,,,,,,,,,,,,,,
2283.22145,119,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.039529284876933,,,,,,,,,,,,,,,,
2283.221812,119,selection_info,4223374082031152552,25,"(7, 5, 2, 8, 8)",1,0.0291674339124897,0.0416462652826113,,,,,,,,,,,,,,,,
2283.222126,119,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.039529284876933,,,,,,,,,,,,,,,,
2283.22248,119,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.039529284876933,,,,,,,,,,,,,,,,
2283.222802,119,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.039529284876933,,,,,,,,,,,,,,,,
2283.223103,119,selection_info,17833758267265781484,25,"(8, 3, 2, 8, 8)",0,-9.568482968118092e-05,0.0395225202050023,,,,,,,,,,,,,,,,
2283.223472,119,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.039529284876933,,,,,,,,,,,,,,,,
2283.223806,119,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.039529284876933,,,,,,,,,,,,,,,,
2283.224263,119,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,0.0256989440317357,0.0413886972894676,,,,,,,,,,,,,,,,
2283.224591,119,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.039529284876933,,,,,,,,,,,,,,,,
2283.225047,119,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.039529284876933,,,,,,,,,,,,,,,,
2283.225466,119,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.039529284876933,,,,,,,,,,,,,,,,
2289.259406,119,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1361701488494873,46.4875
2289.259896,119,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.5729823112487793,36.04545454545455
2289.260245,119,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.4460978507995605,36.04090909090909
2289.260561,119,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1634881496429443,21.645454545454545
2289.260888,119,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2193663120269775,21.85
2301.334546,119,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7979002624671916,0.7094339622641509,0.9559748427672956,0.6846846846846847,795,0.0371732711791992,,
2301.334949,119,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0120983123779296,,
2301.335297,119,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0086128711700439,,
2301.335712,119,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0084254741668701,,
2301.336057,119,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0277707576751709,,
2301.336417,119,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0156879425048828,,
2301.336814,119,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0116593837738037,,
2301.337166,119,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0129609107971191,,
2301.337508,119,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0144462585449218,,
2301.337912,119,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0124425888061523,,
2301.338371,119,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8115220483641536,0.727366255144033,0.9785591766723842,0.6931956257594167,1944,0.0430409908294677,,
2301.338858,119,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0087170600891113,,
2301.339192,119,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.009570837020874,,
2301.339532,119,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0092918872833251,,
2301.339863,119,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0082917213439941,,
2301.340125,119,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0258185863494873,,
2301.340403,119,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0304291248321533,,
2301.340865,119,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0105540752410888,,
2301.341207,119,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0275440216064453,,
2301.341538,119,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0143852233886718,,
2301.341808,119,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0101745128631591,,
2301.342103,119,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0112421512603759,,
2301.342468,119,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0172498226165771,,
2301.342832,119,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0187652111053466,,
2301.343194,119,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0220158100128173,,
2301.347999,119,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",-0.0001726569204814,0.09,0.34,-0.4301726569204814,,,,,,,,,,,
2301.348786,119,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 8, 8)",-0.0001726569204814,0.09,0.34,-0.4301726569204814,,,,,,,,,,,
2301.349668,119,learning_update,4223374082031152552,,,,,,"(7, 5, 2, 8, 8)",-0.0001726569204814,0.09,0.34,-0.4301726569204814,,,,,,,,,,,
2301.350524,119,learning_update,5631037270461107728,,,,,,"(8, 1, 2, 8, 8)",-0.0001726569204814,0.09,0.34,-0.4301726569204814,,,,,,,,,,,
2301.351354,119,learning_update,11806130149938443739,,,,,,"(8, 1, 2, 8, 8)",-0.0001726569204814,0.09,0.34,-0.4301726569204814,,,,,,,,,,,
2301.369042,120,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397814731422385,,,,,,,,,,,,,,,,
2301.369493,120,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397814731422385,,,,,,,,,,,,,,,,
2301.36982,120,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",1,0.0165878767954695,0.0409855704506006,,,,,,,,,,,,,,,,
2301.370105,120,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.0397814731422385,,,,,,,,,,,,,,,,
2301.370458,120,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,0.0161877402542532,0.0409561003385987,,,,,,,,,,,,,,,,
2301.370851,120,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397814731422385,,,,,,,,,,,,,,,,
2301.371188,120,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0396251715549821,,,,,,,,,,,,,,,,
2301.371865,120,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397814731422385,,,,,,,,,,,,,,,,
2301.372386,120,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397814731422385,,,,,,,,,,,,,,,,
2301.372767,120,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397814731422385,,,,,,,,,,,,,,,,
2301.373043,120,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",1,0.0161877402542532,0.0409561003385987,,,,,,,,,,,,,,,,
2301.37341,120,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0396251715549821,,,,,,,,,,,,,,,,
2301.373786,120,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,0.0,0.0397814731422385,,,,,,,,,,,,,,,,
2301.374096,120,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.0397814731422385,,,,,,,,,,,,,,,,
2301.374524,120,selection_info,4223374082031152552,25,"(7, 5, 2, 8, 8)",1,0.0161877402542532,0.0409561003385987,,,,,,,,,,,,,,,,
2301.374861,120,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397814731422385,,,,,,,,,,,,,,,,
2301.375203,120,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397814731422385,,,,,,,,,,,,,,,,
2301.375583,120,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0397814731422385,,,,,,,,,,,,,,,,
2301.376029,120,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0396251715549821,,,,,,,,,,,,,,,,
2301.376465,120,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397814731422385,,,,,,,,,,,,,,,,
2301.376858,120,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397814731422385,,,,,,,,,,,,,,,,
2301.377211,120,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",1,0.0165878767954695,0.0409855704506006,,,,,,,,,,,,,,,,
2301.377649,120,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397814731422385,,,,,,,,,,,,,,,,
2301.377966,120,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0397814731422385,,,,,,,,,,,,,,,,
2301.378328,120,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0397814731422385,,,,,,,,,,,,,,,,
2307.408245,120,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1406412124633789,46.04375
2307.408832,120,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2607710361480713,22.404545454545453
2307.40917,120,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.3142447471618652,22.572727272727278
2307.409618,120,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.5219180583953857,31.175
2307.409931,120,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.389559268951416,36.08636363636364
2319.529788,120,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0177638530731201,,
2319.530149,120,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0172584056854248,,
2319.530549,120,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0108368396759033,,
2319.530893,120,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0079953670501708,,
2319.531244,120,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0069234371185302,,
2319.531647,120,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0096611976623535,,
2319.531997,120,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0089747905731201,,
2319.532349,120,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0176770687103271,,
2319.532659,120,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0096173286437988,,
2319.532968,120,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0157430171966552,,
2319.533448,120,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0083050727844238,,
2319.533926,120,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0156700611114501,,
2319.53432,120,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8197343453510436,0.7397260273972602,0.9863013698630136,0.7012987012987013,365,0.0101535320281982,,
2319.534793,120,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0190136432647705,,
2319.535146,120,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.045828104019165,,
2319.535599,120,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0327377319335937,,
2319.535947,120,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0230016708374023,,
2319.536356,120,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.026822805404663,,
2319.536743,120,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0128300189971923,,
2319.537033,120,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.023775577545166,,
2319.537416,120,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0131258964538574,,
2319.537744,120,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7979002624671916,0.7094339622641509,0.9559748427672956,0.6846846846846847,795,0.017653465270996,,
2319.538081,120,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0083591938018798,,
2319.538415,120,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0230920314788818,,
2319.538765,120,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.012380838394165,,
2319.543949,120,learning_update,16506691070021547649,,,,,,"(8, 1, 2, 8, 8)",-0.0001623685324812,0.09,0.31,-0.4001623685324812,,,,,,,,,,,
2319.544722,120,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",-0.0001623685324812,0.09,0.31,-0.4001623685324812,,,,,,,,,,,
2319.545417,120,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 8, 8)",-0.0001623685324812,0.09,0.31,-0.4001623685324812,,,,,,,,,,,
2319.546179,120,learning_update,4223374082031152552,,,,,,"(7, 5, 2, 8, 8)",-0.0001623685324812,0.09,0.31,-0.4001623685324812,,,,,,,,,,,
2319.546987,120,learning_update,14767769360382008888,,,,,,"(8, 1, 2, 8, 8)",-0.0001623685324812,0.09,0.31,-0.4001623685324812,,,,,,,,,,,
2319.563303,121,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,0.0,0.0399651679770133,,,,,,,,,,,,,,,,
2319.563661,121,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,0.0,0.0399651679770133,,,,,,,,,,,,,,,,
2319.563948,121,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0398073571513483,,,,,,,,,,,,,,,,
2319.564223,121,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,0.0,0.0399651679770133,,,,,,,,,,,,,,,,
2319.564543,121,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,0.0041463553939813,0.0402656728564983,,,,,,,,,,,,,,,,
2319.56483,121,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.0399651679770133,,,,,,,,,,,,,,,,
2319.565157,121,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0398073571513483,,,,,,,,,,,,,,,,
2319.565565,121,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.0399651679770133,,,,,,,,,,,,,,,,
2319.565981,121,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0399651679770133,,,,,,,,,,,,,,,,
2319.566379,121,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,0.0,0.0399651679770133,,,,,,,,,,,,,,,,
2319.566718,121,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",1,0.0041463553939813,0.0402656728564983,,,,,,,,,,,,,,,,
2319.567054,121,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",1,0.0082553245361261,0.0405656972158854,,,,,,,,,,,,,,,,
2319.567514,121,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,0.0,0.0399651679770133,,,,,,,,,,,,,,,,
2319.567834,121,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.0399651679770133,,,,,,,,,,,,,,,,
2319.568176,121,selection_info,4223374082031152552,25,"(7, 5, 2, 8, 8)",1,0.0041463553939813,0.0402656728564983,,,,,,,,,,,,,,,,
2319.568562,121,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0399651679770133,,,,,,,,,,,,,,,,
2319.568874,121,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0399651679770133,,,,,,,,,,,,,,,,
2319.569188,121,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0399651679770133,,,,,,,,,,,,,,,,
2319.569537,121,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0398073571513483,,,,,,,,,,,,,,,,
2319.569838,121,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.0399651679770133,,,,,,,,,,,,,,,,
2319.570208,121,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0399651679770133,,,,,,,,,,,,,,,,
2319.570539,121,selection_info,14767769360382008888,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0398073571513483,,,,,,,,,,,,,,,,
2319.570821,121,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0399651679770133,,,,,,,,,,,,,,,,
2319.571164,121,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0399651679770133,,,,,,,,,,,,,,,,
2319.571543,121,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0399651679770133,,,,,,,,,,,,,,,,
2325.600234,121,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1354093551635742,47.3375
2325.600763,121,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1480298042297363,20.18636363636364
2325.601088,121,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.3530898094177246,36.25
2325.601362,121,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3012864589691162,22.5
2337.828268,121,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.008591890335083,,
2337.828712,121,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.009716510772705,,
2337.828979,121,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0071771144866943,,
2337.829211,121,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0240821838378906,,
2337.829516,121,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.008157730102539,,
2337.829878,121,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0232651233673095,,
2337.830172,121,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0118622779846191,,
2337.830505,121,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0197727680206298,,
2337.830917,121,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0098476409912109,,
2337.83117,121,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0094008445739746,,
2337.831483,121,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0280554294586181,,
2337.831875,121,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0105495452880859,,
2337.832282,121,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0115718841552734,,
2337.832628,121,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0284512042999267,,
2337.8329,121,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0140466690063476,,
2337.833227,121,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0144281387329101,,
2337.833494,121,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.040184736251831,,
2337.833874,121,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0277240276336669,,
2337.834208,121,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7979002624671916,0.7094339622641509,0.9559748427672956,0.6846846846846847,795,0.0223095417022705,,
2337.834649,121,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0211586952209472,,
2337.83502,121,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8197343453510436,0.7397260273972602,0.9863013698630136,0.7012987012987013,365,0.009476900100708,,
2337.835269,121,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0078039169311523,,
2337.835613,121,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0235192775726318,,
2337.835949,121,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0147426128387451,,
2337.836251,121,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0165076255798339,,
2337.84086,121,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",-0.0001808818154644,0.09,0.26,-0.3501808818154645,,,,,,,,,,,
2337.841429,121,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 8, 8)",-0.0001808818154644,0.09,0.26,-0.3501808818154645,,,,,,,,,,,
2337.842104,121,learning_update,11806130149938443739,,,,,,"(8, 1, 2, 8, 8)",-0.0001808818154644,0.09,0.26,-0.3501808818154645,,,,,,,,,,,
2337.842861,121,learning_update,4223374082031152552,,,,,,"(7, 5, 2, 8, 8)",-0.0001808818154644,0.09,0.26,-0.3501808818154645,,,,,,,,,,,
2337.859277,122,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",1,0.0,0.0400470848759967,,,,,,,,,,,,,,,,
2337.859574,122,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",1,0.0,0.0400470848759967,,,,,,,,,,,,,,,,
2337.859942,122,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0398881575199423,,,,,,,,,,,,,,,,
2337.860209,122,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",1,0.0,0.0400470848759967,,,,,,,,,,,,,,,,
2337.860497,122,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",0,-0.006360995767099,0.0395872064825634,,,,,,,,,,,,,,,,
2337.860818,122,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,0.0,0.0400470848759967,,,,,,,,,,,,,,,,
2337.861164,122,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0398881575199423,,,,,,,,,,,,,,,,
2337.861438,122,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,0.0,0.0400470848759967,,,,,,,,,,,,,,,,
2337.861808,122,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,0.0,0.0400470848759967,,,,,,,,,,,,,,,,
2337.862099,122,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",0,0.0,0.0400470848759967,,,,,,,,,,,,,,,,
2337.86241,122,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",0,-0.006360995767099,0.0395872064825634,,,,,,,,,,,,,,,,
2337.862785,122,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0398881575199423,,,,,,,,,,,,,,,,
2337.863143,122,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,0.0,0.0400470848759967,,,,,,,,,,,,,,,,
2337.863477,122,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,0.0,0.0400470848759967,,,,,,,,,,,,,,,,
2337.863796,122,selection_info,4223374082031152552,25,"(7, 5, 2, 8, 8)",0,-0.006360995767099,0.0395872064825634,,,,,,,,,,,,,,,,
2337.864142,122,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,0.0,0.0400470848759967,,,,,,,,,,,,,,,,
2337.864491,122,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,0.0,0.0400470848759967,,,,,,,,,,,,,,,,
2337.864916,122,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0400470848759967,,,,,,,,,,,,,,,,
2337.865313,122,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",1,0.0046512527352649,0.040386732550269,,,,,,,,,,,,,,,,
2337.865691,122,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,0.0,0.0400470848759967,,,,,,,,,,,,,,,,
2337.866049,122,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,0.0,0.0400470848759967,,,,,,,,,,,,,,,,
2337.866344,122,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",1,0.0046512527352649,0.040386732550269,,,,,,,,,,,,,,,,
2337.866744,122,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,0.0,0.0400470848759967,,,,,,,,,,,,,,,,
2337.867108,122,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,0.0,0.0400470848759967,,,,,,,,,,,,,,,,
2337.867434,122,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0400470848759967,,,,,,,,,,,,,,,,
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2343.899884,122,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.503737211227417,31.1625
2343.900206,122,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1909987926483154,24.38125
2343.900526,122,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1980020999908447,12.2125
2343.900979,122,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1372842788696289,27.425
2355.985298,122,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0162436962127685,,
2355.985703,122,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0125799179077148,,
2355.986183,122,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0175883769989013,,
2355.986594,122,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0098087787628173,,
2355.986953,122,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0088076591491699,,
2355.987263,122,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0212435722351074,,
2355.987655,122,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0092356204986572,,
2355.988015,122,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.012927770614624,,
2355.988474,122,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0078530311584472,,
2355.988864,122,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.014892578125,,
2355.989332,122,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0169312953948974,,
2355.989692,122,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0150153636932373,,
2355.990084,122,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0079350471496582,,
2355.990423,122,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.023759126663208,,
2355.99081,122,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0086102485656738,,
2355.991278,122,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0199511051177978,,
2355.991619,122,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0296940803527832,,
2355.992053,122,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0129730701446533,,
2355.992404,122,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0208048820495605,,
2355.993933,122,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0079703330993652,,
2355.994919,122,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0124690532684326,,
2355.995352,122,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0231580734252929,,
2355.995842,122,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.008864402770996,,
2355.996458,122,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.011782169342041,,
2355.996879,122,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7961504811898513,0.7069182389937106,0.9538784067085954,0.6831831831831832,795,0.0185112953186035,,
2356.003864,122,learning_update,17833758267265781484,,,,,,"(8, 1, 2, 8, 8)",-0.0006940145266758,0.0,0.18,-0.1806940145266758,,,,,,,,,,,
2356.004685,122,learning_update,14767769360382008888,,,,,,"(8, 1, 2, 8, 8)",-0.0006940145266758,0.0,0.18,-0.1806940145266758,,,,,,,,,,,
2356.005584,122,learning_update,16206290167654754491,,,,,,"(8, 0, 0, 8, 8)",-0.0006940145266758,0.0,0.18,-0.1806940145266758,,,,,,,,,,,
2356.006932,122,learning_update,13644997368299628738,,,,,,"(8, 0, 0, 8, 8)",-0.0006940145266758,0.0,0.18,-0.1806940145266758,,,,,,,,,,,
2356.007703,122,learning_update,4354536512509177290,,,,,,"(8, 0, 1, 8, 8)",-0.0006940145266758,0.0,0.18,-0.1806940145266758,,,,,,,,,,,
2356.026457,123,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,0.0,0.0400100752457083,,,,,,,,,,,,,,,,
2356.027048,123,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,0.0,0.0400100752457083,,,,,,,,,,,,,,,,
2356.027362,123,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",1,0.0009236595394352,0.0400775710644529,,,,,,,,,,,,,,,,
2356.027677,123,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,0.0,0.0400100752457083,,,,,,,,,,,,,,,,
2356.028001,123,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",1,0.0122364853827126,0.0409135447013779,,,,,,,,,,,,,,,,
2356.028342,123,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397483945891889,,,,,,,,,,,,,,,,
2356.028637,123,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",1,0.0009236595394352,0.0400775710644529,,,,,,,,,,,,,,,,
2356.029056,123,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397483945891889,,,,,,,,,,,,,,,,
2356.029492,123,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397483945891889,,,,,,,,,,,,,,,,
2356.029783,123,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",0,0.0,0.0400100752457083,,,,,,,,,,,,,,,,
2356.030296,123,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,0.0122364853827126,0.0409135447013779,,,,,,,,,,,,,,,,
2356.030705,123,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0398504984656892,,,,,,,,,,,,,,,,
2356.031146,123,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0018069401452667,0.0398783627964709,,,,,,,,,,,,,,,,
2356.031532,123,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0018069401452667,0.0398783627964709,,,,,,,,,,,,,,,,
2356.032082,123,selection_info,4223374082031152552,25,"(7, 4, 2, 8, 8)",1,0.0122364853827126,0.0409135447013779,,,,,,,,,,,,,,,,
2356.032562,123,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397483945891889,,,,,,,,,,,,,,,,
2356.033084,123,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397483945891889,,,,,,,,,,,,,,,,
2356.033383,123,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0400100752457083,,,,,,,,,,,,,,,,
2356.034018,123,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0398504984656892,,,,,,,,,,,,,,,,
2356.034485,123,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397483945891889,,,,,,,,,,,,,,,,
2356.034949,123,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397483945891889,,,,,,,,,,,,,,,,
2356.035375,123,selection_info,14767769360382008888,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0398504984656892,,,,,,,,,,,,,,,,
2356.03584,123,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397483945891889,,,,,,,,,,,,,,,,
2356.036349,123,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397483945891889,,,,,,,,,,,,,,,,
2356.03674,123,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0400100752457083,,,,,,,,,,,,,,,,
2362.07307,123,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3913004398345947,22.568181818181817
2362.073665,123,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.3698701858520508,36.20454545454545
2362.073983,123,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.3579883575439453,22.486363636363635
2362.074305,123,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.9532089233398438,36.24090909090909
2362.074737,123,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1355683803558349,45.24375
2374.209167,123,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0306618213653564,,
2374.209623,123,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0087242126464843,,
2374.209959,123,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0252995491027832,,
2374.210269,123,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0068521499633789,,
2374.210678,123,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0302658081054687,,
2374.211245,123,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0091753005981445,,
2374.211636,123,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.00956392288208,,
2374.212003,123,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0087239742279052,,
2374.21232,123,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.008577823638916,,
2374.212566,123,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0084664821624755,,
2374.212816,123,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0285956859588623,,
2374.213168,123,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0144741535186767,,
2374.213429,123,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0073020458221435,,
2374.213654,123,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0106716156005859,,
2374.213996,123,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0085504055023193,,
2374.214281,123,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0297818183898925,,
2374.21458,123,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8197343453510436,0.7397260273972602,0.9863013698630136,0.7012987012987013,365,0.011164903640747,,
2374.214861,123,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.017230749130249,,
2374.215185,123,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7979002624671916,0.7094339622641509,0.9559748427672956,0.6846846846846847,795,0.0571541786193847,,
2374.215619,123,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0211436748504638,,
2374.216224,123,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0109975337982177,,
2374.216613,123,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0267364978790283,,
2374.21701,123,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.012516975402832,,
2374.217356,123,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.01365327835083,,
2374.21768,123,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.013251781463623,,
2374.222693,123,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 8, 8)",0.0005229889042969,0.06,0.34,-0.3994770110957031,,,,,,,,,,,
2374.223463,123,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",0.0005229889042969,0.06,0.34,-0.3994770110957031,,,,,,,,,,,
2374.224087,123,learning_update,4223374082031152552,,,,,,"(7, 4, 2, 8, 8)",0.0005229889042969,0.06,0.34,-0.3994770110957031,,,,,,,,,,,
2374.224794,123,learning_update,16506691070021547649,,,,,,"(8, 1, 2, 8, 8)",0.0005229889042969,0.06,0.34,-0.3994770110957031,,,,,,,,,,,
2374.225487,123,learning_update,5631037270461107728,,,,,,"(8, 1, 2, 8, 8)",0.0005229889042969,0.06,0.34,-0.3994770110957031,,,,,,,,,,,
2374.244431,124,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",1,0.0,0.0401501040657344,,,,,,,,,,,,,,,,
2374.244874,124,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",1,0.0,0.0401501040657344,,,,,,,,,,,,,,,,
2374.245243,124,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0399891657092324,,,,,,,,,,,,,,,,
2374.245581,124,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,0.0,0.0401501040657344,,,,,,,,,,,,,,,,
2374.246039,124,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",1,0.0002274826064758,0.0401668585823829,,,,,,,,,,,,,,,,
2374.24645,124,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398861923374803,,,,,,,,,,,,,,,,
2374.246777,124,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0399891657092324,,,,,,,,,,,,,,,,
2374.247212,124,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398861923374803,,,,,,,,,,,,,,,,
2374.247704,124,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398861923374803,,,,,,,,,,,,,,,,
2374.248081,124,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",0,0.0,0.0401501040657344,,,,,,,,,,,,,,,,
2374.248496,124,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,0.0002274826064758,0.0401668585823829,,,,,,,,,,,,,,,,
2374.248928,124,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0399891657092324,,,,,,,,,,,,,,,,
2374.24931,124,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0018069401452667,0.0400172675572468,,,,,,,,,,,,,,,,
2374.249697,124,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0018069401452667,0.0400172675572468,,,,,,,,,,,,,,,,
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2374.250736,124,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398861923374803,,,,,,,,,,,,,,,,
2374.251167,124,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398861923374803,,,,,,,,,,,,,,,,
2374.251601,124,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",0,0.0,0.0401501040657344,,,,,,,,,,,,,,,,
2374.252096,124,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0396318708696974,,,,,,,,,,,,,,,,
2374.252479,124,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398861923374803,,,,,,,,,,,,,,,,
2374.252784,124,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398861923374803,,,,,,,,,,,,,,,,
2374.253184,124,selection_info,14767769360382008888,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0399891657092324,,,,,,,,,,,,,,,,
2374.253685,124,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398861923374803,,,,,,,,,,,,,,,,
2374.254067,124,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398861923374803,,,,,,,,,,,,,,,,
2374.254451,124,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0401501040657344,,,,,,,,,,,,,,,,
2380.28874,124,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2199211120605468,22.181818181818183
2380.289408,124,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.4023730754852295,36.02727272727273
2380.289721,124,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1985750198364257,12.18125
2380.29007,124,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1590702533721923,8.586363636363636
2380.290348,124,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.142153263092041,44.98125
2392.371625,124,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0085265636444091,,
2392.372114,124,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8197343453510436,0.7397260273972602,0.9863013698630136,0.7012987012987013,365,0.01116943359375,,
2392.372612,124,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0387239456176757,,
2392.373011,124,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0089733600616455,,
2392.373541,124,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0160896778106689,,
2392.373887,124,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0086414813995361,,
2392.374286,124,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.022526741027832,,
2392.374563,124,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0187690258026123,,
2392.374906,124,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0078458786010742,,
2392.375257,124,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0068955421447753,,
2392.375681,124,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0091719627380371,,
2392.375969,124,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0152812004089355,,
2392.37633,124,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8201438848920863,0.7549019607843137,0.9344262295081968,0.7307692307692307,102,0.0131733417510986,,
2392.37667,124,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0080358982086181,,
2392.376999,124,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.014216661453247,,
2392.377422,124,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.009925365447998,,
2392.377724,124,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7979002624671916,0.7094339622641509,0.9559748427672956,0.6846846846846847,795,0.0236153602600097,,
2392.378107,124,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0122530460357666,,
2392.378475,124,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0298149585723876,,
2392.378838,124,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0316255092620849,,
2392.379229,124,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0126354694366455,,
2392.379576,124,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0278241634368896,,
2392.379869,124,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0196750164031982,,
2392.380287,124,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0131013393402099,,
2392.380634,124,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0097186565399169,,
2392.386302,124,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 8, 8)",0.0003965933596769,0.06,0.25,-0.309603406640323,,,,,,,,,,,
2392.387065,124,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",0.0003965933596769,0.06,0.25,-0.309603406640323,,,,,,,,,,,
2392.3879,124,learning_update,4223374082031152552,,,,,,"(7, 4, 2, 8, 8)",0.0003965933596769,0.06,0.25,-0.309603406640323,,,,,,,,,,,
2392.388779,124,learning_update,16206290167654754491,,,,,,"(8, 1, 0, 8, 8)",0.0003965933596769,0.06,0.25,-0.309603406640323,,,,,,,,,,,
2392.389597,124,learning_update,13644997368299628738,,,,,,"(8, 1, 0, 8, 8)",0.0003965933596769,0.06,0.25,-0.309603406640323,,,,,,,,,,,
2392.406573,125,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",1,0.0,0.0402620530905269,,,,,,,,,,,,,,,,
2392.406873,125,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",1,0.0,0.0402620530905269,,,,,,,,,,,,,,,,
2392.407205,125,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0400998566424627,,,,,,,,,,,,,,,,
2392.407611,125,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,0.0,0.0402620530905269,,,,,,,,,,,,,,,,
2392.40791,125,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",0,-0.0090520163521678,0.0395958502027658,,,,,,,,,,,,,,,,
2392.408319,125,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399960800245487,,,,,,,,,,,,,,,,
2392.408797,125,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397397804922403,,,,,,,,,,,,,,,,
2392.409288,125,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399960800245487,,,,,,,,,,,,,,,,
2392.409695,125,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399960800245487,,,,,,,,,,,,,,,,
2392.410018,125,selection_info,17693001876622351254,25,"(7, 0, 0, 8, 8)",1,0.0,0.0402620530905269,,,,,,,,,,,,,,,,
2392.410317,125,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",0,-0.0090520163521678,0.0395958502027658,,,,,,,,,,,,,,,,
2392.410684,125,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397397804922403,,,,,,,,,,,,,,,,
2392.411047,125,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0018069401452667,0.0401281779329779,,,,,,,,,,,,,,,,
2392.411397,125,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0018069401452667,0.0401281779329779,,,,,,,,,,,,,,,,
2392.411768,125,selection_info,4223374082031152552,25,"(7, 4, 2, 8, 8)",0,-0.0090520163521678,0.0395958502027658,,,,,,,,,,,,,,,,
2392.412052,125,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399960800245487,,,,,,,,,,,,,,,,
2392.412368,125,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399960800245487,,,,,,,,,,,,,,,,
2392.412697,125,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",1,0.0,0.0402620530905269,,,,,,,,,,,,,,,,
2392.412994,125,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397397804922403,,,,,,,,,,,,,,,,
2392.413287,125,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399960800245487,,,,,,,,,,,,,,,,
2392.413622,125,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399960800245487,,,,,,,,,,,,,,,,
2392.413913,125,selection_info,14767769360382008888,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0400998566424627,,,,,,,,,,,,,,,,
2392.414347,125,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399960800245487,,,,,,,,,,,,,,,,
2392.414721,125,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399960800245487,,,,,,,,,,,,,,,,
2392.414994,125,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",0,0.0,0.0402620530905269,,,,,,,,,,,,,,,,
2398.449875,125,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.1974062919616699,12.25
2398.450559,125,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1498467922210693,8.377272727272727
2398.450879,125,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1913666725158691,24.1375
2398.451213,125,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.679811716079712,18.145454545454545
2398.45165,125,client_fit_metrics,17693001876622351254,,,,,,,,,,,,,,,,,,,,0.5642683506011963,4.513636363636364
2410.547207,125,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0098264217376708,,
2410.547626,125,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0096094608306884,,
2410.547992,125,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0112662315368652,,
2410.548434,125,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.007775068283081,,
2410.548746,125,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0099358558654785,,
2410.549188,125,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0302553176879882,,
2410.549481,125,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0103905200958251,,
2410.549808,125,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0156452655792236,,
2410.550039,125,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0134894847869873,,
2410.550405,125,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.020251989364624,,
2410.550724,125,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0300590991973876,,
2410.551014,125,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0112817287445068,,
2410.551531,125,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0082213878631591,,
2410.55195,125,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0072603225708007,,
2410.552563,125,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8048993875765529,0.7194968553459119,0.9643605870020964,0.6906906906906907,795,0.0220592021942138,,
2410.552963,125,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0184178352355957,,
2410.553364,125,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8063754427390791,0.7177280550774526,0.9799139167862266,0.6850551654964895,1162,0.019986867904663,,
2410.553682,125,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0081627368927001,,
2410.553974,125,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0143587589263916,,
2410.554412,125,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0126011371612548,,
2410.554811,125,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0146253108978271,,
2410.55544,125,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0133235454559326,,
2410.555797,125,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0091180801391601,,
2410.556275,125,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0195639133453369,,
2410.55664,125,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0092494487762451,,
2410.561091,125,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",0.0503331873697967,0.0,0.13,-0.0796668126302033,,,,,,,,,,,
2410.56191,125,learning_update,13644997368299628738,,,,,,"(8, 2, 0, 8, 8)",0.0503331873697967,0.0,0.13,-0.0796668126302033,,,,,,,,,,,
2410.562841,125,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",0.0503331873697967,0.0,0.13,-0.0796668126302033,,,,,,,,,,,
2410.563817,125,learning_update,17693001876622351254,,,,,,"(7, 0, 0, 8, 8)",0.0503331873697967,0.0,0.13,-0.0796668126302033,,,,,,,,,,,
2410.564653,125,learning_update,7830638094315628080,,,,,,"(7, 0, 1, 8, 8)",0.0503331873697967,0.0,0.13,-0.0796668126302033,,,,,,,,,,,
2410.581835,126,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,0.0,0.0402444939372247,,,,,,,,,,,,,,,,
2410.582367,126,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",1,0.0,0.0402444939372247,,,,,,,,,,,,,,,,
2410.582743,126,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397198429516518,,,,,,,,,,,,,,,,
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2410.583518,126,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",0,-0.0013215786571537,0.0401460864298259,,,,,,,,,,,,,,,,
2410.583923,126,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399773053498032,,,,,,,,,,,,,,,,
2410.584385,126,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397198429516518,,,,,,,,,,,,,,,,
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2410.585123,126,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399773053498032,,,,,,,,,,,,,,,,
2410.585468,126,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0061611077921424,0.0397877745078275,,,,,,,,,,,,,,,,
2410.585827,126,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,-0.0013215786571537,0.0401460864298259,,,,,,,,,,,,,,,,
2410.586167,126,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397198429516518,,,,,,,,,,,,,,,,
2410.586597,126,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0018069401452667,0.0401100058455186,,,,,,,,,,,,,,,,
2410.586998,126,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0018069401452667,0.0401100058455186,,,,,,,,,,,,,,,,
2410.587333,126,selection_info,4223374082031152552,25,"(7, 3, 2, 8, 8)",0,-0.0013215786571537,0.0401460864298259,,,,,,,,,,,,,,,,
2410.587781,126,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399773053498032,,,,,,,,,,,,,,,,
2410.588196,126,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399773053498032,,,,,,,,,,,,,,,,
2410.588582,126,selection_info,7830638094315628080,25,"(7, 1, 1, 8, 8)",1,0.0,0.0402444939372247,,,,,,,,,,,,,,,,
2410.58903,126,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397198429516518,,,,,,,,,,,,,,,,
2410.58972,126,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399773053498032,,,,,,,,,,,,,,,,
2410.590364,126,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399773053498032,,,,,,,,,,,,,,,,
2410.590733,126,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397198429516518,,,,,,,,,,,,,,,,
2410.591263,126,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399773053498032,,,,,,,,,,,,,,,,
2410.591763,126,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399773053498032,,,,,,,,,,,,,,,,
2410.592062,126,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",1,-0.0008521180964313,0.0401810158562698,,,,,,,,,,,,,,,,
2419.62102,126,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1896963119506836,24.0
2419.621531,126,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1449759006500244,9.263636363636364
2419.621993,126,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3147783279418945,8.909090909090908
2419.622336,126,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2037608623504638,12.15
2419.622673,126,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.454097032546997,18.145454545454545
2431.747714,126,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0095558166503906,,
2431.748146,126,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0133721828460693,,
2431.748448,126,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0186350345611572,,
2431.748775,126,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0078926086425781,,
2431.749053,126,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.022329568862915,,
2431.749334,126,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.008754014968872,,
2431.749684,126,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0194869041442871,,
2431.750018,126,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.014674425125122,,
2431.750302,126,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0101325511932373,,
2431.750579,126,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8,0.7120181405895691,0.9621212121212122,0.6846361185983828,441,0.0269217491149902,,
2431.750875,126,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0076611042022705,,
2431.751097,126,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0283834934234619,,
2431.751337,126,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0096199512481689,,
2431.751615,126,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0230991840362548,,
2431.751907,126,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070362091064453,,
2431.752199,126,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0085227489471435,,
2431.752503,126,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8083989501312336,0.7245283018867924,0.9685534591194968,0.6936936936936937,795,0.0204834938049316,,
2431.752879,126,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.010404348373413,,
2431.753254,126,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0116102695465087,,
2431.753662,126,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0274891853332519,,
2431.754017,126,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0250277519226074,,
2431.754329,126,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8063754427390791,0.7177280550774526,0.9799139167862266,0.6850551654964895,1162,0.0212533473968505,,
2431.754645,126,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0083153247833251,,
2431.754991,126,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0139155387878417,,
2431.755339,126,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0159683227539062,,
2431.760026,126,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",0.0505073663811832,0.02,0.14,-0.1094926336188167,,,,,,,,,,,
2431.761292,126,learning_update,13644997368299628738,,,,,,"(8, 3, 0, 8, 8)",0.0505073663811832,0.02,0.14,-0.1094926336188167,,,,,,,,,,,
2431.761973,126,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",0.0505073663811832,0.02,0.14,-0.1094926336188167,,,,,,,,,,,
2431.762645,126,learning_update,7830638094315628080,,,,,,"(7, 1, 1, 8, 8)",0.0505073663811832,0.02,0.14,-0.1094926336188167,,,,,,,,,,,
2431.763266,126,learning_update,15492424130391261209,,,,,,"(7, 0, 0, 8, 8)",0.0505073663811832,0.02,0.14,-0.1094926336188167,,,,,,,,,,,
2431.779883,127,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",0,0.0,0.0399168241453825,,,,,,,,,,,,,,,,
2431.780325,127,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",0,0.0,0.0399168241453825,,,,,,,,,,,,,,,,
2431.780692,127,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0393938470955899,,,,,,,,,,,,,,,,
2431.781006,127,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,0.0,0.0399168241453825,,,,,,,,,,,,,,,,
2431.7813,127,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",1,0.0174199713399698,0.0412326618479111,,,,,,,,,,,,,,,,
2431.781729,127,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396504837325211,,,,,,,,,,,,,,,,
2431.782136,127,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0393938470955899,,,,,,,,,,,,,,,,
2431.782603,127,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396504837325211,,,,,,,,,,,,,,,,
2431.782939,127,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396504837325211,,,,,,,,,,,,,,,,
2431.783309,127,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0061611077921424,0.0394615599647209,,,,,,,,,,,,,,,,
2431.783934,127,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,0.0174199713399698,0.0412326618479111,,,,,,,,,,,,,,,,
2431.784277,127,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",1,0.0432132599757453,0.0432610680618101,,,,,,,,,,,,,,,,
2431.784933,127,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0018069401452667,0.0397827618638861,,,,,,,,,,,,,,,,
2431.785455,127,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0018069401452667,0.0397827618638861,,,,,,,,,,,,,,,,
2431.785977,127,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",1,0.0174199713399698,0.0412326618479111,,,,,,,,,,,,,,,,
2431.786287,127,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396504837325211,,,,,,,,,,,,,,,,
2431.786733,127,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396504837325211,,,,,,,,,,,,,,,,
2431.787053,127,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",0,0.0,0.0399168241453825,,,,,,,,,,,,,,,,
2431.787352,127,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0393938470955899,,,,,,,,,,,,,,,,
2431.787916,127,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396504837325211,,,,,,,,,,,,,,,,
2431.788669,127,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396504837325211,,,,,,,,,,,,,,,,
2431.789137,127,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0393938470955899,,,,,,,,,,,,,,,,
2431.78982,127,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396504837325211,,,,,,,,,,,,,,,,
2431.790301,127,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396504837325211,,,,,,,,,,,,,,,,
2431.790873,127,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,0.0,0.0399168241453825,,,,,,,,,,,,,,,,
2440.809998,127,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1364037990570068,45.13125
2440.81046,127,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2202680110931396,22.4
2440.810953,127,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.5234220027923584,36.23181818181818
2440.811306,127,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1549184322357177,21.87272727272727
2452.897247,127,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7992916174734357,0.7074010327022375,0.9713055954088952,0.679037111334002,1162,0.022540807723999,,
2452.897665,127,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0103211402893066,,
2452.898102,127,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8041237113402062,0.7158119658119658,0.9715302491103204,0.6859296482412061,468,0.0128335952758789,,
2452.898429,127,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8029871977240398,0.7150205761316872,0.9682675814751286,0.6859052247873633,1944,0.0287592411041259,,
2452.898992,127,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.0086221694946289,,
2452.899306,127,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0177843570709228,,
2452.899665,127,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0132675170898437,,
2452.900085,127,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8,0.7253521126760564,0.9176470588235294,0.7090909090909091,142,0.0092346668243408,,
2452.90035,127,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8245614035087719,0.754601226993865,0.9591836734693876,0.7230769230769231,163,0.0185661315917968,,
2452.900659,127,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0191280841827392,,
2452.901101,127,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8066037735849056,0.725752508361204,0.9553072625698324,0.6979591836734694,299,0.0137057304382324,,
2452.901486,127,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0154094696044921,,
2452.901891,127,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7913669064748201,0.7156862745098039,0.9016393442622952,0.7051282051282052,102,0.0189568996429443,,
2452.902237,127,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8048993875765529,0.7194968553459119,0.9643605870020964,0.6906906906906907,795,0.0156047344207763,,
2452.902612,127,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0084576606750488,,
2452.902957,127,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0087852478027343,,
2452.903262,127,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0088336467742919,,
2452.903637,127,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0275812149047851,,
2452.90397,127,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7874015748031497,0.6938775510204082,0.946969696969697,0.6738544474393531,441,0.0283677577972412,,
2452.904317,127,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8197343453510436,0.7397260273972602,0.9863013698630136,0.7012987012987013,365,0.0100312232971191,,
2452.904701,127,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0108106136322021,,
2452.90523,127,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0074348449707031,,
2452.905647,127,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0080142021179199,,
2452.90599,127,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8085106382978723,0.7313432835820896,0.95,0.7037037037037037,134,0.0162374973297119,,
2452.90634,127,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8054607508532423,0.7233009708737864,0.959349593495935,0.6941176470588235,206,0.0255272388458251,,
2452.911934,127,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 8, 8)",-0.0071378519468765,0.0,0.26,-0.2671378519468765,,,,,,,,,,,
2452.912634,127,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",-0.0071378519468765,0.0,0.26,-0.2671378519468765,,,,,,,,,,,
2452.913254,127,learning_update,11806130149938443739,,,,,,"(8, 0, 2, 8, 8)",-0.0071378519468765,0.0,0.26,-0.2671378519468765,,,,,,,,,,,
2452.913789,127,learning_update,4223374082031152552,,,,,,"(7, 2, 2, 8, 8)",-0.0071378519468765,0.0,0.26,-0.2671378519468765,,,,,,,,,,,
2452.930315,128,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.0021789034090144,0.0398054614360094,,,,,,,,,,,,,,,,
2452.9307,128,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.0021789034090144,0.0398054614360094,,,,,,,,,,,,,,,,
2452.93106,128,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0394418212045198,,,,,,,,,,,,,,,,
2452.931405,128,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.0010949263361881,0.0398862811612507,,,,,,,,,,,,,,,,
2452.931731,128,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",0,-0.0013215786571537,0.0398693687425874,,,,,,,,,,,,,,,,
2452.932059,128,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397000657927115,,,,,,,,,,,,,,,,
2452.932428,128,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0394418212045198,,,,,,,,,,,,,,,,
2452.932803,128,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397000657927115,,,,,,,,,,,,,,,,
2452.933259,128,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397000657927115,,,,,,,,,,,,,,,,
2452.933666,128,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0061611077921424,0.0395099575083774,,,,,,,,,,,,,,,,
2452.934037,128,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,-0.0013215786571537,0.0398693687425874,,,,,,,,,,,,,,,,
2452.934353,128,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0394418212045198,,,,,,,,,,,,,,,,
2452.934733,128,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0018069401452667,0.03983317599368,,,,,,,,,,,,,,,,
2452.935137,128,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0018069401452667,0.03983317599368,,,,,,,,,,,,,,,,
2452.935474,128,selection_info,4223374082031152552,25,"(7, 3, 2, 8, 8)",0,-0.0013215786571537,0.0398693687425874,,,,,,,,,,,,,,,,
2452.935841,128,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397000657927115,,,,,,,,,,,,,,,,
2452.936228,128,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397000657927115,,,,,,,,,,,,,,,,
2452.936513,128,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",0,0.0,0.0399680838368956,,,,,,,,,,,,,,,,
2452.936849,128,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",1,0.0400459970308674,0.043078078410738,,,,,,,,,,,,,,,,
2452.937268,128,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397000657927115,,,,,,,,,,,,,,,,
2452.937609,128,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397000657927115,,,,,,,,,,,,,,,,
2452.937981,128,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",1,0.0400459970308674,0.043078078410738,,,,,,,,,,,,,,,,
2452.93829,128,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397000657927115,,,,,,,,,,,,,,,,
2452.938614,128,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0397000657927115,,,,,,,,,,,,,,,,
2452.938905,128,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,0.0,0.0399680838368956,,,,,,,,,,,,,,,,
2458.956097,128,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1421291828155517,28.61875
2458.956604,128,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.5252788066864014,31.2
2471.036505,128,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0155055522918701,,
2471.036945,128,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8083989501312336,0.7245283018867924,0.9685534591194968,0.6936936936936937,795,0.0171608924865722,,
2471.037324,128,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0150058269500732,,
2471.037598,128,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0087859630584716,,
2471.038025,128,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0089113712310791,,
2471.038368,128,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8191126279863481,0.7427184466019418,0.975609756097561,0.7058823529411765,206,0.0163915157318115,,
2471.038659,128,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0082345008850097,,
2471.038999,128,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0071158409118652,,
2471.039278,128,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0091841220855712,,
2471.039544,128,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0415918827056884,,
2471.039902,128,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0101568698883056,,
2471.040227,128,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0245914459228515,,
2471.040575,128,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0080816745758056,,
2471.040834,128,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8,0.7120181405895691,0.9621212121212122,0.6846361185983828,441,0.0353055000305175,,
2471.041274,128,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0091538429260253,,
2471.041572,128,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0150380134582519,,
2471.041911,128,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0130536556243896,,
2471.042245,128,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0115160942077636,,
2471.042568,128,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0145540237426757,,
2471.042979,128,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0134191513061523,,
2471.043427,128,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0145275592803955,,
2471.043697,128,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0094912052154541,,
2471.04411,128,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0103893280029296,,
2471.044394,128,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0090880393981933,,
2471.044676,128,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8063754427390791,0.7177280550774526,0.9799139167862266,0.6850551654964895,1162,0.0253651142120361,,
2471.048437,128,learning_update,17833758267265781484,,,,,,"(8, 0, 2, 8, 8)",0.0052458052768764,0.0,0.1,-0.0947541947231235,,,,,,,,,,,
2471.049222,128,learning_update,14767769360382008888,,,,,,"(8, 0, 2, 8, 8)",0.0052458052768764,0.0,0.1,-0.0947541947231235,,,,,,,,,,,
2471.066444,129,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.0021789034090144,0.0397299497261795,,,,,,,,,,,,,,,,
2471.06678,129,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.0021789034090144,0.0397299497261795,,,,,,,,,,,,,,,,
2471.067078,129,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",1,0.0372366070819161,0.0427867804965608,,,,,,,,,,,,,,,,
2471.067342,129,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.0010949263361881,0.0398110219062583,,,,,,,,,,,,,,,,
2471.067657,129,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",1,0.0089329924436007,0.0405689126431936,,,,,,,,,,,,,,,,
2471.068029,129,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396242261037261,,,,,,,,,,,,,,,,
2471.068392,129,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",1,0.0372366070819161,0.0427867804965608,,,,,,,,,,,,,,,,
2471.068721,129,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396242261037261,,,,,,,,,,,,,,,,
2471.069017,129,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396242261037261,,,,,,,,,,,,,,,,
2471.069467,129,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0061611077921424,0.0394335297931926,,,,,,,,,,,,,,,,
2471.069854,129,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,0.0089329924436007,0.0405689126431936,,,,,,,,,,,,,,,,
2471.070278,129,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0393651838573957,,,,,,,,,,,,,,,,
2471.070618,129,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0018069401452667,0.0397577507621117,,,,,,,,,,,,,,,,
2471.070998,129,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0018069401452667,0.0397577507621117,,,,,,,,,,,,,,,,
2471.071295,129,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",1,0.0089329924436007,0.0405689126431936,,,,,,,,,,,,,,,,
2471.071647,129,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396242261037261,,,,,,,,,,,,,,,,
2471.072036,129,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396242261037261,,,,,,,,,,,,,,,,
2471.072424,129,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",0,0.0,0.0398930809477705,,,,,,,,,,,,,,,,
2471.072862,129,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0393651838573957,,,,,,,,,,,,,,,,
2471.073284,129,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396242261037261,,,,,,,,,,,,,,,,
2471.073544,129,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396242261037261,,,,,,,,,,,,,,,,
2471.073822,129,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0393651838573957,,,,,,,,,,,,,,,,
2471.074141,129,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396242261037261,,,,,,,,,,,,,,,,
2471.074486,129,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0396242261037261,,,,,,,,,,,,,,,,
2471.074922,129,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,0.0,0.0398930809477705,,,,,,,,,,,,,,,,
2480.104221,129,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2586705684661865,22.227272727272727
2480.104793,129,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.9961159229278564,36.28181818181818
2480.105157,129,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.2982592582702636,22.581818181818186
2480.105475,129,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.7537798881530762,36.24545454545454
2480.105939,129,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1354243755340576,45.01875
2492.18888,129,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0147454738616943,,
2492.189405,129,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0090999603271484,,
2492.189748,129,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0134878158569335,,
2492.19011,129,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0084905624389648,,
2492.190478,129,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.012592077255249,,
2492.19088,129,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0110282897949218,,
2492.191157,129,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0085134506225585,,
2492.191505,129,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8066491688538933,0.7220125786163522,0.9664570230607966,0.6921921921921922,795,0.0516028404235839,,
2492.191792,129,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8102564102564103,0.7394366197183099,0.9294117647058824,0.7181818181818181,142,0.0086686611175537,,
2492.192044,129,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0213515758514404,,
2492.192337,129,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0104529857635498,,
2492.192642,129,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0105915069580078,,
2492.192969,129,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8058321479374111,0.7191358024691358,0.9716981132075472,0.6883353584447145,1944,0.0304181575775146,,
2492.1933,129,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0072431564331054,,
2492.193711,129,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0125362873077392,,
2492.193952,129,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0089964866638183,,
2492.194267,129,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0158743858337402,,
2492.194687,129,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0180315971374511,,
2492.194985,129,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0070118904113769,,
2492.195419,129,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8421052631578947,0.7791411042944786,0.979591836734694,0.7384615384615385,163,0.008904218673706,,
2492.195794,129,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7913669064748201,0.7156862745098039,0.9016393442622952,0.7051282051282052,102,0.0099210739135742,,
2492.196139,129,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0125124454498291,,
2492.196466,129,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.029125690460205,,
2492.196802,129,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8054607508532423,0.7233009708737864,0.959349593495935,0.6941176470588235,206,0.0275866985321044,,
2492.197107,129,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0133929252624511,,
2492.20104,129,learning_update,16506691070021547649,,,,,,"(8, 0, 2, 8, 8)",-0.0033107992373033,0.0,0.34,-0.3433107992373034,,,,,,,,,,,
2492.201727,129,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 8, 8)",-0.0033107992373033,0.0,0.34,-0.3433107992373034,,,,,,,,,,,
2492.2024,129,learning_update,5631037270461107728,,,,,,"(8, 0, 2, 8, 8)",-0.0033107992373033,0.0,0.34,-0.3433107992373034,,,,,,,,,,,
2492.203088,129,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",-0.0033107992373033,0.0,0.34,-0.3433107992373034,,,,,,,,,,,
2492.203794,129,learning_update,4223374082031152552,,,,,,"(7, 2, 2, 8, 8)",-0.0033107992373033,0.0,0.34,-0.3433107992373034,,,,,,,,,,,
2492.220505,130,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.001585369571341,0.0401351625880191,,,,,,,,,,,,,,,,
2492.220868,130,selection_info,13644997368299628738,25,"(7, 2, 0, 8, 8)",1,0.0,0.0402556035705963,,,,,,,,,,,,,,,,
2492.221155,130,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397202503196433,,,,,,,,,,,,,,,,
2492.221528,130,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",1,-0.0010949263361881,0.0401723831563331,,,,,,,,,,,,,,,,
2492.22187,130,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",1,-0.0013828078299357,0.0401505311598004,,,,,,,,,,,,,,,,
2492.222255,130,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399829468701904,,,,,,,,,,,,,,,,
2492.222607,130,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397202503196433,,,,,,,,,,,,,,,,
2492.222904,130,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399829468701904,,,,,,,,,,,,,,,,
2492.223162,130,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399829468701904,,,,,,,,,,,,,,,,
2492.22353,130,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0061611077921424,0.0397895595690237,,,,,,,,,,,,,,,,
2492.22379,130,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0013828078299357,0.0401505311598004,,,,,,,,,,,,,,,,
2492.22404,130,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397202503196433,,,,,,,,,,,,,,,,
2492.224257,130,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0018069401452667,0.0401183585327515,,,,,,,,,,,,,,,,
2492.224613,130,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0018069401452667,0.0401183585327515,,,,,,,,,,,,,,,,
2492.224935,130,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0013828078299357,0.0401505311598004,,,,,,,,,,,,,,,,
2492.225182,130,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399829468701904,,,,,,,,,,,,,,,,
2492.225692,130,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399829468701904,,,,,,,,,,,,,,,,
2492.226165,130,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",1,0.0,0.0402556035705963,,,,,,,,,,,,,,,,
2492.22663,130,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397202503196433,,,,,,,,,,,,,,,,
2492.227067,130,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399829468701904,,,,,,,,,,,,,,,,
2492.227578,130,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399829468701904,,,,,,,,,,,,,,,,
2492.227923,130,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397202503196433,,,,,,,,,,,,,,,,
2492.228332,130,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399829468701904,,,,,,,,,,,,,,,,
2492.228713,130,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399829468701904,,,,,,,,,,,,,,,,
2492.228968,130,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,0.0,0.0402556035705963,,,,,,,,,,,,,,,,
2501.257963,130,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.3223681449890137,18.15909090909091
2501.258551,130,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3073451519012451,22.43636363636364
2501.259137,130,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.146024465560913,7.977272727272727
2501.259542,130,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3887135982513428,9.0
2501.259902,130,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1904129981994629,24.41875
2513.354566,130,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0148704051971435,,
2513.354976,130,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0149908065795898,,
2513.355334,130,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0083115100860595,,
2513.355759,130,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0308973789215087,,
2513.356136,130,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0213463306427001,,
2513.356439,130,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8,0.7253521126760564,0.9176470588235294,0.7090909090909091,142,0.0088236331939697,,
2513.356835,130,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.010099172592163,,
2513.357262,130,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8041237113402062,0.7158119658119658,0.9715302491103204,0.6859296482412061,468,0.013087511062622,,
2513.358042,130,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0088484287261962,,
2513.35868,130,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8021264028352038,0.7117039586919105,0.975574712643678,0.6810431293881645,1162,0.0217719078063964,,
2513.358972,130,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8066491688538933,0.7220125786163522,0.9664570230607966,0.6921921921921922,795,0.0385558605194091,,
2513.359293,130,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8044096728307255,0.7170781893004116,0.969982847341338,0.6871202916160389,1944,0.0365505218505859,,
2513.35969,130,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.007775068283081,,
2513.359982,130,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8333333333333334,0.7668711656441718,0.9693877551020408,0.7307692307692307,163,0.0088958740234375,,
2513.36028,130,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8197343453510436,0.7397260273972602,0.9863013698630136,0.7012987012987013,365,0.0112059116363525,,
2513.360636,130,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.008122444152832,,
2513.360872,130,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0128674507141113,,
2513.361106,130,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8054607508532423,0.7233009708737864,0.959349593495935,0.6941176470588235,206,0.0267257690429687,,
2513.361324,130,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0079858303070068,,
2513.361727,130,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7913669064748201,0.7156862745098039,0.9016393442622952,0.7051282051282052,102,0.0120704174041748,,
2513.361978,130,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8066037735849056,0.725752508361204,0.9553072625698324,0.6979591836734694,299,0.017951488494873,,
2513.3623,130,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0080790519714355,,
2513.362743,130,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0157761573791503,,
2513.363038,130,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0103561878204345,,
2513.363317,130,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0120980739593505,,
2513.36799,130,learning_update,13644997368299628738,,,,,,"(7, 2, 0, 8, 8)",-0.0018312462966131,0.0,0.17,-0.1718312462966131,,,,,,,,,,,
2513.368639,130,learning_update,7830638094315628080,,,,,,"(7, 2, 1, 8, 8)",-0.0018312462966131,0.0,0.17,-0.1718312462966131,,,,,,,,,,,
2513.369461,130,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",-0.0018312462966131,0.0,0.17,-0.1718312462966131,,,,,,,,,,,
2513.370132,130,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",-0.0018312462966131,0.0,0.17,-0.1718312462966131,,,,,,,,,,,
2513.371032,130,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 8, 8)",-0.0018312462966131,0.0,0.17,-0.1718312462966131,,,,,,,,,,,
2513.38849,131,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0061611077921424,0.0398257030585794,,,,,,,,,,,,,,,,
2513.388945,131,selection_info,13644997368299628738,25,"(7, 2, 0, 8, 8)",1,-0.0017183124629661,0.0401632222210597,,,,,,,,,,,,,,,,
2513.389255,131,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397559825529436,,,,,,,,,,,,,,,,
2513.389623,131,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.0028121438728181,0.0400798593475359,,,,,,,,,,,,,,,,
2513.389904,131,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",1,-0.0013215786571537,0.0401935008530693,,,,,,,,,,,,,,,,
2513.39029,131,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400202410743928,,,,,,,,,,,,,,,,
2513.390672,131,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397559825529436,,,,,,,,,,,,,,,,
2513.391148,131,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400202410743928,,,,,,,,,,,,,,,,
2513.391463,131,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400202410743928,,,,,,,,,,,,,,,,
2513.392295,131,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400202410743928,,,,,,,,,,,,,,,,
2513.392807,131,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0030991864225168,0.0400580119900758,,,,,,,,,,,,,,,,
2513.393193,131,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397559825529436,,,,,,,,,,,,,,,,
2513.39357,131,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",1,-0.0018069401452667,0.0401564612944186,,,,,,,,,,,,,,,,
2513.393928,131,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0018069401452667,0.0401564612944186,,,,,,,,,,,,,,,,
2513.394253,131,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0030991864225168,0.0400580119900758,,,,,,,,,,,,,,,,
2513.39473,131,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400202410743928,,,,,,,,,,,,,,,,
2513.395098,131,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400202410743928,,,,,,,,,,,,,,,,
2513.395507,131,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",1,-0.0017183124629661,0.0401632222210597,,,,,,,,,,,,,,,,
2513.395889,131,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397559825529436,,,,,,,,,,,,,,,,
2513.396208,131,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400202410743928,,,,,,,,,,,,,,,,
2513.396685,131,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400202410743928,,,,,,,,,,,,,,,,
2513.396956,131,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397559825529436,,,,,,,,,,,,,,,,
2513.397239,131,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400202410743928,,,,,,,,,,,,,,,,
2513.397671,131,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400202410743928,,,,,,,,,,,,,,,,
2513.397943,131,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0017183124629661,0.0401632222210597,,,,,,,,,,,,,,,,
2522.431006,131,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3101482391357422,22.404545454545453
2522.431501,131,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1655774116516113,9.10909090909091
2522.431901,131,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.059541702270508,18.17727272727273
2522.432187,131,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5573756694793701,9.072727272727272
2522.43247,131,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2128229141235351,18.425
2534.549962,131,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.012925386428833,,
2534.550426,131,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0102345943450927,,
2534.550738,131,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7937007874015748,0.7029478458049887,0.9545454545454546,0.6792452830188679,441,0.0430092811584472,,
2534.551155,131,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0145459175109863,,
2534.551515,131,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8066037735849056,0.725752508361204,0.9553072625698324,0.6979591836734694,299,0.0159456729888916,,
2534.551851,131,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.010509967803955,,
2534.552194,131,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0085766315460205,,
2534.552517,131,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0081698894500732,,
2534.552786,131,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8054607508532423,0.7233009708737864,0.959349593495935,0.6941176470588235,206,0.0244293212890625,,
2534.553011,131,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0127375125885009,,
2534.553497,131,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.009256362915039,,
2534.553862,131,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0088770389556884,,
2534.554297,131,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0211787223815917,,
2534.554626,131,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8065433854907539,0.720164609053498,0.9725557461406518,0.6889428918590522,1944,0.029092788696289,,
2534.554932,131,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0266175270080566,,
2534.555327,131,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0089883804321289,,
2534.555702,131,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0109310150146484,,
2534.556097,131,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7913669064748201,0.7156862745098039,0.9016393442622952,0.7051282051282052,102,0.0170230865478515,,
2534.556388,131,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0093145370483398,,
2534.556735,131,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0097439289093017,,
2534.557627,131,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8028335301062574,0.7125645438898451,0.975609756097561,0.6820461384152458,1162,0.0226850509643554,,
2534.558212,131,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8066491688538933,0.7220125786163522,0.9664570230607966,0.6921921921921922,795,0.0462937355041503,,
2534.558591,131,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.013340950012207,,
2534.559107,131,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.021876573562622,,
2534.559563,131,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0124452114105224,,
2534.564099,131,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",0.0012515499232693,0.01,0.16,-0.1687484500767306,,,,,,,,,,,
2534.564859,131,learning_update,13644997368299628738,,,,,,"(7, 2, 0, 8, 8)",0.0012515499232693,0.01,0.16,-0.1687484500767306,,,,,,,,,,,
2534.565786,131,learning_update,7830638094315628080,,,,,,"(7, 2, 1, 8, 8)",0.0012515499232693,0.01,0.16,-0.1687484500767306,,,,,,,,,,,
2534.566452,131,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",0.0012515499232693,0.01,0.16,-0.1687484500767306,,,,,,,,,,,
2534.567179,131,learning_update,15368353039753191835,,,,,,"(8, 0, 1, 8, 8)",0.0012515499232693,0.01,0.16,-0.1687484500767306,,,,,,,,,,,
2534.584299,132,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400577462491139,,,,,,,,,,,,,,,,
2534.584695,132,selection_info,13644997368299628738,25,"(7, 2, 0, 8, 8)",0,-0.0050881590733865,0.039943784285816,,,,,,,,,,,,,,,,
2534.585146,132,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397919153223149,,,,,,,,,,,,,,,,
2534.585452,132,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.000796668126302,0.0402723781213728,,,,,,,,,,,,,,,,
2534.585845,132,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",0,-0.0090520163521678,0.0396426592991224,,,,,,,,,,,,,,,,
2534.586172,132,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400577462491139,,,,,,,,,,,,,,,,
2534.586508,132,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397919153223149,,,,,,,,,,,,,,,,
2534.586755,132,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400577462491139,,,,,,,,,,,,,,,,
2534.587125,132,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400577462491139,,,,,,,,,,,,,,,,
2534.58745,132,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400577462491139,,,,,,,,,,,,,,,,
2534.58772,132,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,-0.0030991864225168,0.0400957426331878,,,,,,,,,,,,,,,,
2534.588138,132,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397919153223149,,,,,,,,,,,,,,,,
2534.58854,132,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",1,-0.000796668126302,0.0402723781213728,,,,,,,,,,,,,,,,
2534.588845,132,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0034835252577181,0.0400663339913384,,,,,,,,,,,,,,,,
2534.589274,132,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",1,-0.0030991864225168,0.0400957426331878,,,,,,,,,,,,,,,,
2534.589602,132,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400577462491139,,,,,,,,,,,,,,,,
2534.589968,132,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400577462491139,,,,,,,,,,,,,,,,
2534.590315,132,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",1,-0.0034040786512704,0.0400724112769574,,,,,,,,,,,,,,,,
2534.590561,132,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397919153223149,,,,,,,,,,,,,,,,
2534.591502,132,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400577462491139,,,,,,,,,,,,,,,,
2534.591845,132,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400577462491139,,,,,,,,,,,,,,,,
2534.592215,132,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397919153223149,,,,,,,,,,,,,,,,
2534.592555,132,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400577462491139,,,,,,,,,,,,,,,,
2534.592884,132,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400577462491139,,,,,,,,,,,,,,,,
2534.593247,132,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0050881590733865,0.039943784285816,,,,,,,,,,,,,,,,
2540.628637,132,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1943874359130859,24.85625
2540.62921,132,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1805450916290283,17.9375
2540.629685,132,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.139693021774292,46.45625
2540.629992,132,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.4910273551940918,18.15
2540.630379,132,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.54262375831604,36.10909090909091
2552.765779,132,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0100517272949218,,
2552.766399,132,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0171930789947509,,
2552.76669,132,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8004722550177096,0.7091222030981067,0.9727403156384504,0.6800401203610833,1162,0.0193541049957275,,
2552.767066,132,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0073926448822021,,
2552.767489,132,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7913669064748201,0.7156862745098039,0.9016393442622952,0.7051282051282052,102,0.0103678703308105,,
2552.767777,132,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0239007472991943,,
2552.768101,132,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0103640556335449,,
2552.768409,132,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8018867924528302,0.7190635451505016,0.9497206703910616,0.6938775510204082,299,0.0313081741333007,,
2552.768799,132,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0092658996582031,,
2552.769131,132,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0082547664642333,,
2552.769476,132,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0132961273193359,,
2552.769789,132,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8333333333333334,0.7668711656441718,0.9693877551020408,0.7307692307692307,163,0.0113890171051025,,
2552.770432,132,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0136494636535644,,
2552.770861,132,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0265882015228271,,
2552.771322,132,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0157701969146728,,
2552.771685,132,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8044096728307255,0.7170781893004116,0.969982847341338,0.6871202916160389,1944,0.0308296680450439,,
2552.772,132,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0081849098205566,,
2552.772591,132,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0095911026000976,,
2552.772976,132,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8054607508532423,0.7233009708737864,0.959349593495935,0.6941176470588235,206,0.0163743495941162,,
2552.773334,132,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0081775188446044,,
2552.773794,132,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8102564102564103,0.7394366197183099,0.9294117647058824,0.7181818181818181,142,0.0097789764404296,,
2552.774283,132,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0176718235015869,,
2552.774653,132,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0199248790740966,,
2552.774952,132,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0084688663482666,,
2552.775376,132,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0117011070251464,,
2552.77967,132,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",-0.0024452807835653,0.0,0.27,-0.2724452807835654,,,,,,,,,,,
2552.780618,132,learning_update,15368353039753191835,,,,,,"(8, 1, 1, 8, 8)",-0.0024452807835653,0.0,0.27,-0.2724452807835654,,,,,,,,,,,
2552.781539,132,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",-0.0024452807835653,0.0,0.27,-0.2724452807835654,,,,,,,,,,,
2552.782352,132,learning_update,4223374082031152552,,,,,,"(7, 2, 2, 8, 8)",-0.0024452807835653,0.0,0.27,-0.2724452807835654,,,,,,,,,,,
2552.783156,132,learning_update,7830638094315628080,,,,,,"(7, 2, 1, 8, 8)",-0.0024452807835653,0.0,0.27,-0.2724452807835654,,,,,,,,,,,
2552.801352,133,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399592384353781,,,,,,,,,,,,,,,,
2552.801689,133,selection_info,13644997368299628738,25,"(7, 2, 0, 8, 8)",0,-0.0050881590733865,0.0398449862747548,,,,,,,,,,,,,,,,
2552.802084,133,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0396927331327337,,,,,,,,,,,,,,,,
2552.802472,133,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",1,-0.0028121438728181,0.0400193660510522,,,,,,,,,,,,,,,,
2552.802825,133,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",0,-0.003077315518519,0.0399990103771906,,,,,,,,,,,,,,,,
2552.803348,133,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399592384353781,,,,,,,,,,,,,,,,
2552.803738,133,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0396927331327337,,,,,,,,,,,,,,,,
2552.804115,133,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399592384353781,,,,,,,,,,,,,,,,
2552.804448,133,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399592384353781,,,,,,,,,,,,,,,,
2552.804812,133,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399592384353781,,,,,,,,,,,,,,,,
2552.805206,133,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0395820309520096,,,,,,,,,,,,,,,,
2552.80566,133,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",1,0.0295368475631168,0.0425819432812493,,,,,,,,,,,,,,,,
2552.806062,133,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",1,-0.0028121438728181,0.0400193660510522,,,,,,,,,,,,,,,,
2552.806375,133,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0034835252577181,0.0399678481120128,,,,,,,,,,,,,,,,
2552.806722,133,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0395820309520096,,,,,,,,,,,,,,,,
2552.80701,133,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399592384353781,,,,,,,,,,,,,,,,
2552.807449,133,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399592384353781,,,,,,,,,,,,,,,,
2552.807808,133,selection_info,7830638094315628080,25,"(7, 3, 1, 8, 8)",1,0.0,0.0402358763538189,,,,,,,,,,,,,,,,
2552.808099,133,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0396927331327337,,,,,,,,,,,,,,,,
2552.80846,133,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399592384353781,,,,,,,,,,,,,,,,
2552.808823,133,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399592384353781,,,,,,,,,,,,,,,,
2552.809119,133,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0396927331327337,,,,,,,,,,,,,,,,
2552.809535,133,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399592384353781,,,,,,,,,,,,,,,,
2552.809834,133,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399592384353781,,,,,,,,,,,,,,,,
2552.810319,133,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0050881590733865,0.0398449862747548,,,,,,,,,,,,,,,,
2561.841399,133,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1787619590759277,17.69375
2561.841911,133,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1482317447662353,21.018181818181816
2561.842322,133,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1877663135528564,23.79375
2561.842615,133,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.3449382781982422,18.195454545454545
2573.930287,133,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0090746879577636,,
2573.930695,133,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.008437156677246,,
2573.930971,133,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0152361392974853,,
2573.931273,133,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8066037735849056,0.725752508361204,0.9553072625698324,0.6979591836734694,299,0.0150425434112548,,
2573.93169,133,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0215370655059814,,
2573.932002,133,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0168676376342773,,
2573.932262,133,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0231914520263671,,
2573.932596,133,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.02797532081604,,
2573.932893,133,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0137469768524169,,
2573.933215,133,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0435156822204589,,
2573.933602,133,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.012263536453247,,
2573.934166,133,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0078637599945068,,
2573.934604,133,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.009214162826538,,
2573.93484,133,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0181593894958496,,
2573.935186,133,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0289223194122314,,
2573.935484,133,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8122866894197952,0.7330097087378641,0.967479674796748,0.7,206,0.0137033462524414,,
2573.935814,133,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0214800834655761,,
2573.936162,133,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0238776206970214,,
2573.936461,133,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0080089569091796,,
2573.936921,133,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0090701580047607,,
2573.938131,133,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8048993875765529,0.7194968553459119,0.9643605870020964,0.6906906906906907,795,0.0240366458892822,,
2573.938698,133,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0069782733917236,,
2573.939078,133,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0093061923980712,,
2573.939475,133,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0107486248016357,,
2573.939895,133,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0125157833099365,,
2573.944215,133,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",0.0032825105688192,0.01,0.16,-0.1667174894311807,,,,,,,,,,,
2573.945158,133,learning_update,11806130149938443739,,,,,,"(8, 0, 2, 8, 8)",0.0032825105688192,0.01,0.16,-0.1667174894311807,,,,,,,,,,,
2573.945942,133,learning_update,15368353039753191835,,,,,,"(8, 2, 1, 8, 8)",0.0032825105688192,0.01,0.16,-0.1667174894311807,,,,,,,,,,,
2573.946704,133,learning_update,7830638094315628080,,,,,,"(7, 3, 1, 8, 8)",0.0032825105688192,0.01,0.16,-0.1667174894311807,,,,,,,,,,,
2573.965015,134,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.039839213797867,,,,,,,,,,,,,,,,
2573.965445,134,selection_info,13644997368299628738,25,"(7, 2, 0, 8, 8)",0,-0.0050881590733865,0.0397247332311663,,,,,,,,,,,,,,,,
2573.965947,134,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0395721782783659,,,,,,,,,,,,,,,,
2573.966367,134,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,0.0,0.0401164115580836,,,,,,,,,,,,,,,,
2573.966964,134,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",0,-0.003077315518519,0.0398790656355561,,,,,,,,,,,,,,,,
2573.96736,134,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.039839213797867,,,,,,,,,,,,,,,,
2573.967765,134,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0395721782783659,,,,,,,,,,,,,,,,
2573.968017,134,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.039839213797867,,,,,,,,,,,,,,,,
2573.968355,134,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.039839213797867,,,,,,,,,,,,,,,,
2573.968723,134,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.039839213797867,,,,,,,,,,,,,,,,
2573.969077,134,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0394612584988119,,,,,,,,,,,,,,,,
2573.969445,134,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0395721782783659,,,,,,,,,,,,,,,,
2573.96978,134,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",1,0.0,0.0401164115580836,,,,,,,,,,,,,,,,
2573.97002,134,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0034835252577181,0.0398478407531559,,,,,,,,,,,,,,,,
2573.970406,134,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0394612584988119,,,,,,,,,,,,,,,,
2573.970831,134,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.039839213797867,,,,,,,,,,,,,,,,
2573.971173,134,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.039839213797867,,,,,,,,,,,,,,,,
2573.971461,134,selection_info,7830638094315628080,25,"(7, 4, 1, 8, 8)",1,0.0,0.0401164115580836,,,,,,,,,,,,,,,,
2573.97192,134,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",1,0.0275105523675221,0.0423019944327227,,,,,,,,,,,,,,,,
2573.972377,134,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.039839213797867,,,,,,,,,,,,,,,,
2573.972747,134,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.039839213797867,,,,,,,,,,,,,,,,
2573.973041,134,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",1,0.0275105523675221,0.0423019944327227,,,,,,,,,,,,,,,,
2573.973352,134,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.039839213797867,,,,,,,,,,,,,,,,
2573.973695,134,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.039839213797867,,,,,,,,,,,,,,,,
2573.973974,134,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0050881590733865,0.0397247332311663,,,,,,,,,,,,,,,,
2580.001781,134,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1374573707580566,29.35
2580.002356,134,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1832866668701172,17.41875
2580.002724,134,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.6017575263977051,31.0875
2580.002994,134,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.3741989135742188,18.17727272727273
2580.003376,134,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1860265731811523,24.15625
2592.108326,134,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0130996704101562,,
2592.108734,134,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0214035511016845,,
2592.109031,134,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0316517353057861,,
2592.109476,134,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0204133987426757,,
2592.10992,134,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0092589855194091,,
2592.110512,134,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0202283859252929,,
2592.110956,134,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0086276531219482,,
2592.111218,134,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0183587074279785,,
2592.111551,134,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0093050003051757,,
2592.111801,134,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0069930553436279,,
2592.112162,134,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0176894664764404,,
2592.112566,134,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0179827213287353,,
2592.112901,134,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0132997035980224,,
2592.113538,134,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0079655647277832,,
2592.113872,134,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0082709789276123,,
2592.114295,134,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0125660896301269,,
2592.114627,134,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0104756355285644,,
2592.114969,134,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0121243000030517,,
2592.115353,134,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.007974624633789,,
2592.11576,134,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0211803913116455,,
2592.11609,134,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8,0.7120181405895691,0.9621212121212122,0.6846361185983828,441,0.027165412902832,,
2592.116412,134,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0190324783325195,,
2592.116797,134,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0097966194152832,,
2592.11707,134,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.010538101196289,,
2592.117561,134,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0159680843353271,,
2592.122816,134,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",0.0002663079182737,0.04,0.21,-0.2497336920817262,,,,,,,,,,,
2592.123607,134,learning_update,15368353039753191835,,,,,,"(8, 3, 1, 8, 8)",0.0002663079182737,0.04,0.21,-0.2497336920817262,,,,,,,,,,,
2592.125807,134,learning_update,7830638094315628080,,,,,,"(7, 4, 1, 8, 8)",0.0002663079182737,0.04,0.21,-0.2497336920817262,,,,,,,,,,,
2592.127016,134,learning_update,17833758267265781484,,,,,,"(8, 0, 2, 8, 8)",0.0002663079182737,0.04,0.21,-0.2497336920817262,,,,,,,,,,,
2592.127957,134,learning_update,14767769360382008888,,,,,,"(8, 0, 2, 8, 8)",0.0002663079182737,0.04,0.21,-0.2497336920817262,,,,,,,,,,,
2592.145908,135,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0395754403047474,,,,,,,,,,,,,,,,
2592.146259,135,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",0,-0.001585369571341,0.039729935858517,,,,,,,,,,,,,,,,
2592.146756,135,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",1,0.0218665257699352,0.0415773103986291,,,,,,,,,,,,,,,,
2592.14705,135,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",0,0.0,0.0398521913073058,,,,,,,,,,,,,,,,
2592.147621,135,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0391981097580568,,,,,,,,,,,,,,,,
2592.148101,135,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0395754403047474,,,,,,,,,,,,,,,,
2592.148518,135,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",1,0.0218665257699352,0.0415773103986291,,,,,,,,,,,,,,,,
2592.148933,135,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0395754403047474,,,,,,,,,,,,,,,,
2592.14924,135,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0395754403047474,,,,,,,,,,,,,,,,
2592.14953,135,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0395754403047474,,,,,,,,,,,,,,,,
2592.149814,135,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,0.0395825008858675,0.0430295915465934,,,,,,,,,,,,,,,,
2592.150157,135,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0393088443144278,,,,,,,,,,,,,,,,
2592.150705,135,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",0,0.0,0.0398521913073058,,,,,,,,,,,,,,,,
2592.151037,135,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0034835252577181,0.0395840532104938,,,,,,,,,,,,,,,,
2592.151409,135,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,0.0395825008858675,0.0430295915465934,,,,,,,,,,,,,,,,
2592.151925,135,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0395754403047474,,,,,,,,,,,,,,,,
2592.152261,135,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0395754403047474,,,,,,,,,,,,,,,,
2592.152653,135,selection_info,7830638094315628080,25,"(7, 5, 1, 8, 8)",0,0.0,0.0398521913073058,,,,,,,,,,,,,,,,
2592.153117,135,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0393088443144278,,,,,,,,,,,,,,,,
2592.153511,135,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0395754403047474,,,,,,,,,,,,,,,,
2592.153793,135,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0395754403047474,,,,,,,,,,,,,,,,
2592.154117,135,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0393088443144278,,,,,,,,,,,,,,,,
2592.154525,135,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0395754403047474,,,,,,,,,,,,,,,,
2592.154856,135,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0395754403047474,,,,,,,,,,,,,,,,
2592.155229,135,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0050881590733865,0.0394611470650642,,,,,,,,,,,,,,,,
2598.182252,135,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.44921875,36.127272727272725
2598.182736,135,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1387326717376709,44.575
2598.182995,135,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4161365032196045,22.481818181818184
2598.18329,135,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.7100358009338379,36.22272727272727
2610.296525,135,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0095937252044677,,
2610.296992,135,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0083973407745361,,
2610.297525,135,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0069479942321777,,
2610.297918,135,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8018867924528302,0.7190635451505016,0.9497206703910616,0.6938775510204082,299,0.0358297824859619,,
2610.298343,135,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.008277416229248,,
2610.29877,135,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8054607508532423,0.7233009708737864,0.959349593495935,0.6941176470588235,206,0.0123751163482666,,
2610.299237,135,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8,0.7253521126760564,0.9176470588235294,0.7090909090909091,142,0.0098984241485595,,
2610.299609,135,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8245614035087719,0.754601226993865,0.9591836734693876,0.7230769230769231,163,0.0087969303131103,,
2610.299924,135,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8056872037914692,0.7191780821917808,0.9714285714285714,0.6882591093117408,292,0.0172731876373291,,
2610.300647,135,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0156352519989013,,
2610.301097,135,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0102145671844482,,
2610.301487,135,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0085916519165039,,
2610.301946,135,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.7931034482758621,0.6949152542372882,0.971830985915493,0.6699029126213593,118,0.008519172668457,,
2610.302387,135,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.7979002624671916,0.7094339622641509,0.9559748427672956,0.6846846846846847,795,0.0194635391235351,,
2610.303119,135,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.801178203240059,0.7115384615384616,0.9679715302491104,0.6834170854271356,468,0.0127453804016113,,
2610.303569,135,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.020841360092163,,
2610.303903,135,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7863777089783281,0.6891891891891891,0.9548872180451128,0.6684210526315789,222,0.0275242328643798,,
2610.304331,135,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0157697200775146,,
2610.304821,135,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7969303423848878,0.7039586919104991,0.9684361549497849,0.6770310932798396,1162,0.0374867916107177,,
2610.305419,135,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.009204626083374,,
2610.305849,135,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8008534850640113,0.7119341563786008,0.9656946826758148,0.68408262454435,1944,0.030055284500122,,
2610.30627,135,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7874015748031497,0.6938775510204082,0.946969696969697,0.6738544474393531,441,0.0147581100463867,,
2610.306647,135,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7913669064748201,0.7156862745098039,0.9016393442622952,0.7051282051282052,102,0.0152218341827392,,
2610.306951,135,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0079774856567382,,
2610.307287,135,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8111111111111111,0.7322834645669292,0.9605263157894736,0.7019230769230769,127,0.0103991031646728,,
2610.311684,135,learning_update,16506691070021547649,,,,,,"(8, 0, 2, 8, 8)",-0.0083537936757351,0.0,0.29,-0.2983537936757351,,,,,,,,,,,
2610.312626,135,learning_update,5631037270461107728,,,,,,"(8, 0, 2, 8, 8)",-0.0083537936757351,0.0,0.29,-0.2983537936757351,,,,,,,,,,,
2610.313386,135,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",-0.0083537936757351,0.0,0.29,-0.2983537936757351,,,,,,,,,,,
2610.314122,135,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",-0.0083537936757351,0.0,0.29,-0.2983537936757351,,,,,,,,,,,
2610.332234,136,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399590599295936,,,,,,,,,,,,,,,,
2610.33262,136,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0061611077921424,0.0397599019155302,,,,,,,,,,,,,,,,
2610.332943,136,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0396885316515687,,,,,,,,,,,,,,,,
2610.333459,136,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0049697004724263,0.0398522736248602,,,,,,,,,,,,,,,,
2610.333793,136,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,0.0327046320479887,0.0428865817639366,,,,,,,,,,,,,,,,
2610.334154,136,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399590599295936,,,,,,,,,,,,,,,,
2610.334522,136,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0396885316515687,,,,,,,,,,,,,,,,
2610.334813,136,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399590599295936,,,,,,,,,,,,,,,,
2610.335206,136,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399590599295936,,,,,,,,,,,,,,,,
2610.335513,136,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399590599295936,,,,,,,,,,,,,,,,
2610.335825,136,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0395761664683352,,,,,,,,,,,,,,,,
2610.336268,136,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0396885316515687,,,,,,,,,,,,,,,,
2610.336692,136,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",1,0.0,0.0402399026931756,,,,,,,,,,,,,,,,
2610.337155,136,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0034835252577181,0.0399678000286397,,,,,,,,,,,,,,,,
2610.33764,136,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0395761664683352,,,,,,,,,,,,,,,,
2610.338051,136,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399590599295936,,,,,,,,,,,,,,,,
2610.338384,136,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399590599295936,,,,,,,,,,,,,,,,
2610.338767,136,selection_info,7830638094315628080,25,"(7, 4, 1, 8, 8)",1,-0.0024973369208172,0.0400446452190094,,,,,,,,,,,,,,,,
2610.339143,136,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0396885316515687,,,,,,,,,,,,,,,,
2610.33948,136,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399590599295936,,,,,,,,,,,,,,,,
2610.339874,136,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399590599295936,,,,,,,,,,,,,,,,
2610.340373,136,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0396885316515687,,,,,,,,,,,,,,,,
2610.34084,136,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399590599295936,,,,,,,,,,,,,,,,
2610.341207,136,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399590599295936,,,,,,,,,,,,,,,,
2610.341551,136,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0017337772751328,0.040104244334804,,,,,,,,,,,,,,,,
2619.365571,136,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1779561042785644,18.5875
2619.366094,136,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.300304651260376,22.322727272727278
2619.366459,136,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.346022367477417,18.18636363636364
2619.366767,136,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3462636470794678,9.072727272727272
2631.449188,136,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0159697532653808,,
2631.449666,136,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0182018280029296,,
2631.45011,136,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8,0.7120181405895691,0.9621212121212122,0.6846361185983828,441,0.018040657043457,,
2631.450555,136,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.010483980178833,,
2631.450888,136,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0094318389892578,,
2631.451152,136,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0073192119598388,,
2631.451467,136,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0184812545776367,,
2631.451816,136,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0093908309936523,,
2631.452168,136,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0088305473327636,,
2631.452469,136,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0083298683166503,,
2631.452739,136,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0187122821807861,,
2631.453059,136,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0212035179138183,,
2631.453372,136,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0128548145294189,,
2631.453667,136,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0156404972076416,,
2631.454016,136,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0111463069915771,,
2631.454367,136,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0092146396636962,,
2631.454697,136,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.008373737335205,,
2631.455031,136,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0166223049163818,,
2631.455409,136,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0095088481903076,,
2631.455841,136,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0218045711517334,,
2631.456158,136,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0129611492156982,,
2631.456625,136,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0085115432739257,,
2631.456915,136,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0293078422546386,,
2631.457204,136,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0148389339447021,,
2631.457545,136,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0098102092742919,,
2631.461898,136,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",0.0062941915524145,0.04,0.14,-0.1737058084475855,,,,,,,,,,,
2631.46268,136,learning_update,15368353039753191835,,,,,,"(8, 4, 1, 8, 8)",0.0062941915524145,0.04,0.14,-0.1737058084475855,,,,,,,,,,,
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2631.484876,137,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399730838272719,,,,,,,,,,,,,,,,
2631.4853,137,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.039701105329479,,,,,,,,,,,,,,,,
2631.485648,137,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0049697004724263,0.0398657239648177,,,,,,,,,,,,,,,,
2631.485948,137,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,0.0309348693314649,0.0427684567659308,,,,,,,,,,,,,,,,
2631.486317,137,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399730838272719,,,,,,,,,,,,,,,,
2631.486667,137,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.039701105329479,,,,,,,,,,,,,,,,
2631.487024,137,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399730838272719,,,,,,,,,,,,,,,,
2631.487512,137,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399730838272719,,,,,,,,,,,,,,,,
2631.487855,137,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399730838272719,,,,,,,,,,,,,,,,
2631.488149,137,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0395881405253548,,,,,,,,,,,,,,,,
2631.488516,137,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.039701105329479,,,,,,,,,,,,,,,,
2631.488808,137,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",1,-0.0017370580844758,0.0401187926875021,,,,,,,,,,,,,,,,
2631.489232,137,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0034835252577181,0.0399818709339664,,,,,,,,,,,,,,,,
2631.489735,137,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0395881405253548,,,,,,,,,,,,,,,,
2631.490114,137,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399730838272719,,,,,,,,,,,,,,,,
2631.490546,137,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399730838272719,,,,,,,,,,,,,,,,
2631.490949,137,selection_info,7830638094315628080,25,"(7, 4, 1, 8, 8)",0,-0.0042318976683723,0.0399233421987399,,,,,,,,,,,,,,,,
2631.491292,137,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.039701105329479,,,,,,,,,,,,,,,,
2631.491704,137,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399730838272719,,,,,,,,,,,,,,,,
2631.492099,137,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399730838272719,,,,,,,,,,,,,,,,
2631.492569,137,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.039701105329479,,,,,,,,,,,,,,,,
2631.493056,137,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399730838272719,,,,,,,,,,,,,,,,
2631.493441,137,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0399730838272719,,,,,,,,,,,,,,,,
2631.493748,137,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0034691015823335,0.0399829998236743,,,,,,,,,,,,,,,,
2637.511628,137,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1762115955352783,18.19375
2637.512131,137,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2334342002868652,22.28181818181818
2649.598032,137,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0143599510192871,,
2649.598513,137,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0115900039672851,,
2649.59881,137,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0201015472412109,,
2649.599141,137,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8048993875765529,0.7194968553459119,0.9643605870020964,0.6906906906906907,795,0.0215544700622558,,
2649.599557,137,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0101089477539062,,
2649.599818,137,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.017723798751831,,
2649.600091,137,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0145208835601806,,
2649.600462,137,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0088660717010498,,
2649.60079,137,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0148706436157226,,
2649.601124,137,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0140292644500732,,
2649.601478,137,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0080177783966064,,
2649.601835,137,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0132582187652587,,
2649.602236,137,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.010791540145874,,
2649.602543,137,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0146803855895996,,
2649.602872,137,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.008047342300415,,
2649.60321,137,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0127854347229003,,
2649.603577,137,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0132620334625244,,
2649.603902,137,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8066037735849056,0.725752508361204,0.9553072625698324,0.6979591836734694,299,0.0183625221252441,,
2649.604236,137,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0094447135925292,,
2649.60465,137,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0080358982086181,,
2649.604964,137,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0098302364349365,,
2649.605282,137,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0297393798828125,,
2649.605601,137,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0101022720336914,,
2649.605845,137,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0154390335083007,,
2649.606061,137,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8122866894197952,0.7330097087378641,0.967479674796748,0.7,206,0.0126950740814208,,
2649.609824,137,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",-0.0003536548222785,0.02,0.08,-0.1003536548222785,,,,,,,,,,,
2649.610552,137,learning_update,15368353039753191835,,,,,,"(8, 4, 1, 8, 8)",-0.0003536548222785,0.02,0.08,-0.1003536548222785,,,,,,,,,,,
2649.628678,138,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398533840211665,,,,,,,,,,,,,,,,
2649.629011,138,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398533840211665,,,,,,,,,,,,,,,,
2649.629256,138,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0395808620045302,,,,,,,,,,,,,,,,
2649.629564,138,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.0060738602494295,0.0396595633050766,,,,,,,,,,,,,,,,
2649.629818,138,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0394676742066188,,,,,,,,,,,,,,,,
2649.630193,138,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398533840211665,,,,,,,,,,,,,,,,
2649.630554,138,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0395808620045302,,,,,,,,,,,,,,,,
2649.630831,138,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398533840211665,,,,,,,,,,,,,,,,
2649.631131,138,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398533840211665,,,,,,,,,,,,,,,,
2649.631756,138,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398533840211665,,,,,,,,,,,,,,,,
2649.632231,138,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,0.0295451315391219,0.0425384084560041,,,,,,,,,,,,,,,,
2649.632581,138,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0395808620045302,,,,,,,,,,,,,,,,
2649.632844,138,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",0,-0.0027388575746141,0.039920630842244,,,,,,,,,,,,,,,,
2649.633116,138,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0034835252577181,0.0398621888436453,,,,,,,,,,,,,,,,
2649.633477,138,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,0.0295451315391219,0.0425384084560041,,,,,,,,,,,,,,,,
2649.633772,138,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398533840211665,,,,,,,,,,,,,,,,
2649.634079,138,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398533840211665,,,,,,,,,,,,,,,,
2649.634418,138,selection_info,7830638094315628080,25,"(7, 3, 1, 8, 8)",1,-0.0016671748943118,0.0400048876037309,,,,,,,,,,,,,,,,
2649.63482,138,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0395808620045302,,,,,,,,,,,,,,,,
2649.635201,138,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398533840211665,,,,,,,,,,,,,,,,
2649.635652,138,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398533840211665,,,,,,,,,,,,,,,,
2649.635927,138,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0395808620045302,,,,,,,,,,,,,,,,
2649.636309,138,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398533840211665,,,,,,,,,,,,,,,,
2649.636716,138,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0398533840211665,,,,,,,,,,,,,,,,
2649.637013,138,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0034691015823335,0.0398633200100253,,,,,,,,,,,,,,,,
2655.661017,138,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1393725872039795,43.7
2655.661542,138,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.7226104736328125,36.2
2655.661855,138,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.8391084671020508,18.172727272727272
2667.780342,138,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0227851867675781,,
2667.78092,138,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8,0.7253521126760564,0.9176470588235294,0.7090909090909091,142,0.0091290473937988,,
2667.781376,138,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8036984352773826,0.7160493827160493,0.9691252144082332,0.6865127582017011,1944,0.0279445648193359,,
2667.781791,138,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0227055549621582,,
2667.782178,138,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0142490863800048,,
2667.782441,138,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7913669064748201,0.7156862745098039,0.9016393442622952,0.7051282051282052,102,0.0126640796661376,,
2667.782781,138,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0200493335723876,,
2667.78317,138,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0092387199401855,,
2667.783412,138,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8111111111111111,0.7322834645669292,0.9605263157894736,0.7019230769230769,127,0.0235450267791748,,
2667.783753,138,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8056872037914692,0.7191780821917808,0.9714285714285714,0.6882591093117408,292,0.0134387016296386,,
2667.784171,138,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8421052631578947,0.7791411042944786,0.979591836734694,0.7384615384615385,163,0.0087876319885253,,
2667.784509,138,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0090384483337402,,
2667.784799,138,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0095040798187255,,
2667.785135,138,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.014383316040039,,
2667.785409,138,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0086650848388671,,
2667.785681,138,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0229814052581787,,
2667.786117,138,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0130145549774169,,
2667.786502,138,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0100855827331542,,
2667.78678,138,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0082228183746337,,
2667.78729,138,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0185918807983398,,
2667.787703,138,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0093300342559814,,
2667.788075,138,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8054607508532423,0.7233009708737864,0.959349593495935,0.6941176470588235,206,0.0250055789947509,,
2667.78843,138,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8013998250218722,0.7144654088050314,0.960167714884696,0.6876876876876877,795,0.0268733501434326,,
2667.788718,138,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8016528925619835,0.7108433734939759,0.9741750358680056,0.6810431293881645,1162,0.0209476947784423,,
2667.789138,138,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8018867924528302,0.7190635451505016,0.9497206703910616,0.6938775510204082,299,0.0157685279846191,,
2667.793207,138,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",-0.0050582900291442,0.01,0.2,-0.2150582900291442,,,,,,,,,,,
2667.793917,138,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",-0.0050582900291442,0.01,0.2,-0.2150582900291442,,,,,,,,,,,
2667.794624,138,learning_update,7830638094315628080,,,,,,"(7, 3, 1, 8, 8)",-0.0050582900291442,0.01,0.2,-0.2150582900291442,,,,,,,,,,,
2667.81242,139,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",1,-0.0035958108890808,0.0400422499333858,,,,,,,,,,,,,,,,
2667.812926,139,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",1,-0.0035958108890808,0.0400422499333858,,,,,,,,,,,,,,,,
2667.813477,139,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397670652242531,,,,,,,,,,,,,,,,
2667.813782,139,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0062528410149437,0.0398324357678334,,,,,,,,,,,,,,,,
2667.814129,139,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0396527743129198,,,,,,,,,,,,,,,,
2667.814447,139,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400422499333858,,,,,,,,,,,,,,,,
2667.814742,139,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397670652242531,,,,,,,,,,,,,,,,
2667.815166,139,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400422499333858,,,,,,,,,,,,,,,,
2667.815506,139,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400422499333858,,,,,,,,,,,,,,,,
2667.815861,139,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400422499333858,,,,,,,,,,,,,,,,
2667.816235,139,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0396527743129198,,,,,,,,,,,,,,,,
2667.816555,139,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",1,0.0153672752799195,0.041572121408808,,,,,,,,,,,,,,,,
2667.816941,139,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.0049697004724263,0.0399336222012557,,,,,,,,,,,,,,,,
2667.817327,139,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",1,-0.0034835252577181,0.0400511409419442,,,,,,,,,,,,,,,,
2667.817626,139,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0396527743129198,,,,,,,,,,,,,,,,
2667.818021,139,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400422499333858,,,,,,,,,,,,,,,,
2667.818375,139,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400422499333858,,,,,,,,,,,,,,,,
2667.818787,139,selection_info,7830638094315628080,25,"(7, 3, 1, 8, 8)",0,-0.0038160906197089,0.0400248134622847,,,,,,,,,,,,,,,,
2667.819209,139,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397670652242531,,,,,,,,,,,,,,,,
2667.819592,139,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400422499333858,,,,,,,,,,,,,,,,
2667.819981,139,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400422499333858,,,,,,,,,,,,,,,,
2667.820236,139,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397670652242531,,,,,,,,,,,,,,,,
2667.820555,139,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400422499333858,,,,,,,,,,,,,,,,
2667.820839,139,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0035958108890808,0.0400422499333858,,,,,,,,,,,,,,,,
2667.821216,139,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0034691015823335,0.0400522831814714,,,,,,,,,,,,,,,,
2676.856196,139,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1743640899658203,21.80909090909091
2676.856876,139,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.202531099319458,12.25625
2676.857241,139,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1425597667694091,8.686363636363636
2676.857623,139,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,2.389737367630005,13.627272727272729
2676.858017,139,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3397004604339599,9.154545454545454
2688.967495,139,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7937007874015748,0.7029478458049887,0.9545454545454546,0.6792452830188679,441,0.0151789188385009,,
2688.96795,139,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8111111111111111,0.7322834645669292,0.9605263157894736,0.7019230769230769,127,0.014456033706665,,
2688.96829,139,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0084998607635498,,
2688.968634,139,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0078563690185546,,
2688.968881,139,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0106017589569091,,
2688.969187,139,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8421052631578947,0.7791411042944786,0.979591836734694,0.7384615384615385,163,0.0094439983367919,,
2688.96949,139,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7913669064748201,0.7156862745098039,0.9016393442622952,0.7051282051282052,102,0.0188865661621093,,
2688.969802,139,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0152313709259033,,
2688.970038,139,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8102564102564103,0.7394366197183099,0.9294117647058824,0.7181818181818181,142,0.0090112686157226,,
2688.97036,139,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8051209103840683,0.7181069958847737,0.9708404802744426,0.6877278250303767,1944,0.0327036380767822,,
2688.970697,139,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0188488960266113,,
2688.970969,139,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8122866894197952,0.7330097087378641,0.967479674796748,0.7,206,0.0337867736816406,,
2688.971363,139,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.008615493774414,,
2688.971732,139,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0130422115325927,,
2688.972094,139,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0147099494934082,,
2688.972475,139,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0124375820159912,,
2688.97284,139,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.011676549911499,,
2688.973222,139,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0073077678680419,,
2688.973644,139,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0163438320159912,,
2688.973963,139,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0112085342407226,,
2688.974282,139,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8018867924528302,0.7190635451505016,0.9497206703910616,0.6938775510204082,299,0.0141587257385253,,
2688.974709,139,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0079865455627441,,
2688.975077,139,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8013998250218722,0.7144654088050314,0.960167714884696,0.6876876876876877,795,0.0236144065856933,,
2688.975451,139,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0107495784759521,,
2688.975789,139,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8028335301062574,0.7125645438898451,0.975609756097561,0.6820461384152458,1162,0.0236515998840332,,
2688.98002,139,learning_update,11806130149938443739,,,,,,"(8, 0, 2, 8, 8)",0.0010476564785107,0.0,0.14,-0.1389523435214892,,,,,,,,,,,
2688.980932,139,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",0.0010476564785107,0.0,0.14,-0.1389523435214892,,,,,,,,,,,
2688.981703,139,learning_update,8818734309448792929,,,,,,"(8, 0, 1, 8, 8)",0.0010476564785107,0.0,0.14,-0.1389523435214892,,,,,,,,,,,
2688.983464,139,learning_update,16206290167654754491,,,,,,"(8, 0, 0, 8, 8)",0.0010476564785107,0.0,0.14,-0.1389523435214892,,,,,,,,,,,
2688.984317,139,learning_update,13644997368299628738,,,,,,"(8, 0, 0, 8, 8)",0.0010476564785107,0.0,0.14,-0.1389523435214892,,,,,,,,,,,
2689.002905,140,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0061611077921424,0.0398979207802051,,,,,,,,,,,,,,,,
2689.003352,140,selection_info,13644997368299628738,25,"(7, 1, 0, 8, 8)",1,-0.0048697274333855,0.0400004384859722,,,,,,,,,,,,,,,,
2689.00371,140,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.039824853654528,,,,,,,,,,,,,,,,
2689.003995,140,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0048944890094903,0.0399984702850694,,,,,,,,,,,,,,,,
2689.004343,140,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0397098223305277,,,,,,,,,,,,,,,,
2689.00468,140,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398799256236232,,,,,,,,,,,,,,,,
2689.004974,140,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.039824853654528,,,,,,,,,,,,,,,,
2689.005333,140,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398799256236232,,,,,,,,,,,,,,,,
2689.005768,140,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398799256236232,,,,,,,,,,,,,,,,
2689.006102,140,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398799256236232,,,,,,,,,,,,,,,,
2689.006535,140,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0397098223305277,,,,,,,,,,,,,,,,
2689.007038,140,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.039824853654528,,,,,,,,,,,,,,,,
2689.007476,140,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",0,-0.0060738602494295,0.0399048387425116,,,,,,,,,,,,,,,,
2689.007802,140,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0062528410149437,0.0398906484363244,,,,,,,,,,,,,,,,
2689.008127,140,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0397098223305277,,,,,,,,,,,,,,,,
2689.008481,140,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398799256236232,,,,,,,,,,,,,,,,
2689.008853,140,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398799256236232,,,,,,,,,,,,,,,,
2689.009141,140,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",0,-0.0060944906725934,0.0399032028232387,,,,,,,,,,,,,,,,
2689.009459,140,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",1,0.0137603272662538,0.0415090583530386,,,,,,,,,,,,,,,,
2689.009843,140,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398799256236232,,,,,,,,,,,,,,,,
2689.01023,140,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398799256236232,,,,,,,,,,,,,,,,
2689.010677,140,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",1,0.0137603272662538,0.0415090583530386,,,,,,,,,,,,,,,,
2689.010994,140,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398799256236232,,,,,,,,,,,,,,,,
2689.011384,140,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398799256236232,,,,,,,,,,,,,,,,
2689.011768,140,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0050881590733865,0.0399830795492009,,,,,,,,,,,,,,,,
2695.032036,140,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1380627155303955,28.60625
2695.032723,140,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1427013874053955,7.536363636363637
2695.033004,140,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.5702962875366211,31.1375
2707.116807,140,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0125164985656738,,
2707.117229,140,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0078938007354736,,
2707.117591,140,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0195019245147705,,
2707.117947,140,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0200645923614501,,
2707.118293,140,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.013979434967041,,
2707.118958,140,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0080978870391845,,
2707.119537,140,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0107946395874023,,
2707.119873,140,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0100388526916503,,
2707.120148,140,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0206222534179687,,
2707.120499,140,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8018867924528302,0.7190635451505016,0.9497206703910616,0.6938775510204082,299,0.0153920650482177,,
2707.120884,140,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0078699588775634,,
2707.121206,140,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0131587982177734,,
2707.121559,140,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8191126279863481,0.7427184466019418,0.975609756097561,0.7058823529411765,206,0.0241682529449462,,
2707.121877,140,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8,0.7120181405895691,0.9621212121212122,0.6846361185983828,441,0.0179123878479003,,
2707.122121,140,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0097787380218505,,
2707.122499,140,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0294442176818847,,
2707.122912,140,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0113372802734375,,
2707.123209,140,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0098445415496826,,
2707.123522,140,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0110788345336914,,
2707.123791,140,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0086846351623535,,
2707.124043,140,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0128729343414306,,
2707.124338,140,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0394017696380615,,
2707.124671,140,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0114469528198242,,
2707.124908,140,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0206019878387451,,
2707.125172,140,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0105166435241699,,
2707.129398,140,learning_update,13644997368299628738,,,,,,"(7, 1, 0, 8, 8)",0.0025009063903022,0.0,0.12,-0.1174990936096977,,,,,,,,,,,
2707.130188,140,learning_update,17833758267265781484,,,,,,"(8, 0, 2, 8, 8)",0.0025009063903022,0.0,0.12,-0.1174990936096977,,,,,,,,,,,
2707.13092,140,learning_update,14767769360382008888,,,,,,"(8, 0, 2, 8, 8)",0.0025009063903022,0.0,0.12,-0.1174990936096977,,,,,,,,,,,
2707.148513,141,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0061611077921424,0.0397008448328885,,,,,,,,,,,,,,,,
2707.148878,141,selection_info,13644997368299628738,25,"(7, 2, 0, 8, 8)",0,-0.0050881590733865,0.0397860092350677,,,,,,,,,,,,,,,,
2707.149173,141,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",1,0.0110213986577755,0.0410868768228554,,,,,,,,,,,,,,,,
2707.149543,141,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0048944890094903,0.0398014010863319,,,,,,,,,,,,,,,,
2707.149905,141,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0395127371804775,,,,,,,,,,,,,,,,
2707.150301,141,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0396828486027815,,,,,,,,,,,,,,,,
2707.150657,141,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",1,0.0110213986577755,0.0410868768228554,,,,,,,,,,,,,,,,
2707.151066,141,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0396828486027815,,,,,,,,,,,,,,,,
2707.151493,141,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0396828486027815,,,,,,,,,,,,,,,,
2707.151832,141,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0396828486027815,,,,,,,,,,,,,,,,
2707.152159,141,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,0.0245245868738105,0.0422099877415679,,,,,,,,,,,,,,,,
2707.152721,141,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0396277736019088,,,,,,,,,,,,,,,,
2707.153054,141,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",0,-0.0060738602494295,0.0397077632187504,,,,,,,,,,,,,,,,
2707.153375,141,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0062528410149437,0.0396935720502542,,,,,,,,,,,,,,,,
2707.153779,141,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,0.0245245868738105,0.0422099877415679,,,,,,,,,,,,,,,,
2707.154147,141,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0396828486027815,,,,,,,,,,,,,,,,
2707.154478,141,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0396828486027815,,,,,,,,,,,,,,,,
2707.154801,141,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",0,-0.0060944906725934,0.0397061271987734,,,,,,,,,,,,,,,,
2707.155101,141,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0396277736019088,,,,,,,,,,,,,,,,
2707.155604,141,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0396828486027815,,,,,,,,,,,,,,,,
2707.155982,141,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0396828486027815,,,,,,,,,,,,,,,,
2707.156264,141,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0396277736019088,,,,,,,,,,,,,,,,
2707.156613,141,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0396828486027815,,,,,,,,,,,,,,,,
2707.156889,141,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0396828486027815,,,,,,,,,,,,,,,,
2707.157197,141,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0050881590733865,0.0397860092350677,,,,,,,,,,,,,,,,
2716.18692,141,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1450133323669433,45.4125
2716.187475,141,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.486696720123291,36.19545454545455
2716.187852,141,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.5387139320373535,36.13181818181818
2716.188281,141,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.3356547355651855,22.5
2728.331547,141,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0137302875518798,,
2728.331969,141,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0174973011016845,,
2728.33228,141,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0333077907562255,,
2728.332873,141,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8111111111111111,0.7322834645669292,0.9605263157894736,0.7019230769230769,127,0.0117201805114746,,
2728.333221,141,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8056872037914692,0.7191780821917808,0.9714285714285714,0.6882591093117408,292,0.0224268436431884,,
2728.333572,141,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8,0.7253521126760564,0.9176470588235294,0.7090909090909091,142,0.0163111686706542,,
2728.333961,141,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0097379684448242,,
2728.334264,141,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0106222629547119,,
2728.334508,141,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0130636692047119,,
2728.334891,141,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8421052631578947,0.7791411042944786,0.979591836734694,0.7384615384615385,163,0.0093185901641845,,
2728.335222,141,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0082497596740722,,
2728.335666,141,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7863777089783281,0.6891891891891891,0.9548872180451128,0.6684210526315789,222,0.0172979831695556,,
2728.336131,141,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8018867924528302,0.7190635451505016,0.9497206703910616,0.6938775510204082,299,0.0165755748748779,,
2728.336504,141,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0084979534149169,,
2728.336841,141,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0434520244598388,,
2728.337181,141,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7913669064748201,0.7156862745098039,0.9016393442622952,0.7051282051282052,102,0.0099129676818847,,
2728.337548,141,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0083076953887939,,
2728.337931,141,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0086972713470458,,
2728.338213,141,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0120747089385986,,
2728.338599,141,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8122866894197952,0.7330097087378641,0.967479674796748,0.7,206,0.0145618915557861,,
2728.338982,141,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8013998250218722,0.7144654088050314,0.960167714884696,0.6876876876876877,795,0.023231029510498,,
2728.339304,141,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0103967189788818,,
2728.339681,141,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8036984352773826,0.7160493827160493,0.9691252144082332,0.6865127582017011,1944,0.0290358066558837,,
2728.340022,141,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8004722550177096,0.7091222030981067,0.9727403156384504,0.6800401203610833,1162,0.0212645530700683,,
2728.340328,141,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0138390064239501,,
2728.344875,141,learning_update,16506691070021547649,,,,,,"(8, 0, 2, 8, 8)",-0.0048784988351284,0.0,0.29,-0.2948784988351284,,,,,,,,,,,
2728.345677,141,learning_update,5631037270461107728,,,,,,"(8, 0, 2, 8, 8)",-0.0048784988351284,0.0,0.29,-0.2948784988351284,,,,,,,,,,,
2728.346515,141,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",-0.0048784988351284,0.0,0.29,-0.2948784988351284,,,,,,,,,,,
2728.347253,141,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",-0.0048784988351284,0.0,0.29,-0.2948784988351284,,,,,,,,,,,
2728.365,142,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0061611077921424,0.0399342056842997,,,,,,,,,,,,,,,,
2728.365395,142,selection_info,13644997368299628738,25,"(7, 2, 0, 8, 8)",1,-0.0050881590733865,0.0400203016215195,,,,,,,,,,,,,,,,
2728.365745,142,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398603359340361,,,,,,,,,,,,,,,,
2728.366041,142,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",1,-0.0048944890094903,0.0400358619289536,,,,,,,,,,,,,,,,
2728.366343,142,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,0.0180155288920997,0.0419198983750633,,,,,,,,,,,,,,,,
2728.366764,142,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399160127286998,,,,,,,,,,,,,,,,
2728.367131,142,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398603359340361,,,,,,,,,,,,,,,,
2728.367403,142,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399160127286998,,,,,,,,,,,,,,,,
2728.367992,142,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399160127286998,,,,,,,,,,,,,,,,
2728.368344,142,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399160127286998,,,,,,,,,,,,,,,,
2728.368785,142,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0397440437870044,,,,,,,,,,,,,,,,
2728.369189,142,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398603359340361,,,,,,,,,,,,,,,,
2728.369519,142,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0062528410149437,0.0399268533943712,,,,,,,,,,,,,,,,
2728.36995,142,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0062528410149437,0.0399268533943712,,,,,,,,,,,,,,,,
2728.370299,142,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0397440437870044,,,,,,,,,,,,,,,,
2728.370686,142,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399160127286998,,,,,,,,,,,,,,,,
2728.371159,142,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399160127286998,,,,,,,,,,,,,,,,
2728.371572,142,selection_info,7830638094315628080,25,"(7, 1, 1, 8, 8)",1,-0.0010949263361881,0.0403423621718633,,,,,,,,,,,,,,,,
2728.371956,142,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398603359340361,,,,,,,,,,,,,,,,
2728.372318,142,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399160127286998,,,,,,,,,,,,,,,,
2728.372734,142,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399160127286998,,,,,,,,,,,,,,,,
2728.373153,142,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398603359340361,,,,,,,,,,,,,,,,
2728.37343,142,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399160127286998,,,,,,,,,,,,,,,,
2728.373826,142,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399160127286998,,,,,,,,,,,,,,,,
2728.374152,142,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0060418145268091,0.0399437688983703,,,,,,,,,,,,,,,,
2734.402555,142,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1625518798828125,8.85909090909091
2734.403071,142,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.784466028213501,18.145454545454545
2734.403384,142,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1888127326965332,24.075
2734.403657,142,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2424306869506836,22.272727272727277
2743.528639,142,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8036984352773826,0.7160493827160493,0.9691252144082332,0.6865127582017011,1944,0.0298564434051513,,
2743.529075,142,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0114140510559082,,
2743.529449,142,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0071983337402343,,
2743.529827,142,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8,0.7253521126760564,0.9176470588235294,0.7090909090909091,142,0.0115563869476318,,
2743.530166,142,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8018867924528302,0.7190635451505016,0.9497206703910616,0.6938775510204082,299,0.0168642997741699,,
2743.530489,142,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0096948146820068,,
2743.530849,142,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0097827911376953,,
2743.531082,142,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0098717212677001,,
2743.531386,142,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8041237113402062,0.7158119658119658,0.9715302491103204,0.6859296482412061,468,0.0129399299621582,,
2743.531645,142,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7863777089783281,0.6891891891891891,0.9548872180451128,0.6684210526315789,222,0.0129222869873046,,
2743.53201,142,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0130319595336914,,
2743.532374,142,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8421052631578947,0.7791411042944786,0.979591836734694,0.7384615384615385,163,0.0095353126525878,,
2743.53264,142,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8122866894197952,0.7330097087378641,0.967479674796748,0.7,206,0.0145831108093261,,
2743.53295,142,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0121824741363525,,
2743.533206,142,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8013998250218722,0.7144654088050314,0.960167714884696,0.6876876876876877,795,0.0198249816894531,,
2743.533512,142,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0079765319824218,,
2743.533841,142,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7913669064748201,0.7156862745098039,0.9016393442622952,0.7051282051282052,102,0.0248229503631591,,
2743.534167,142,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0080523490905761,,
2743.534466,142,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0353057384490966,,
2743.534807,142,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8056872037914692,0.7191780821917808,0.9714285714285714,0.6882591093117408,292,0.0178565979003906,,
2743.535059,142,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7992916174734357,0.7074010327022375,0.9713055954088952,0.679037111334002,1162,0.0246515274047851,,
2743.535402,142,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8111111111111111,0.7322834645669292,0.9605263157894736,0.7019230769230769,127,0.0111541748046875,,
2743.535735,142,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0200810432434082,,
2743.536034,142,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0128924846649169,,
2743.53635,142,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0239779949188232,,
2743.539935,142,learning_update,13644997368299628738,,,,,,"(7, 2, 0, 8, 8)",-0.0003440940526811,0.0,0.15,-0.1503440940526811,,,,,,,,,,,
2743.540642,142,learning_update,4354536512509177290,,,,,,"(8, 0, 1, 8, 8)",-0.0003440940526811,0.0,0.15,-0.1503440940526811,,,,,,,,,,,
2743.541514,142,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",-0.0003440940526811,0.0,0.15,-0.1503440940526811,,,,,,,,,,,
2743.542275,142,learning_update,7830638094315628080,,,,,,"(7, 1, 1, 8, 8)",-0.0003440940526811,0.0,0.15,-0.1503440940526811,,,,,,,,,,,
2743.561226,143,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0061611077921424,0.03994354246158,,,,,,,,,,,,,,,,
2743.561564,143,selection_info,13644997368299628738,25,"(7, 3, 0, 8, 8)",1,0.0,0.0404430877462433,,,,,,,,,,,,,,,,
2743.561909,143,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398692844947993,,,,,,,,,,,,,,,,
2743.562213,143,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0062528410149437,0.0399361515013316,,,,,,,,,,,,,,,,
2743.562501,143,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,0.0164940724226808,0.0418114001335304,,,,,,,,,,,,,,,,
2743.562866,143,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399252538302537,,,,,,,,,,,,,,,,
2743.563221,143,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398692844947993,,,,,,,,,,,,,,,,
2743.563549,143,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399252538302537,,,,,,,,,,,,,,,,
2743.563936,143,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399252538302537,,,,,,,,,,,,,,,,
2743.564491,143,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399252538302537,,,,,,,,,,,,,,,,
2743.565094,143,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0397523825855358,,,,,,,,,,,,,,,,
2743.565483,143,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398692844947993,,,,,,,,,,,,,,,,
2743.565875,143,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.039923874052777,,,,,,,,,,,,,,,,
2743.566474,143,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0062528410149437,0.0399361515013316,,,,,,,,,,,,,,,,
2743.566988,143,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0397523825855358,,,,,,,,,,,,,,,,
2743.568663,143,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399252538302537,,,,,,,,,,,,,,,,
2743.569126,143,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399252538302537,,,,,,,,,,,,,,,,
2743.569536,143,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",0,-0.0060944906725934,0.0399489106707562,,,,,,,,,,,,,,,,
2743.569943,143,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398692844947993,,,,,,,,,,,,,,,,
2743.570331,143,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399252538302537,,,,,,,,,,,,,,,,
2743.570644,143,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399252538302537,,,,,,,,,,,,,,,,
2743.571008,143,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398692844947993,,,,,,,,,,,,,,,,
2743.571375,143,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399252538302537,,,,,,,,,,,,,,,,
2743.571755,143,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399252538302537,,,,,,,,,,,,,,,,
2743.572064,143,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0060418145268091,0.0399531559848432,,,,,,,,,,,,,,,,
2749.589447,143,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2607738971710205,22.20909090909091
2749.589998,143,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1559147834777832,8.281818181818181
2761.713153,143,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0115330219268798,,
2761.713588,143,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0181257724761962,,
2761.713898,143,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8102564102564103,0.7394366197183099,0.9294117647058824,0.7181818181818181,142,0.0097186565399169,,
2761.714341,143,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0127747058868408,,
2761.714725,143,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0106661319732666,,
2761.715146,143,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7937007874015748,0.7029478458049887,0.9545454545454546,0.6792452830188679,441,0.0218513011932373,,
2761.715568,143,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.009617805480957,,
2761.715875,143,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0149862766265869,,
2761.716201,143,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0102984905242919,,
2761.7166,143,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0174965858459472,,
2761.716953,143,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8122866894197952,0.7330097087378641,0.967479674796748,0.7,206,0.0127620697021484,,
2761.717318,143,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0075740814208984,,
2761.717658,143,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0121893882751464,,
2761.718038,143,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8018867924528302,0.7190635451505016,0.9497206703910616,0.6938775510204082,299,0.0246925354003906,,
2761.718439,143,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0137605667114257,,
2761.718752,143,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0116782188415527,,
2761.719061,143,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8058321479374111,0.7191358024691358,0.9716981132075472,0.6883353584447145,1944,0.0296492576599121,,
2761.719503,143,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0100128650665283,,
2761.71981,143,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7913669064748201,0.7156862745098039,0.9016393442622952,0.7051282051282052,102,0.0107009410858154,,
2761.720126,143,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0252811908721923,,
2761.72049,143,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0081052780151367,,
2761.720774,143,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0083138942718505,,
2761.721081,143,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076289176940917,,
2761.721492,143,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8421052631578947,0.7791411042944786,0.979591836734694,0.7384615384615385,163,0.0091748237609863,,
2761.721845,143,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8016528925619835,0.7108433734939759,0.9741750358680056,0.6810431293881645,1162,0.0229151248931884,,
2761.726474,143,learning_update,13644997368299628738,,,,,,"(7, 3, 0, 8, 8)",0.0020953609706112,0.01,0.07,-0.0779046390293887,,,,,,,,,,,
2761.727172,143,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",0.0020953609706112,0.01,0.07,-0.0779046390293887,,,,,,,,,,,
2761.746456,144,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0061611077921424,0.0398564733301143,,,,,,,,,,,,,,,,
2761.746846,144,selection_info,13644997368299628738,25,"(7, 4, 0, 8, 8)",1,0.0,0.0403574501810068,,,,,,,,,,,,,,,,
2761.747162,144,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397820052378252,,,,,,,,,,,,,,,,
2761.74758,144,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0062528410149437,0.0398490614246941,,,,,,,,,,,,,,,,
2761.747944,144,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0396647739475707,,,,,,,,,,,,,,,,
2761.748343,144,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.039838132883385,,,,,,,,,,,,,,,,
2761.748758,144,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397820052378252,,,,,,,,,,,,,,,,
2761.749066,144,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.039838132883385,,,,,,,,,,,,,,,,
2761.749474,144,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.039838132883385,,,,,,,,,,,,,,,,
2761.749803,144,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.039838132883385,,,,,,,,,,,,,,,,
2761.750249,144,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,0.0154732327573546,0.04164356400461,,,,,,,,,,,,,,,,
2761.750644,144,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397820052378252,,,,,,,,,,,,,,,,
2761.751102,144,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0398367491984312,,,,,,,,,,,,,,,,
2761.751494,144,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0062528410149437,0.0398490614246941,,,,,,,,,,,,,,,,
2761.751783,144,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,0.0154732327573546,0.04164356400461,,,,,,,,,,,,,,,,
2761.752071,144,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.039838132883385,,,,,,,,,,,,,,,,
2761.752449,144,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.039838132883385,,,,,,,,,,,,,,,,
2761.752862,144,selection_info,7830638094315628080,25,"(7, 1, 1, 8, 8)",1,-0.0026422684294064,0.0401418333539301,,,,,,,,,,,,,,,,
2761.753239,144,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397820052378252,,,,,,,,,,,,,,,,
2761.753579,144,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.039838132883385,,,,,,,,,,,,,,,,
2761.753919,144,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.039838132883385,,,,,,,,,,,,,,,,
2761.754313,144,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397820052378252,,,,,,,,,,,,,,,,
2761.754657,144,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.039838132883385,,,,,,,,,,,,,,,,
2761.755029,144,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.039838132883385,,,,,,,,,,,,,,,,
2761.755334,144,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0060418145268091,0.0398661141073612,,,,,,,,,,,,,,,,
2770.7789,144,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.137134313583374,46.39375
2770.779588,144,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.5194995403289795,18.163636363636364
2770.779965,144,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1688654422760009,8.681818181818182
2770.780393,144,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.3857052326202392,36.21363636363637
2782.862189,144,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.801178203240059,0.7115384615384616,0.9679715302491104,0.6834170854271356,468,0.0138120651245117,,
2782.862598,144,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7905511811023622,0.6984126984126984,0.9507575757575758,0.6765498652291105,441,0.0257258415222167,,
2782.863007,144,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7863777089783281,0.6891891891891891,0.9548872180451128,0.6684210526315789,222,0.0368237495422363,,
2782.863377,144,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8111111111111111,0.7322834645669292,0.9605263157894736,0.7019230769230769,127,0.0184941291809082,,
2782.863843,144,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0159885883331298,,
2782.864142,144,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.010707139968872,,
2782.864683,144,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0086157321929931,,
2782.865053,144,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0140259265899658,,
2782.865341,144,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0118341445922851,,
2782.865698,144,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8015647226173542,0.7129629629629629,0.9665523156089194,0.6846901579586877,1944,0.0291135311126709,,
2782.866047,144,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8333333333333334,0.7668711656441718,0.9693877551020408,0.7307692307692307,163,0.0105128288269042,,
2782.866444,144,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0200011730194091,,
2782.866852,144,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8,0.7253521126760564,0.9176470588235294,0.7090909090909091,142,0.0127007961273193,,
2782.867289,144,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8054607508532423,0.7233009708737864,0.959349593495935,0.6941176470588235,206,0.0191590785980224,,
2782.867656,144,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0176131725311279,,
2782.868018,144,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.010200023651123,,
2782.868335,144,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.799650043744532,0.7119496855345911,0.958071278825996,0.6861861861861862,795,0.0269989967346191,,
2782.86862,144,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.007911205291748,,
2782.868979,144,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8056872037914692,0.7191780821917808,0.9714285714285714,0.6882591093117408,292,0.0248563289642334,,
2782.869325,144,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.008615493774414,,
2782.869641,144,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0075562000274658,,
2782.870218,144,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8018867924528302,0.7190635451505016,0.9497206703910616,0.6938775510204082,299,0.0144670009613037,,
2782.870617,144,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7981109799291618,0.7056798623063684,0.96987087517934,0.6780341023069207,1162,0.0211014747619628,,
2782.870933,144,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0139081478118896,,
2782.871246,144,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7913669064748201,0.7156862745098039,0.9016393442622952,0.7051282051282052,102,0.0085401535034179,,
2782.875973,144,learning_update,13644997368299628738,,,,,,"(7, 4, 0, 8, 8)",-0.0041705355309784,0.02,0.22,-0.2441705355309784,,,,,,,,,,,
2782.876653,144,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",-0.0041705355309784,0.02,0.22,-0.2441705355309784,,,,,,,,,,,
2782.87734,144,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",-0.0041705355309784,0.02,0.22,-0.2441705355309784,,,,,,,,,,,
2782.878083,144,learning_update,7830638094315628080,,,,,,"(7, 1, 1, 8, 8)",-0.0041705355309784,0.02,0.22,-0.2441705355309784,,,,,,,,,,,
2782.897144,145,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399606743886335,,,,,,,,,,,,,,,,
2782.89754,145,selection_info,13644997368299628738,25,"(7, 4, 0, 8, 8)",1,-0.0024417053553097,0.040283304920975,,,,,,,,,,,,,,,,
2782.897868,145,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399040913801927,,,,,,,,,,,,,,,,
2782.898157,145,selection_info,4354536512509177290,25,"(7, 1, 1, 8, 8)",1,-0.0051124015164754,0.0400646848256114,,,,,,,,,,,,,,,,
2782.89844,145,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0397859102885962,,,,,,,,,,,,,,,,
2782.898764,145,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399606743886335,,,,,,,,,,,,,,,,
2782.899142,145,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399040913801927,,,,,,,,,,,,,,,,
2782.899475,145,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399606743886335,,,,,,,,,,,,,,,,
2782.899854,145,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399606743886335,,,,,,,,,,,,,,,,
2782.900203,145,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399606743886335,,,,,,,,,,,,,,,,
2782.900545,145,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0397859102885962,,,,,,,,,,,,,,,,
2782.900847,145,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",1,0.0048071245646198,0.0408827176099858,,,,,,,,,,,,,,,,
2782.901185,145,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0399592794730427,,,,,,,,,,,,,,,,
2782.901597,145,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0399592794730427,,,,,,,,,,,,,,,,
2782.901949,145,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0397859102885962,,,,,,,,,,,,,,,,
2782.902259,145,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399606743886335,,,,,,,,,,,,,,,,
2782.902526,145,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399606743886335,,,,,,,,,,,,,,,,
2782.902933,145,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",0,-0.0060944906725934,0.03998459085374,,,,,,,,,,,,,,,,
2782.90325,145,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399040913801927,,,,,,,,,,,,,,,,
2782.903517,145,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399606743886335,,,,,,,,,,,,,,,,
2782.903836,145,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399606743886335,,,,,,,,,,,,,,,,
2782.904164,145,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399040913801927,,,,,,,,,,,,,,,,
2782.90449,145,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399606743886335,,,,,,,,,,,,,,,,
2782.904839,145,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399606743886335,,,,,,,,,,,,,,,,
2782.905137,145,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",1,-0.0019385232516551,0.040324628182073,,,,,,,,,,,,,,,,
2788.932832,145,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1435835361480713,8.545454545454545
2788.933392,145,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1877732276916504,20.981818181818184
2788.933774,145,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.2865426540374756,9.072727272727272
2788.934199,145,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.188856840133667,24.2375
2801.013553,145,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0081055164337158,,
2801.014033,145,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0094943046569824,,
2801.014462,145,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0097625255584716,,
2801.014874,145,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.008254051208496,,
2801.015202,145,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0211856365203857,,
2801.015464,145,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0157101154327392,,
2801.015859,145,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8065433854907539,0.720164609053498,0.9725557461406518,0.6889428918590522,1944,0.0274701118469238,,
2801.016375,145,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0215320587158203,,
2801.016726,145,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0081574916839599,,
2801.01718,145,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8102564102564103,0.7394366197183099,0.9294117647058824,0.7181818181818181,142,0.0102324485778808,,
2801.017574,145,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8028335301062574,0.7125645438898451,0.975609756097561,0.6820461384152458,1162,0.020298957824707,,
2801.018017,145,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8111111111111111,0.7322834645669292,0.9605263157894736,0.7019230769230769,127,0.0281071662902832,,
2801.018317,145,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0080671310424804,,
2801.018593,145,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070040225982666,,
2801.018944,145,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7913669064748201,0.7156862745098039,0.9016393442622952,0.7051282051282052,102,0.0106308460235595,,
2801.019294,145,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0102732181549072,,
2801.019616,145,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8191126279863481,0.7427184466019418,0.975609756097561,0.7058823529411765,206,0.0242576599121093,,
2801.020038,145,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8421052631578947,0.7791411042944786,0.979591836734694,0.7384615384615385,163,0.0102548599243164,,
2801.020364,145,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8013998250218722,0.7144654088050314,0.960167714884696,0.6876876876876877,795,0.0280418395996093,,
2801.020683,145,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0123152732849121,,
2801.021114,145,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0291018486022949,,
2801.021456,145,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7937007874015748,0.7029478458049887,0.9545454545454546,0.6792452830188679,441,0.0386593341827392,,
2801.021823,145,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8018867924528302,0.7190635451505016,0.9497206703910616,0.6938775510204082,299,0.0146112442016601,,
2801.022128,145,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0084102153778076,,
2801.022445,145,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.016160249710083,,
2801.026647,145,learning_update,13644997368299628738,,,,,,"(7, 4, 0, 8, 8)",0.0030039050840083,0.02,0.13,-0.1469960949159916,,,,,,,,,,,
2801.027387,145,learning_update,4354536512509177290,,,,,,"(7, 1, 1, 8, 8)",0.0030039050840083,0.02,0.13,-0.1469960949159916,,,,,,,,,,,
2801.028067,145,learning_update,11806130149938443739,,,,,,"(8, 0, 2, 8, 8)",0.0030039050840083,0.02,0.13,-0.1469960949159916,,,,,,,,,,,
2801.028897,145,learning_update,15492424130391261209,,,,,,"(7, 0, 0, 8, 8)",0.0030039050840083,0.02,0.13,-0.1469960949159916,,,,,,,,,,,
2801.04774,146,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399532024195168,,,,,,,,,,,,,,,,
2801.048134,146,selection_info,13644997368299628738,25,"(7, 4, 0, 8, 8)",1,-0.0039092245991143,0.0401565376912644,,,,,,,,,,,,,,,,
2801.048479,146,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398963459105366,,,,,,,,,,,,,,,,
2801.048841,146,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.0060738602494295,0.0399789236053125,,,,,,,,,,,,,,,,
2801.049274,146,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0397775948843327,,,,,,,,,,,,,,,,
2801.049576,146,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399532024195168,,,,,,,,,,,,,,,,
2801.05027,146,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398963459105366,,,,,,,,,,,,,,,,
2801.050614,146,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399532024195168,,,,,,,,,,,,,,,,
2801.051061,146,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399532024195168,,,,,,,,,,,,,,,,
2801.051466,146,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399532024195168,,,,,,,,,,,,,,,,
2801.051807,146,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0397775948843327,,,,,,,,,,,,,,,,
2801.052205,146,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398963459105366,,,,,,,,,,,,,,,,
2801.052646,146,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0399518007565734,,,,,,,,,,,,,,,,
2801.053094,146,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0399518007565734,,,,,,,,,,,,,,,,
2801.053557,146,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0397775948843327,,,,,,,,,,,,,,,,
2801.053929,146,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399532024195168,,,,,,,,,,,,,,,,
2801.05428,146,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399532024195168,,,,,,,,,,,,,,,,
2801.05462,146,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",0,-0.0060944906725934,0.0399772346093045,,,,,,,,,,,,,,,,
2801.054963,146,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",1,0.003225340544162,0.0407475531387708,,,,,,,,,,,,,,,,
2801.055272,146,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399532024195168,,,,,,,,,,,,,,,,
2801.055557,146,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399532024195168,,,,,,,,,,,,,,,,
2801.055861,146,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",1,0.003225340544162,0.0407475531387708,,,,,,,,,,,,,,,,
2801.056194,146,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399532024195168,,,,,,,,,,,,,,,,
2801.056574,146,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399532024195168,,,,,,,,,,,,,,,,
2801.057039,146,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0060418145268091,0.0399815473041359,,,,,,,,,,,,,,,,
2807.08121,146,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1412899494171142,8.972727272727273
2807.081718,146,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1394112110137939,27.23125
2807.082035,146,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,0.5871808528900146,31.1375
2819.210089,146,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8066037735849056,0.725752508361204,0.9553072625698324,0.6979591836734694,299,0.020646333694458,,
2819.210484,146,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0101237297058105,,
2819.210967,146,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0145251750946044,,
2819.211447,146,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0071697235107421,,
2819.211806,146,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0089890956878662,,
2819.212095,146,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0101301670074462,,
2819.21252,146,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0079989433288574,,
2819.212845,146,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0166029930114746,,
2819.2131,146,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0093798637390136,,
2819.21346,146,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0118927955627441,,
2819.213785,146,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.022010326385498,,
2819.214096,146,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8,0.7120181405895691,0.9621212121212122,0.6846361185983828,441,0.0380074977874755,,
2819.214472,146,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0156576633453369,,
2819.214736,146,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0139999389648437,,
2819.215131,146,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0318639278411865,,
2819.215753,146,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0279290676116943,,
2819.216235,146,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0080254077911376,,
2819.216741,146,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0085623264312744,,
2819.217095,146,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0198581218719482,,
2819.217462,146,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8191126279863481,0.7427184466019418,0.975609756097561,0.7058823529411765,206,0.0259902477264404,,
2819.217964,146,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0090560913085937,,
2819.218451,146,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.01800537109375,,
2819.218915,146,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.018538475036621,,
2819.219308,146,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.025639533996582,,
2819.219608,146,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0130252838134765,,
2819.223459,146,learning_update,13644997368299628738,,,,,,"(7, 4, 0, 8, 8)",0.0021106722421157,0.02,0.12,-0.1378893277578842,,,,,,,,,,,
2819.224039,146,learning_update,17833758267265781484,,,,,,"(8, 0, 2, 8, 8)",0.0021106722421157,0.02,0.12,-0.1378893277578842,,,,,,,,,,,
2819.225062,146,learning_update,14767769360382008888,,,,,,"(8, 0, 2, 8, 8)",0.0021106722421157,0.02,0.12,-0.1378893277578842,,,,,,,,,,,
2819.24465,147,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398353009551145,,,,,,,,,,,,,,,,
2819.245191,147,selection_info,13644997368299628738,25,"(7, 5, 0, 8, 8)",1,0.0,0.040362500908481,,,,,,,,,,,,,,,,
2819.245868,147,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",1,0.0002902925119044,0.0403866232312316,,,,,,,,,,,,,,,,
2819.246463,147,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.0060738602494295,0.0398610751501563,,,,,,,,,,,,,,,,
2819.247259,147,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0396593337379945,,,,,,,,,,,,,,,,
2819.247831,147,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398353009551145,,,,,,,,,,,,,,,,
2819.248333,147,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",1,0.0002902925119044,0.0403866232312316,,,,,,,,,,,,,,,,
2819.248714,147,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398353009551145,,,,,,,,,,,,,,,,
2819.24914,147,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398353009551145,,,,,,,,,,,,,,,,
2819.249595,147,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398353009551145,,,,,,,,,,,,,,,,
2819.24994,147,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,0.0101533851923138,0.0412148353974212,,,,,,,,,,,,,,,,
2819.250341,147,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397783275654972,,,,,,,,,,,,,,,,
2819.250723,147,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0398338964058545,,,,,,,,,,,,,,,,
2819.251141,147,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0398338964058545,,,,,,,,,,,,,,,,
2819.251557,147,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,0.0101533851923138,0.0412148353974212,,,,,,,,,,,,,,,,
2819.251887,147,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398353009551145,,,,,,,,,,,,,,,,
2819.252273,147,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398353009551145,,,,,,,,,,,,,,,,
2819.252654,147,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",0,-0.0060944906725934,0.0398593826707098,,,,,,,,,,,,,,,,
2819.253005,147,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397783275654972,,,,,,,,,,,,,,,,
2819.253453,147,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398353009551145,,,,,,,,,,,,,,,,
2819.253831,147,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398353009551145,,,,,,,,,,,,,,,,
2819.254235,147,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0397783275654972,,,,,,,,,,,,,,,,
2819.25471,147,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398353009551145,,,,,,,,,,,,,,,,
2819.255069,147,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0398353009551145,,,,,,,,,,,,,,,,
2819.255441,147,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0060418145268091,0.0398637042608913,,,,,,,,,,,,,,,,
2828.287847,147,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1431860923767089,45.40625
2828.28839,147,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1432423591613769,8.586363636363636
2828.288787,147,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6257994174957275,22.46818181818182
2828.28908,147,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.131629228591919,36.23181818181818
2828.289417,147,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.8238422870635986,36.11818181818182
2840.3876,147,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0085155963897705,,
2840.388055,147,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8051209103840683,0.7181069958847737,0.9708404802744426,0.6877278250303767,1944,0.0373284816741943,,
2840.388369,147,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8028335301062574,0.7125645438898451,0.975609756097561,0.6820461384152458,1162,0.022219181060791,,
2840.388782,147,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8191126279863481,0.7427184466019418,0.975609756097561,0.7058823529411765,206,0.0226762294769287,,
2840.389128,147,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0091135501861572,,
2840.389438,147,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0139167308807373,,
2840.389801,147,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0082504749298095,,
2840.390178,147,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0328834056854248,,
2840.390468,147,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7937007874015748,0.7029478458049887,0.9545454545454546,0.6792452830188679,441,0.024947166442871,,
2840.390821,147,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0084340572357177,,
2840.391169,147,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0306191444396972,,
2840.39164,147,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8111111111111111,0.7322834645669292,0.9605263157894736,0.7019230769230769,127,0.0137252807617187,,
2840.392064,147,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0170714855194091,,
2840.392465,147,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.009106159210205,,
2840.392873,147,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0206780433654785,,
2840.393186,147,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8018867924528302,0.7190635451505016,0.9497206703910616,0.6938775510204082,299,0.0116467475891113,,
2840.39359,147,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0097236633300781,,
2840.393991,147,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8421052631578947,0.7791411042944786,0.979591836734694,0.7384615384615385,163,0.0093786716461181,,
2840.394635,147,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0128936767578125,,
2840.395137,147,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0166726112365722,,
2840.395437,147,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0101478099822998,,
2840.395824,147,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0101327896118164,,
2840.396185,147,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7913669064748201,0.7156862745098039,0.9016393442622952,0.7051282051282052,102,0.0182194709777832,,
2840.396481,147,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0114915370941162,,
2840.396803,147,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0264291763305664,,
2840.401366,147,learning_update,13644997368299628738,,,,,,"(7, 5, 0, 8, 8)",-0.0027932815288494,0.03,0.31,-0.3427932815288494,,,,,,,,,,,
2840.402069,147,learning_update,16506691070021547649,,,,,,"(8, 0, 2, 8, 8)",-0.0027932815288494,0.03,0.31,-0.3427932815288494,,,,,,,,,,,
2840.402667,147,learning_update,5631037270461107728,,,,,,"(8, 0, 2, 8, 8)",-0.0027932815288494,0.03,0.31,-0.3427932815288494,,,,,,,,,,,
2840.40334,147,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",-0.0027932815288494,0.03,0.31,-0.3427932815288494,,,,,,,,,,,
2840.404436,147,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",-0.0027932815288494,0.03,0.31,-0.3427932815288494,,,,,,,,,,,
2840.423744,148,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399837625600079,,,,,,,,,,,,,,,,
2840.424135,148,selection_info,13644997368299628738,25,"(7, 5, 0, 8, 8)",1,-0.0034279328152884,0.0402293390746999,,,,,,,,,,,,,,,,
2840.424429,148,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399262896788731,,,,,,,,,,,,,,,,
2840.424716,148,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0062528410149437,0.039994953221208,,,,,,,,,,,,,,,,
2840.425087,148,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,0.0029768099484597,0.0407658479990324,,,,,,,,,,,,,,,,
2840.425524,148,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399837625600079,,,,,,,,,,,,,,,,
2840.425898,148,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399262896788731,,,,,,,,,,,,,,,,
2840.42623,148,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399837625600079,,,,,,,,,,,,,,,,
2840.426558,148,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399837625600079,,,,,,,,,,,,,,,,
2840.426855,148,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399837625600079,,,,,,,,,,,,,,,,
2840.427202,148,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.039806253955222,,,,,,,,,,,,,,,,
2840.4275,148,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399262896788731,,,,,,,,,,,,,,,,
2840.427787,148,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0399823456919528,,,,,,,,,,,,,,,,
2840.428099,148,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0399823456919528,,,,,,,,,,,,,,,,
2840.428371,148,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.039806253955222,,,,,,,,,,,,,,,,
2840.428728,148,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399837625600079,,,,,,,,,,,,,,,,
2840.429181,148,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399837625600079,,,,,,,,,,,,,,,,
2840.429482,148,selection_info,7830638094315628080,25,"(7, 1, 1, 8, 8)",0,-0.0065859031927155,0.0399674088214623,,,,,,,,,,,,,,,,
2840.429902,148,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399262896788731,,,,,,,,,,,,,,,,
2840.430205,148,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399837625600079,,,,,,,,,,,,,,,,
2840.430534,148,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399837625600079,,,,,,,,,,,,,,,,
2840.430952,148,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399262896788731,,,,,,,,,,,,,,,,
2840.431322,148,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399837625600079,,,,,,,,,,,,,,,,
2840.431725,148,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399837625600079,,,,,,,,,,,,,,,,
2840.432007,148,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0060418145268091,0.0400124150347939,,,,,,,,,,,,,,,,
2846.4559,148,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3941216468811035,9.136363636363637
2846.456376,148,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1408483982086181,10.172727272727274
2846.456819,148,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2608215808868408,22.413636363636364
2858.597365,148,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0094602108001708,,
2858.597916,148,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0160789489746093,,
2858.598439,148,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0073108673095703,,
2858.599705,148,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0133650302886962,,
2858.600124,148,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0181126594543457,,
2858.60055,148,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0087268352508544,,
2858.600981,148,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8421052631578947,0.7791411042944786,0.979591836734694,0.7384615384615385,163,0.0101187229156494,,
2858.601532,148,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0141355991363525,,
2858.602092,148,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0092713832855224,,
2858.602519,148,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0095405578613281,,
2858.602854,148,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8,0.7120181405895691,0.9621212121212122,0.6846361185983828,441,0.0180153846740722,,
2858.603219,148,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8033077377436503,0.7134251290877797,0.9770114942528736,0.6820461384152458,1162,0.0265190601348876,,
2858.603585,148,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0184063911437988,,
2858.603912,148,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0094516277313232,,
2858.604201,148,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0079905986785888,,
2858.604492,148,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8018867924528302,0.7190635451505016,0.9497206703910616,0.6938775510204082,299,0.0261578559875488,,
2858.604857,148,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0202119350433349,,
2858.605216,148,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8079658605974396,0.7222222222222222,0.9742710120068612,0.6901579586877278,1944,0.0395920276641845,,
2858.605498,148,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0082120895385742,,
2858.605889,148,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0190579891204834,,
2858.606283,148,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0100514888763427,,
2858.606578,148,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0117497444152832,,
2858.606991,148,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0098621845245361,,
2858.60741,148,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8191126279863481,0.7427184466019418,0.975609756097561,0.7058823529411765,206,0.0288102626800537,,
2858.607748,148,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0227348804473876,,
2858.61235,148,learning_update,13644997368299628738,,,,,,"(7, 5, 0, 8, 8)",0.0011193051183755,0.03,0.09,-0.1188806948816244,,,,,,,,,,,
2858.61314,148,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",0.0011193051183755,0.03,0.09,-0.1188806948816244,,,,,,,,,,,
2858.613845,148,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",0.0011193051183755,0.03,0.09,-0.1188806948816244,,,,,,,,,,,
2858.633051,149,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399778681655757,,,,,,,,,,,,,,,,
2858.633378,149,selection_info,13644997368299628738,25,"(8, 5, 0, 8, 8)",1,0.0,0.0405123212037654,,,,,,,,,,,,,,,,
2858.633663,149,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399201152004833,,,,,,,,,,,,,,,,
2858.634946,149,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0062528410149437,0.0399891134110303,,,,,,,,,,,,,,,,
2858.635718,149,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,0.001785026189695,0.0406629358059292,,,,,,,,,,,,,,,,
2858.636107,149,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399778681655757,,,,,,,,,,,,,,,,
2858.636437,149,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399201152004833,,,,,,,,,,,,,,,,
2858.636876,149,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399778681655757,,,,,,,,,,,,,,,,
2858.637209,149,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399778681655757,,,,,,,,,,,,,,,,
2858.63752,149,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399778681655757,,,,,,,,,,,,,,,,
2858.637912,149,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0397994958519895,,,,,,,,,,,,,,,,
2858.638312,149,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399201152004833,,,,,,,,,,,,,,,,
2858.638714,149,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0399764443876461,,,,,,,,,,,,,,,,
2858.639072,149,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0399764443876461,,,,,,,,,,,,,,,,
2858.639509,149,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0397994958519895,,,,,,,,,,,,,,,,
2858.639922,149,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399778681655757,,,,,,,,,,,,,,,,
2858.640228,149,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399778681655757,,,,,,,,,,,,,,,,
2858.640739,149,selection_info,7830638094315628080,25,"(7, 1, 1, 8, 8)",0,-0.0065859031927155,0.0399614346874787,,,,,,,,,,,,,,,,
2858.641251,149,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399201152004833,,,,,,,,,,,,,,,,
2858.641554,149,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399778681655757,,,,,,,,,,,,,,,,
2858.64188,149,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399778681655757,,,,,,,,,,,,,,,,
2858.642186,149,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399201152004833,,,,,,,,,,,,,,,,
2858.642527,149,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399778681655757,,,,,,,,,,,,,,,,
2858.642882,149,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399778681655757,,,,,,,,,,,,,,,,
2858.643145,149,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0065407184231794,0.0399651885887744,,,,,,,,,,,,,,,,
2864.660802,149,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2524762153625488,22.536363636363635
2864.66137,149,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.143735647201538,8.554545454545455
2876.751584,149,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0180628299713134,,
2876.751998,149,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0087893009185791,,
2876.752403,149,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0308229923248291,,
2876.752764,149,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0183577537536621,,
2876.753253,149,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0131947994232177,,
2876.753721,149,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0086047649383544,,
2876.754136,149,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0072808265686035,,
2876.754525,149,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0094685554504394,,
2876.754841,149,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0110697746276855,,
2876.755173,149,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0182249546051025,,
2876.75561,149,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0117130279541015,,
2876.755978,149,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0363304615020751,,
2876.75634,149,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0104563236236572,,
2876.75661,149,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0098888874053955,,
2876.756952,149,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0167787075042724,,
2876.757325,149,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.011258840560913,,
2876.757723,149,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.022306203842163,,
2876.758089,149,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0167150497436523,,
2876.758508,149,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0090594291687011,,
2876.758873,149,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0244321823120117,,
2876.759222,149,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0107667446136474,,
2876.759588,149,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0106427669525146,,
2876.759939,149,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0254230499267578,,
2876.760231,149,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8,0.7120181405895691,0.9621212121212122,0.6846361185983828,441,0.0186865329742431,,
2876.760597,149,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0074200630187988,,
2876.764773,149,learning_update,13644997368299628738,,,,,,"(8, 5, 0, 8, 8)",0.0013810637338853,0.03,0.07,-0.0986189362661146,,,,,,,,,,,
2876.765563,149,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",0.0013810637338853,0.03,0.07,-0.0986189362661146,,,,,,,,,,,
2876.784913,150,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399343370574233,,,,,,,,,,,,,,,,
2876.785466,150,selection_info,13644997368299628738,25,"(8, 5, 0, 8, 8)",1,-0.0009861893626611,0.0403876055588786,,,,,,,,,,,,,,,,
2876.785849,150,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398763572896516,,,,,,,,,,,,,,,,
2876.786096,150,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0062528410149437,0.0399456265132531,,,,,,,,,,,,,,,,
2876.78641,150,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0397552656149851,,,,,,,,,,,,,,,,
2876.786701,150,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399343370574233,,,,,,,,,,,,,,,,
2876.786982,150,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398763572896516,,,,,,,,,,,,,,,,
2876.787278,150,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399343370574233,,,,,,,,,,,,,,,,
2876.787626,150,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399343370574233,,,,,,,,,,,,,,,,
2876.787945,150,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399343370574233,,,,,,,,,,,,,,,,
2876.788206,150,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,0.0007041340143314,0.0405304920718405,,,,,,,,,,,,,,,,
2876.788648,150,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398763572896516,,,,,,,,,,,,,,,,
2876.789036,150,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0399329076830877,,,,,,,,,,,,,,,,
2876.789358,150,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0399329076830877,,,,,,,,,,,,,,,,
2876.789775,150,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,0.0007041340143314,0.0405304920718405,,,,,,,,,,,,,,,,
2876.790242,150,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399343370574233,,,,,,,,,,,,,,,,
2876.790606,150,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399343370574233,,,,,,,,,,,,,,,,
2876.790866,150,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",1,-0.000796668126302,0.0404036010727579,,,,,,,,,,,,,,,,
2876.791199,150,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398763572896516,,,,,,,,,,,,,,,,
2876.791659,150,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399343370574233,,,,,,,,,,,,,,,,
2876.792063,150,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399343370574233,,,,,,,,,,,,,,,,
2876.792457,150,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0398763572896516,,,,,,,,,,,,,,,,
2876.792786,150,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399343370574233,,,,,,,,,,,,,,,,
2876.793169,150,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0399343370574233,,,,,,,,,,,,,,,,
2876.793745,150,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0065407184231794,0.0399216076503531,,,,,,,,,,,,,,,,
2885.823783,150,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.5150573253631592,36.04545454545455
2885.824416,150,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1452963352203369,45.3
2885.824826,150,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.775007963180542,18.172727272727272
2885.825167,150,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1465985774993896,9.004545454545454
2897.948983,150,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0109834671020507,,
2897.949375,150,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0095047950744628,,
2897.949723,150,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0072042942047119,,
2897.950046,150,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.034501314163208,,
2897.950388,150,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0068449974060058,,
2897.950848,150,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0290751457214355,,
2897.951127,150,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0092484951019287,,
2897.951434,150,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.02301025390625,,
2897.951781,150,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0178666114807128,,
2897.95207,150,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0265560150146484,,
2897.952606,150,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0088715553283691,,
2897.952981,150,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0138547420501708,,
2897.953301,150,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0109570026397705,,
2897.953624,150,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8,0.7120181405895691,0.9621212121212122,0.6846361185983828,441,0.0248191356658935,,
2897.95408,150,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0208990573883056,,
2897.954394,150,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0197644233703613,,
2897.9547,150,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0116193294525146,,
2897.955034,150,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.01483154296875,,
2897.95534,150,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0133538246154785,,
2897.955644,150,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.007737398147583,,
2897.955948,150,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0085246562957763,,
2897.956229,150,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.009779930114746,,
2897.956496,150,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0102717876434326,,
2897.956837,150,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.01167893409729,,
2897.957213,150,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0114495754241943,,
2897.961131,150,learning_update,13644997368299628738,,,,,,"(8, 5, 0, 8, 8)",0.0,0.03,0.22,-0.25,,,,,,,,,,,
2897.961855,150,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",0.0,0.03,0.22,-0.25,,,,,,,,,,,
2897.962434,150,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",0.0,0.03,0.22,-0.25,,,,,,,,,,,
2897.963093,150,learning_update,7830638094315628080,,,,,,"(7, 0, 1, 8, 8)",0.0,0.03,0.22,-0.25,,,,,,,,,,,
2897.982474,151,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",1,-0.0063881289057942,0.0400246701778978,,,,,,,,,,,,,,,,
2897.982881,151,selection_info,13644997368299628738,25,"(8, 5, 0, 8, 8)",1,-0.0034852031732984,0.0402693911266349,,,,,,,,,,,,,,,,
2897.983229,151,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399662674565857,,,,,,,,,,,,,,,,
2897.983529,151,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0400232303713696,,,,,,,,,,,,,,,,
2897.98388,151,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0398442938136387,,,,,,,,,,,,,,,,
2897.984299,151,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",1,-0.0063881289057942,0.0400246701778978,,,,,,,,,,,,,,,,
2897.984653,151,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399662674565857,,,,,,,,,,,,,,,,
2897.985183,151,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",1,-0.0063881289057942,0.0400246701778978,,,,,,,,,,,,,,,,
2897.985554,151,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0400246701778978,,,,,,,,,,,,,,,,
2897.985924,151,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0400246701778978,,,,,,,,,,,,,,,,
2897.986284,151,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0398442938136387,,,,,,,,,,,,,,,,
2897.986587,151,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0400014966715995,,,,,,,,,,,,,,,,
2897.987003,151,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0400232303713696,,,,,,,,,,,,,,,,
2897.987407,151,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0400232303713696,,,,,,,,,,,,,,,,
2897.987995,151,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0398442938136387,,,,,,,,,,,,,,,,
2897.988345,151,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0400246701778978,,,,,,,,,,,,,,,,
2897.988734,151,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0400246701778978,,,,,,,,,,,,,,,,
2897.989267,151,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",1,-0.0062528410149437,0.0400360420381619,,,,,,,,,,,,,,,,
2897.989704,151,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399662674565857,,,,,,,,,,,,,,,,
2897.990076,151,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0400246701778978,,,,,,,,,,,,,,,,
2897.990458,151,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0400246701778978,,,,,,,,,,,,,,,,
2897.990908,151,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0399662674565857,,,,,,,,,,,,,,,,
2897.991366,151,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0400246701778978,,,,,,,,,,,,,,,,
2897.991764,151,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0063881289057942,0.0400246701778978,,,,,,,,,,,,,,,,
2897.992168,151,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0072290697961659,0.0399540558253589,,,,,,,,,,,,,,,,
2907.026297,151,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,1.6700496673583984,12.46875
2907.027214,151,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1630513668060302,8.10909090909091
2907.027566,151,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.531493902206421,18.17727272727273
2907.027916,151,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1369931697845459,10.36875
2907.028154,151,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2332332134246826,12.25
2919.124267,151,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0082967281341552,,
2919.12477,151,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0071814060211181,,
2919.125093,151,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0096724033355712,,
2919.125415,151,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.010599136352539,,
2919.125763,151,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0127663612365722,,
2919.126114,151,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0103213787078857,,
2919.126519,151,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0302686691284179,,
2919.126852,151,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0124130249023437,,
2919.12712,151,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0086126327514648,,
2919.12745,151,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8066037735849056,0.725752508361204,0.9553072625698324,0.6979591836734694,299,0.026681900024414,,
2919.127881,151,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0130255222320556,,
2919.128256,151,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.008230447769165,,
2919.128623,151,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0208492279052734,,
2919.129279,151,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0179352760314941,,
2919.129616,151,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.014249563217163,,
2919.12992,151,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0165307521820068,,
2919.130262,151,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0217294692993164,,
2919.130608,151,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0136616230010986,,
2919.130988,151,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0081961154937744,,
2919.131348,151,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0134668350219726,,
2919.131912,151,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0106356143951416,,
2919.132371,151,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.021958589553833,,
2919.132888,151,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0097293853759765,,
2919.133395,151,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0089924335479736,,
2919.133723,151,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8,0.7120181405895691,0.9621212121212122,0.6846361185983828,441,0.0162584781646728,,
2919.137971,151,learning_update,13644997368299628738,,,,,,"(8, 5, 0, 8, 8)",-0.0003503573604257,0.03,0.12,-0.1503503573604257,,,,,,,,,,,
2919.138728,151,learning_update,7830638094315628080,,,,,,"(8, 1, 1, 8, 8)",-0.0003503573604257,0.03,0.12,-0.1503503573604257,,,,,,,,,,,
2919.139393,151,learning_update,16206290167654754491,,,,,,"(8, 0, 0, 8, 8)",-0.0003503573604257,0.03,0.12,-0.1503503573604257,,,,,,,,,,,
2919.140082,151,learning_update,13392168843036499530,,,,,,"(8, 0, 0, 8, 8)",-0.0003503573604257,0.03,0.12,-0.1503503573604257,,,,,,,,,,,
2919.140828,151,learning_update,1234113313308987156,,,,,,"(8, 0, 0, 8, 8)",-0.0003503573604257,0.03,0.12,-0.1503503573604257,,,,,,,,,,,
2919.161545,152,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",1,-0.0061611077921424,0.0401632758331737,,,,,,,,,,,,,,,,
2919.161986,152,selection_info,13644997368299628738,25,"(8, 5, 0, 8, 8)",1,-0.0049852215437294,0.0402630673141238,,,,,,,,,,,,,,,,
2919.162287,152,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0400851671715957,,,,,,,,,,,,,,,,
2919.162576,152,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0401425868534556,,,,,,,,,,,,,,,,
2919.162906,152,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.039962216845551,,,,,,,,,,,,,,,,
2919.163243,152,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",1,-0.0061611077921424,0.0401632758331737,,,,,,,,,,,,,,,,
2919.163714,152,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0070835361835211,0.0400851671715957,,,,,,,,,,,,,,,,
2919.164179,152,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",1,-0.0061611077921424,0.0401632758331737,,,,,,,,,,,,,,,,
2919.164514,152,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397695992498132,,,,,,,,,,,,,,,,
2919.164842,152,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397695992498132,,,,,,,,,,,,,,,,
2919.165122,152,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.039962216845551,,,,,,,,,,,,,,,,
2919.165454,152,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0401206788297364,,,,,,,,,,,,,,,,
2919.16577,152,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0401425868534556,,,,,,,,,,,,,,,,
2919.166151,152,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0401425868534556,,,,,,,,,,,,,,,,
2919.166454,152,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.039962216845551,,,,,,,,,,,,,,,,
2919.166823,152,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397695992498132,,,,,,,,,,,,,,,,
2919.167237,152,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397695992498132,,,,,,,,,,,,,,,,
2919.167607,152,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",1,-0.0060738602494295,0.040170671585644,,,,,,,,,,,,,,,,
2919.168005,152,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0401206788297364,,,,,,,,,,,,,,,,
2919.168374,152,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397695992498132,,,,,,,,,,,,,,,,
2919.168763,152,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397695992498132,,,,,,,,,,,,,,,,
2919.169068,152,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0401206788297364,,,,,,,,,,,,,,,,
2919.169417,152,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397695992498132,,,,,,,,,,,,,,,,
2919.169757,152,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397695992498132,,,,,,,,,,,,,,,,
2919.170109,152,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0072290697961659,0.0400728576727838,,,,,,,,,,,,,,,,
2928.19184,152,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2212843894958496,11.89375
2928.19242,152,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,1.665863275527954,12.5
2928.192802,152,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.4807171821594238,18.145454545454545
2928.193092,152,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.134655475616455,12.79375
2928.193447,152,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.148345947265625,8.554545454545455
2940.28482,152,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0107820034027099,,
2940.285139,152,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0147721767425537,,
2940.285528,152,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0175697803497314,,
2940.285849,152,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8,0.7120181405895691,0.9621212121212122,0.6846361185983828,441,0.028038740158081,,
2940.286107,152,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0138719081878662,,
2940.286481,152,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0103538036346435,,
2940.286775,152,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0178773403167724,,
2940.287081,152,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0151262283325195,,
2940.287455,152,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0105915069580078,,
2940.28782,152,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0204279422760009,,
2940.288133,152,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0448658466339111,,
2940.288681,152,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.012969970703125,,
2940.289089,152,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0079190731048583,,
2940.289516,152,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0107402801513671,,
2940.289915,152,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0081090927124023,,
2940.290279,152,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0102338790893554,,
2940.290644,152,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0169093608856201,,
2940.290981,152,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8066037735849056,0.725752508361204,0.9553072625698324,0.6979591836734694,299,0.0236892700195312,,
2940.291419,152,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0089292526245117,,
2940.291714,152,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0257806777954101,,
2940.291977,152,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0196881294250488,,
2940.292286,152,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0281424522399902,,
2940.292583,152,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0271611213684082,,
2940.292873,152,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0248141288757324,,
2940.293278,152,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0172197818756103,,
2940.297892,152,learning_update,13644997368299628738,,,,,,"(8, 5, 0, 8, 8)",-5.551115123125783e-17,0.03,0.12,-0.15,,,,,,,,,,,
2940.298684,152,learning_update,7830638094315628080,,,,,,"(8, 2, 1, 8, 8)",-5.551115123125783e-17,0.03,0.12,-0.15,,,,,,,,,,,
2940.299339,152,learning_update,16206290167654754491,,,,,,"(8, 1, 0, 8, 8)",-5.551115123125783e-17,0.03,0.12,-0.15,,,,,,,,,,,
2940.300042,152,learning_update,13392168843036499530,,,,,,"(8, 1, 0, 8, 8)",-5.551115123125783e-17,0.03,0.12,-0.15,,,,,,,,,,,
2940.300762,152,learning_update,1234113313308987156,,,,,,"(8, 1, 0, 8, 8)",-5.551115123125783e-17,0.03,0.12,-0.15,,,,,,,,,,,
2940.321175,153,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",1,-0.001585369571341,0.0404784158109571,,,,,,,,,,,,,,,,
2940.321624,153,selection_info,13644997368299628738,25,"(8, 5, 0, 8, 8)",0,-0.0064802363221857,0.0400603459187226,,,,,,,,,,,,,,,,
2940.321874,153,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0400447404357687,,,,,,,,,,,,,,,,
2940.322221,153,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0400667169051979,,,,,,,,,,,,,,,,
2940.322695,153,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0398857851774168,,,,,,,,,,,,,,,,
2940.323023,153,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",1,-0.001585369571341,0.0404784158109571,,,,,,,,,,,,,,,,
2940.323415,153,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0400447404357687,,,,,,,,,,,,,,,,
2940.323804,153,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",1,-0.001585369571341,0.0404784158109571,,,,,,,,,,,,,,,,
2940.324085,153,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396925722511397,,,,,,,,,,,,,,,,
2940.32446,153,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396925722511397,,,,,,,,,,,,,,,,
2940.324722,153,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,-0.0044378148286566,0.0402342613197091,,,,,,,,,,,,,,,,
2940.325014,153,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0400447404357687,,,,,,,,,,,,,,,,
2940.325454,153,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0400667169051979,,,,,,,,,,,,,,,,
2940.325743,153,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.0400667169051979,,,,,,,,,,,,,,,,
2940.326,153,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,-0.0044378148286566,0.0402342613197091,,,,,,,,,,,,,,,,
2940.326432,153,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396925722511397,,,,,,,,,,,,,,,,
2940.326857,153,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396925722511397,,,,,,,,,,,,,,,,
2940.32721,153,selection_info,7830638094315628080,25,"(8, 3, 1, 8, 8)",0,-0.0049697004724263,0.0401888978439815,,,,,,,,,,,,,,,,
2940.327516,153,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0400447404357687,,,,,,,,,,,,,,,,
2940.327862,153,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396925722511397,,,,,,,,,,,,,,,,
2940.328177,153,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396925722511397,,,,,,,,,,,,,,,,
2940.32853,153,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0400447404357687,,,,,,,,,,,,,,,,
2940.328844,153,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396925722511397,,,,,,,,,,,,,,,,
2940.329241,153,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396925722511397,,,,,,,,,,,,,,,,
2940.329637,153,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0072290697961659,0.0399967700840338,,,,,,,,,,,,,,,,
2949.355541,153,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2146198749542236,12.6375
2949.356101,153,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1363983154296875,10.525
2949.356471,153,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1409430503845214,44.88125
2949.356802,153,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6773245334625244,36.17727272727273
2949.357143,153,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,1.6256351470947266,12.4625
2961.444906,153,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.7913669064748201,0.7156862745098039,0.9016393442622952,0.7051282051282052,102,0.0149834156036376,,
2961.445397,153,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8013998250218722,0.7144654088050314,0.960167714884696,0.6876876876876877,795,0.0228896141052246,,
2961.445835,153,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8122866894197952,0.7330097087378641,0.967479674796748,0.7,206,0.0185966491699218,,
2961.446223,153,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.7992916174734357,0.7074010327022375,0.9713055954088952,0.679037111334002,1162,0.0196516513824462,,
2961.446564,153,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7863777089783281,0.6891891891891891,0.9548872180451128,0.6684210526315789,222,0.0259201526641845,,
2961.447053,153,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0086195468902587,,
2961.447552,153,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.008094310760498,,
2961.447947,153,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.014277696609497,,
2961.448535,153,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0144040584564208,,
2961.448953,153,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0215756893157959,,
2961.449385,153,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8111111111111111,0.7322834645669292,0.9605263157894736,0.7019230769230769,127,0.012089729309082,,
2961.44986,153,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0075602531433105,,
2961.450323,153,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.801178203240059,0.7115384615384616,0.9679715302491104,0.6834170854271356,468,0.0117628574371337,,
2961.450848,153,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8044096728307255,0.7170781893004116,0.969982847341338,0.6871202916160389,1944,0.0281999111175537,,
2961.451229,153,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8,0.7253521126760564,0.9176470588235294,0.7090909090909091,142,0.0102934837341308,,
2961.451774,153,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8056872037914692,0.7191780821917808,0.9714285714285714,0.6882591093117408,292,0.0194542407989501,,
2961.452243,153,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.7971698113207547,0.7123745819397993,0.9441340782122905,0.689795918367347,299,0.0219595432281494,,
2961.452614,153,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8421052631578947,0.7791411042944786,0.979591836734694,0.7384615384615385,163,0.0088813304901123,,
2961.453086,153,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0086760520935058,,
2961.453503,153,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.025097370147705,,
2961.453823,153,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7937007874015748,0.7029478458049887,0.9545454545454546,0.6792452830188679,441,0.0190298557281494,,
2961.454236,153,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0114390850067138,,
2961.454632,153,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0107827186584472,,
2961.455239,153,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070796012878417,,
2961.455746,153,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.01200532913208,,
2961.460645,153,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",-0.005405786733168,0.0,0.22,-0.225405786733168,,,,,,,,,,,
2961.461458,153,learning_update,13392168843036499530,,,,,,"(8, 2, 0, 8, 8)",-0.005405786733168,0.0,0.22,-0.225405786733168,,,,,,,,,,,
2961.462318,153,learning_update,1234113313308987156,,,,,,"(8, 2, 0, 8, 8)",-0.005405786733168,0.0,0.22,-0.225405786733168,,,,,,,,,,,
2961.463109,153,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",-0.005405786733168,0.0,0.22,-0.225405786733168,,,,,,,,,,,
2961.463879,153,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",-0.005405786733168,0.0,0.22,-0.225405786733168,,,,,,,,,,,
2961.484171,154,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.0021789034090144,0.040426085566859,,,,,,,,,,,,,,,,
2961.48452,154,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",1,0.0,0.0406142868203071,,,,,,,,,,,,,,,,
2961.484884,154,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0400414345625732,,,,,,,,,,,,,,,,
2961.485177,154,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.040063519673361,,,,,,,,,,,,,,,,
2961.485454,154,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.039843555996334,,,,,,,,,,,,,,,,
2961.485811,154,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",1,-0.0021789034090144,0.040426085566859,,,,,,,,,,,,,,,,
2961.48618,154,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0400414345625732,,,,,,,,,,,,,,,,
2961.486422,154,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",1,-0.0021789034090144,0.040426085566859,,,,,,,,,,,,,,,,
2961.486701,154,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396875337545085,,,,,,,,,,,,,,,,
2961.487058,154,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396875337545085,,,,,,,,,,,,,,,,
2961.487416,154,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.039881695319463,,,,,,,,,,,,,,,,
2961.487821,154,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0400414345625732,,,,,,,,,,,,,,,,
2961.488183,154,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.040063519673361,,,,,,,,,,,,,,,,
2961.488601,154,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.040063519673361,,,,,,,,,,,,,,,,
2961.488991,154,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.039881695319463,,,,,,,,,,,,,,,,
2961.489287,154,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396875337545085,,,,,,,,,,,,,,,,
2961.489685,154,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396875337545085,,,,,,,,,,,,,,,,
2961.490012,154,selection_info,7830638094315628080,25,"(7, 3, 1, 8, 8)",0,-0.0038160906197089,0.040285248712794,,,,,,,,,,,,,,,,
2961.490368,154,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0400414345625732,,,,,,,,,,,,,,,,
2961.490773,154,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396875337545085,,,,,,,,,,,,,,,,
2961.49114,154,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396875337545085,,,,,,,,,,,,,,,,
2961.491428,154,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0400414345625732,,,,,,,,,,,,,,,,
2961.491751,154,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396875337545085,,,,,,,,,,,,,,,,
2961.492048,154,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396875337545085,,,,,,,,,,,,,,,,
2961.492335,154,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",1,-0.0034434752990398,0.040317259262044,,,,,,,,,,,,,,,,
2967.519991,154,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.318253755569458,9.181818181818182
2967.520606,154,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.135218858718872,10.9375
2967.520927,154,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2207949161529541,12.5375
2967.521351,154,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,1.65802001953125,12.48125
2967.521824,154,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1505899429321289,8.277272727272727
2979.644886,154,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.7972972972972973,0.719626168224299,0.921875,0.7023809523809523,107,0.0067279338836669,,
2979.645429,154,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0100109577178955,,
2979.645947,154,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8421052631578947,0.7791411042944786,0.979591836734694,0.7384615384615385,163,0.009573221206665,,
2979.646381,154,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7937007874015748,0.7029478458049887,0.9545454545454546,0.6792452830188679,441,0.0200288295745849,,
2979.646823,154,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0142953395843505,,
2979.647169,154,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8018867924528302,0.7190635451505016,0.9497206703910616,0.6938775510204082,299,0.0137808322906494,,
2979.647534,154,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0110883712768554,,
2979.647933,154,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8111111111111111,0.7322834645669292,0.9605263157894736,0.7019230769230769,127,0.0128326416015625,,
2979.64831,154,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8016528925619835,0.7108433734939759,0.9741750358680056,0.6810431293881645,1162,0.0232601165771484,,
2979.64862,154,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0368337631225585,,
2979.649021,154,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070648193359375,,
2979.649389,154,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0114994049072265,,
2979.649708,154,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0119459629058837,,
2979.650159,154,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0098757743835449,,
2979.650493,154,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8079658605974396,0.7222222222222222,0.9742710120068612,0.6901579586877278,1944,0.043593406677246,,
2979.650942,154,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0173370838165283,,
2979.65135,154,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0115208625793457,,
2979.651862,154,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0143451690673828,,
2979.652216,154,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0129268169403076,,
2979.652638,154,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.008880615234375,,
2979.653105,154,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0143730640411376,,
2979.653511,154,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8191126279863481,0.7427184466019418,0.975609756097561,0.7058823529411765,206,0.0293571949005126,,
2979.653973,154,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0096185207366943,,
2979.65427,154,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0094335079193115,,
2979.654564,154,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8013998250218722,0.7144654088050314,0.960167714884696,0.6876876876876877,795,0.0183992385864257,,
2979.660002,154,learning_update,13644997368299628738,,,,,,"(8, 4, 0, 8, 8)",0.0021039365192642,0.05,0.1,-0.1478960634807357,,,,,,,,,,,
2979.66084,154,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",0.0021039365192642,0.05,0.1,-0.1478960634807357,,,,,,,,,,,
2979.661495,154,learning_update,13392168843036499530,,,,,,"(8, 3, 0, 8, 8)",0.0021039365192642,0.05,0.1,-0.1478960634807357,,,,,,,,,,,
2979.662226,154,learning_update,1234113313308987156,,,,,,"(8, 3, 0, 8, 8)",0.0021039365192642,0.05,0.1,-0.1478960634807357,,,,,,,,,,,
2979.662979,154,learning_update,15492424130391261209,,,,,,"(7, 0, 0, 8, 8)",0.0021039365192642,0.05,0.1,-0.1478960634807357,,,,,,,,,,,
2979.683487,155,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.0014789606348073,0.0402960831846381,,,,,,,,,,,,,,,,
2979.68392,155,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",1,-0.0014789606348073,0.0402960831846381,,,,,,,,,,,,,,,,
2979.684282,155,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0398509494157012,,,,,,,,,,,,,,,,
2979.684605,155,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.039873039946052,,,,,,,,,,,,,,,,
2979.68498,155,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",1,0.0467899699307421,0.0446861363545927,,,,,,,,,,,,,,,,
2979.685444,155,selection_info,13392168843036499530,25,"(8, 4, 0, 8, 8)",1,-0.0014789606348073,0.0402960831846381,,,,,,,,,,,,,,,,
2979.685851,155,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0398509494157012,,,,,,,,,,,,,,,,
2979.686347,155,selection_info,1234113313308987156,25,"(8, 4, 0, 8, 8)",1,-0.0014789606348073,0.0402960831846381,,,,,,,,,,,,,,,,
2979.686755,155,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394969701369251,,,,,,,,,,,,,,,,
2979.687377,155,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394969701369251,,,,,,,,,,,,,,,,
2979.687974,155,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0396911727985091,,,,,,,,,,,,,,,,
2979.688471,155,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0398509494157012,,,,,,,,,,,,,,,,
2979.688941,155,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.039873039946052,,,,,,,,,,,,,,,,
2979.689381,155,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0064052606290567,0.039873039946052,,,,,,,,,,,,,,,,
2979.6897,155,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0396911727985091,,,,,,,,,,,,,,,,
2979.690161,155,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394969701369251,,,,,,,,,,,,,,,,
2979.690583,155,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394969701369251,,,,,,,,,,,,,,,,
2979.691012,155,selection_info,7830638094315628080,25,"(7, 3, 1, 8, 8)",0,-0.0038160906197089,0.0400948267821828,,,,,,,,,,,,,,,,
2979.691337,155,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0398509494157012,,,,,,,,,,,,,,,,
2979.691705,155,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394969701369251,,,,,,,,,,,,,,,,
2979.692141,155,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394969701369251,,,,,,,,,,,,,,,,
2979.692446,155,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0398509494157012,,,,,,,,,,,,,,,,
2979.692851,155,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394969701369251,,,,,,,,,,,,,,,,
2979.69317,155,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394969701369251,,,,,,,,,,,,,,,,
2979.693533,155,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0072290697961659,0.0398027305155897,,,,,,,,,,,,,,,,
2985.723706,155,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1370866298675537,10.2625
2985.724305,155,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1587979793548584,8.590909090909092
2985.724709,155,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2786388397216797,22.463636363636365
2985.725172,155,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,1.6779918670654297,12.49375
2985.725575,155,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.225771427154541,12.0
2997.820173,155,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.026623249053955,,
2997.820627,155,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0202107429504394,,
2997.82099,155,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0085618495941162,,
2997.821357,155,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0278599262237548,,
2997.82177,155,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0158689022064209,,
2997.82211,155,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0112926959991455,,
2997.82252,155,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0133166313171386,,
2997.822923,155,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0092201232910156,,
2997.823246,155,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0285537242889404,,
2997.8237,155,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8066037735849056,0.725752508361204,0.9553072625698324,0.6979591836734694,299,0.0124459266662597,,
2997.824107,155,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0173048973083496,,
2997.824521,155,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0114612579345703,,
2997.824874,155,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0117650032043457,,
2997.825159,155,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0196647644042968,,
2997.825609,155,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0095441341400146,,
2997.826153,155,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0096609592437744,,
2997.826715,155,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0102014541625976,,
2997.827144,155,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0085816383361816,,
2997.827599,155,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0307784080505371,,
2997.827917,155,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0216362476348876,,
2997.828176,155,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070452690124511,,
2997.82854,155,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0128645896911621,,
2997.828937,155,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0164105892181396,,
2997.829224,155,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0104181766510009,,
2997.829606,155,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0066149234771728,,
2997.834122,155,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 8, 8)",0.0018394354201753,0.08,0.13,-0.2081605645798246,,,,,,,,,,,
2997.834805,155,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",0.0018394354201753,0.08,0.13,-0.2081605645798246,,,,,,,,,,,
2997.835589,155,learning_update,13644997368299628738,,,,,,"(8, 4, 0, 8, 8)",0.0018394354201753,0.08,0.13,-0.2081605645798246,,,,,,,,,,,
2997.836217,155,learning_update,13392168843036499530,,,,,,"(8, 4, 0, 8, 8)",0.0018394354201753,0.08,0.13,-0.2081605645798246,,,,,,,,,,,
2997.837245,155,learning_update,1234113313308987156,,,,,,"(8, 4, 0, 8, 8)",0.0018394354201753,0.08,0.13,-0.2081605645798246,,,,,,,,,,,
2997.857321,156,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.0064802363221857,0.0401609016228948,,,,,,,,,,,,,,,,
2997.857798,156,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",0,-0.0098274828188948,0.0398725019142303,,,,,,,,,,,,,,,,
2997.8581,156,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0401450199796958,,,,,,,,,,,,,,,,
2997.858408,156,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",1,-0.0064052606290567,0.0401673853795882,,,,,,,,,,,,,,,,
2997.858685,156,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0399446356278746,,,,,,,,,,,,,,,,
2997.858984,156,selection_info,13392168843036499530,25,"(8, 5, 0, 8, 8)",0,-0.0064802363221857,0.0401609016228948,,,,,,,,,,,,,,,,
2997.859276,156,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0401450199796958,,,,,,,,,,,,,,,,
2997.859658,156,selection_info,1234113313308987156,25,"(8, 5, 0, 8, 8)",0,-0.0064802363221857,0.0401609016228948,,,,,,,,,,,,,,,,
2997.859942,156,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397866447047879,,,,,,,,,,,,,,,,
2997.860231,156,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397866447047879,,,,,,,,,,,,,,,,
2997.860559,156,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0399446356278746,,,,,,,,,,,,,,,,
2997.860799,156,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0401450199796958,,,,,,,,,,,,,,,,
2997.861098,156,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",1,-0.0064052606290567,0.0401673853795882,,,,,,,,,,,,,,,,
2997.861393,156,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",1,-0.0064052606290567,0.0401673853795882,,,,,,,,,,,,,,,,
2997.86172,156,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0399446356278746,,,,,,,,,,,,,,,,
2997.862,156,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397866447047879,,,,,,,,,,,,,,,,
2997.862426,156,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397866447047879,,,,,,,,,,,,,,,,
2997.8628,156,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",1,-0.0060944906725934,0.0401942713432555,,,,,,,,,,,,,,,,
2997.863089,156,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0401450199796958,,,,,,,,,,,,,,,,
2997.86368,156,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397866447047879,,,,,,,,,,,,,,,,
2997.864109,156,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397866447047879,,,,,,,,,,,,,,,,
2997.86441,156,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0401450199796958,,,,,,,,,,,,,,,,
2997.864897,156,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397866447047879,,,,,,,,,,,,,,,,
2997.865269,156,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397866447047879,,,,,,,,,,,,,,,,
2997.865711,156,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0072290697961659,0.0400962013146579,,,,,,,,,,,,,,,,
3006.903747,156,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2167682647705078,12.40625
3006.904355,156,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1901016235351562,23.9625
3006.904726,156,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,2.1320888996124268,13.627272727272729
3006.904989,156,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1993093490600586,17.85625
3006.905333,156,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.568413496017456,18.15909090909091
3019.052423,156,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0312192440032959,,
3019.052898,156,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0116117000579833,,
3019.053235,156,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0107178688049316,,
3019.053586,156,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0072882175445556,,
3019.05404,156,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0139069557189941,,
3019.05437,156,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.018583059310913,,
3019.054742,156,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0108084678649902,,
3019.055115,156,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0101585388183593,,
3019.055371,156,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0097455978393554,,
3019.055705,156,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.011962890625,,
3019.056076,156,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0130720138549804,,
3019.056441,156,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0078318119049072,,
3019.056785,156,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0117394924163818,,
3019.057195,156,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0146305561065673,,
3019.057508,156,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0488533973693847,,
3019.057884,156,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.015221357345581,,
3019.058301,156,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0092108249664306,,
3019.058713,156,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0140175819396972,,
3019.059185,156,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0082733631134033,,
3019.059557,156,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0247163772583007,,
3019.059927,156,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0138459205627441,,
3019.060273,156,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0080761909484863,,
3019.060614,156,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0145659446716308,,
3019.06096,156,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0087361335754394,,
3019.061342,156,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0210697650909423,,
3019.065652,156,learning_update,7830638094315628080,,,,,,"(7, 2, 1, 8, 8)",0.0002623794247477,0.03,0.16,-0.1897376205752522,,,,,,,,,,,
3019.066418,156,learning_update,4354536512509177290,,,,,,"(8, 0, 1, 8, 8)",0.0002623794247477,0.03,0.16,-0.1897376205752522,,,,,,,,,,,
3019.067185,156,learning_update,15368353039753191835,,,,,,"(8, 0, 1, 8, 8)",0.0002623794247477,0.03,0.16,-0.1897376205752522,,,,,,,,,,,
3019.067798,156,learning_update,8818734309448792929,,,,,,"(8, 0, 1, 8, 8)",0.0002623794247477,0.03,0.16,-0.1897376205752522,,,,,,,,,,,
3019.068553,156,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",0.0002623794247477,0.03,0.16,-0.1897376205752522,,,,,,,,,,,
3019.088739,157,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",0,-0.008371132291616,0.040036689331373,,,,,,,,,,,,,,,,
3019.089146,157,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",1,-0.0065463827291376,0.0401950924657193,,,,,,,,,,,,,,,,
3019.089548,157,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",1,-0.0066639367445534,0.0401848689589433,,,,,,,,,,,,,,,,
3019.089854,157,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0077484809206434,0.040090670259143,,,,,,,,,,,,,,,,
3019.090443,157,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0399832802790138,,,,,,,,,,,,,,,,
3019.090962,157,selection_info,13392168843036499530,25,"(8, 4, 0, 8, 8)",0,-0.0098274828188948,0.039910714277802,,,,,,,,,,,,,,,,
3019.09141,157,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",1,-0.0066639367445534,0.0401848689589433,,,,,,,,,,,,,,,,
3019.091729,157,selection_info,1234113313308987156,25,"(8, 4, 0, 8, 8)",0,-0.0098274828188948,0.039910714277802,,,,,,,,,,,,,,,,
3019.092133,157,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398243433977339,,,,,,,,,,,,,,,,
3019.092489,157,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398243433977339,,,,,,,,,,,,,,,,
3019.092847,157,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0399832802790138,,,,,,,,,,,,,,,,
3019.093164,157,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",1,-0.0066639367445534,0.0401848689589433,,,,,,,,,,,,,,,,
3019.093473,157,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0077484809206434,0.040090670259143,,,,,,,,,,,,,,,,
3019.093884,157,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0077484809206434,0.040090670259143,,,,,,,,,,,,,,,,
3019.094263,157,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0399832802790138,,,,,,,,,,,,,,,,
3019.094579,157,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398243433977339,,,,,,,,,,,,,,,,
3019.094935,157,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398243433977339,,,,,,,,,,,,,,,,
3019.095329,157,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",0,-0.0079857723876733,0.0400700896337859,,,,,,,,,,,,,,,,
3019.095617,157,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",1,-0.0066639367445534,0.0401848689589433,,,,,,,,,,,,,,,,
3019.095937,157,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398243433977339,,,,,,,,,,,,,,,,
3019.096246,157,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398243433977339,,,,,,,,,,,,,,,,
3019.096533,157,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0066639367445534,0.0401848689589433,,,,,,,,,,,,,,,,
3019.096866,157,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398243433977339,,,,,,,,,,,,,,,,
3019.097204,157,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398243433977339,,,,,,,,,,,,,,,,
3019.097548,157,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0072290697961659,0.040135756422459,,,,,,,,,,,,,,,,
3025.129024,157,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1611156463623047,21.259090909090908
3025.129522,157,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4367408752441406,22.604545454545452
3025.129918,157,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1729707717895507,8.781818181818181
3025.130268,157,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1377077102661132,29.1375
3025.130678,157,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.6128842830657959,36.23181818181818
3037.239675,157,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.009700059890747,,
3037.240173,157,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0120561122894287,,
3037.24055,157,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0095770359039306,,
3037.241093,157,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0155355930328369,,
3037.241486,157,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0318260192871093,,
3037.241805,157,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.02445650100708,,
3037.242148,157,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0381176471710205,,
3037.242471,157,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0067672729492187,,
3037.24281,157,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.012125015258789,,
3037.243178,157,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0080683231353759,,
3037.243533,157,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070078372955322,,
3037.243894,157,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0419232845306396,,
3037.244289,157,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0323138236999511,,
3037.244632,157,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0099718570709228,,
3037.245085,157,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0151569843292236,,
3037.245545,157,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0192654132843017,,
3037.24602,157,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.016594648361206,,
3037.246432,157,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0168724060058593,,
3037.246806,157,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0257971286773681,,
3037.247277,157,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0258731842041015,,
3037.247712,157,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0123689174652099,,
3037.248146,157,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0347793102264404,,
3037.248573,157,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.01116943359375,,
3037.248963,157,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0080413818359375,,
3037.249312,157,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0133559703826904,,
3037.254615,157,learning_update,13644997368299628738,,,,,,"(8, 3, 0, 8, 8)",-1.3877787807814454e-16,0.01,0.25,-0.2600000000000001,,,,,,,,,,,
3037.25554,157,learning_update,16506691070021547649,,,,,,"(8, 0, 2, 8, 8)",-1.3877787807814454e-16,0.01,0.25,-0.2600000000000001,,,,,,,,,,,
3037.256371,157,learning_update,5631037270461107728,,,,,,"(8, 0, 2, 8, 8)",-1.3877787807814454e-16,0.01,0.25,-0.2600000000000001,,,,,,,,,,,
3037.257179,157,learning_update,11806130149938443739,,,,,,"(8, 0, 2, 8, 8)",-1.3877787807814454e-16,0.01,0.25,-0.2600000000000001,,,,,,,,,,,
3037.258082,157,learning_update,17833758267265781484,,,,,,"(8, 0, 2, 8, 8)",-1.3877787807814454e-16,0.01,0.25,-0.2600000000000001,,,,,,,,,,,
3037.279469,158,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",0,-0.0098274828188948,0.0399559013433697,,,,,,,,,,,,,,,,
3037.279902,158,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.0091398363464084,0.0400157001443288,,,,,,,,,,,,,,,,
3037.280303,158,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",1,-0.0070835361835211,0.0401950536740864,,,,,,,,,,,,,,,,
3037.280693,158,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0077484809206434,0.0401369684431004,,,,,,,,,,,,,,,,
3037.281163,158,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0400289149027792,,,,,,,,,,,,,,,,
3037.281595,158,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",0,-0.0091398363464084,0.0400157001443288,,,,,,,,,,,,,,,,
3037.282177,158,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",1,-0.0070835361835211,0.0401950536740864,,,,,,,,,,,,,,,,
3037.282863,158,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",0,-0.0091398363464084,0.0400157001443288,,,,,,,,,,,,,,,,
3037.283353,158,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398689986317435,,,,,,,,,,,,,,,,
3037.283732,158,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398689986317435,,,,,,,,,,,,,,,,
3037.284165,158,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0400289149027792,,,,,,,,,,,,,,,,
3037.284498,158,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",1,-0.0070835361835211,0.0401950536740864,,,,,,,,,,,,,,,,
3037.284816,158,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0077484809206434,0.0401369684431004,,,,,,,,,,,,,,,,
3037.285183,158,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0077484809206434,0.0401369684431004,,,,,,,,,,,,,,,,
3037.285493,158,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0400289149027792,,,,,,,,,,,,,,,,
3037.285805,158,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398689986317435,,,,,,,,,,,,,,,,
3037.28619,158,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398689986317435,,,,,,,,,,,,,,,,
3037.286617,158,selection_info,7830638094315628080,25,"(7, 1, 1, 8, 8)",1,-0.0065859031927155,0.0402385786307824,,,,,,,,,,,,,,,,
3037.286953,158,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",1,-0.0070835361835211,0.0401950536740864,,,,,,,,,,,,,,,,
3037.287334,158,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398689986317435,,,,,,,,,,,,,,,,
3037.287658,158,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398689986317435,,,,,,,,,,,,,,,,
3037.288182,158,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0393462321784255,,,,,,,,,,,,,,,,
3037.288549,158,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398689986317435,,,,,,,,,,,,,,,,
3037.289004,158,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398689986317435,,,,,,,,,,,,,,,,
3037.289466,158,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0072290697961659,0.0401823336265027,,,,,,,,,,,,,,,,
3043.322264,158,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.0893213748931885,18.172727272727272
3043.322756,158,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.952951431274414,35.64545454545455
3043.323213,158,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.176478624343872,21.672727272727272
3043.323522,158,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1397418975830078,29.1125
3043.324009,158,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4194774627685547,22.513636363636365
3055.418185,158,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0101685523986816,,
3055.418736,158,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0141081809997558,,
3055.419093,158,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0219676494598388,,
3055.419471,158,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0084877014160156,,
3055.419785,158,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0436248779296875,,
3055.420099,158,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0182850360870361,,
3055.420404,158,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0150825977325439,,
3055.420875,158,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0395691394805908,,
3055.421325,158,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0104269981384277,,
3055.421665,158,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0239131450653076,,
3055.421998,158,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0086390972137451,,
3055.4225,158,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0091104507446289,,
3055.422848,158,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0074334144592285,,
3055.423167,158,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0082302093505859,,
3055.423474,158,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0339999198913574,,
3055.42407,158,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0213022232055664,,
3055.424591,158,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0105891227722167,,
3055.425092,158,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0086917877197265,,
3055.425533,158,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0149972438812255,,
3055.426042,158,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0285508632659912,,
3055.426566,158,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0088832378387451,,
3055.426988,158,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0180778503417968,,
3055.427274,158,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0151000022888183,,
3055.427806,158,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.01041841506958,,
3055.428208,158,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0365052223205566,,
3055.433289,158,learning_update,7830638094315628080,,,,,,"(7, 1, 1, 8, 8)",1.1102230246251563e-16,0.0,0.27,-0.2699999999999999,,,,,,,,,,,
3055.434008,158,learning_update,16506691070021547649,,,,,,"(8, 1, 2, 8, 8)",1.1102230246251563e-16,0.0,0.27,-0.2699999999999999,,,,,,,,,,,
3055.434691,158,learning_update,5631037270461107728,,,,,,"(8, 1, 2, 8, 8)",1.1102230246251563e-16,0.0,0.27,-0.2699999999999999,,,,,,,,,,,
3055.435464,158,learning_update,11806130149938443739,,,,,,"(8, 1, 2, 8, 8)",1.1102230246251563e-16,0.0,0.27,-0.2699999999999999,,,,,,,,,,,
3055.436597,158,learning_update,17833758267265781484,,,,,,"(8, 1, 2, 8, 8)",1.1102230246251563e-16,0.0,0.27,-0.2699999999999999,,,,,,,,,,,
3055.458081,159,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.0091398363464084,0.039553924064813,,,,,,,,,,,,,,,,
3055.458747,159,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.0091398363464084,0.039553924064813,,,,,,,,,,,,,,,,
3055.459069,159,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",1,-0.0021899708161436,0.0401593586183785,,,,,,,,,,,,,,,,
3055.459381,159,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0077484809206434,0.039674396214117,,,,,,,,,,,,,,,,
3055.459771,159,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.03956705197689,,,,,,,,,,,,,,,,
3055.460178,159,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",0,-0.0082913038306004,0.0396273516622091,,,,,,,,,,,,,,,,
3055.460769,159,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,-0.0021899708161436,0.0401593586183785,,,,,,,,,,,,,,,,
3055.461074,159,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",0,-0.0082913038306004,0.0396273516622091,,,,,,,,,,,,,,,,
3055.461548,159,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394081881282294,,,,,,,,,,,,,,,,
3055.46203,159,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394081881282294,,,,,,,,,,,,,,,,
3055.462357,159,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",1,0.0441595724592255,0.0444410479023437,,,,,,,,,,,,,,,,
3055.462862,159,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",1,-0.0021899708161436,0.0401593586183785,,,,,,,,,,,,,,,,
3055.463282,159,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0077484809206434,0.039674396214117,,,,,,,,,,,,,,,,
3055.463773,159,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0077484809206434,0.039674396214117,,,,,,,,,,,,,,,,
3055.464142,159,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,0.0441595724592255,0.0444410479023437,,,,,,,,,,,,,,,,
3055.464924,159,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394081881282294,,,,,,,,,,,,,,,,
3055.465524,159,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394081881282294,,,,,,,,,,,,,,,,
3055.465931,159,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",0,-0.0079857723876733,0.0396538241304594,,,,,,,,,,,,,,,,
3055.46629,159,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,-0.0021899708161436,0.0401593586183785,,,,,,,,,,,,,,,,
3055.466911,159,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394081881282294,,,,,,,,,,,,,,,,
3055.467251,159,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394081881282294,,,,,,,,,,,,,,,,
3055.467628,159,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0388888844553584,,,,,,,,,,,,,,,,
3055.467967,159,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394081881282294,,,,,,,,,,,,,,,,
3055.468344,159,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394081881282294,,,,,,,,,,,,,,,,
3055.468747,159,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0072290697961659,0.0397194640368588,,,,,,,,,,,,,,,,
3061.504769,159,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.760495662689209,22.62727272727273
3061.505189,159,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2218654155731201,21.39090909090909
3061.505598,159,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1545758247375488,47.81875
3061.505994,159,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.895749568939209,36.21363636363637
3061.506294,159,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.716536283493042,36.16818181818182
3073.630559,159,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0357255935668945,,
3073.631088,159,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0131735801696777,,
3073.631528,159,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0103428363800048,,
3073.631987,159,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0089261531829833,,
3073.632584,159,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0160176753997802,,
3073.632981,159,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0167920589447021,,
3073.633402,159,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0140514373779296,,
3073.633728,159,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0084311962127685,,
3073.634013,159,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0089681148529052,,
3073.634313,159,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0167856216430664,,
3073.63464,159,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.020719289779663,,
3073.635017,159,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0292222499847412,,
3073.635353,159,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0128209590911865,,
3073.635711,159,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0504133701324462,,
3073.636059,159,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0162606239318847,,
3073.636387,159,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.020759105682373,,
3073.636701,159,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0132901668548583,,
3073.637073,159,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0105566978454589,,
3073.637381,159,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0077886581420898,,
3073.63773,159,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0100481510162353,,
3073.638049,159,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0131838321685791,,
3073.638479,159,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0249102115631103,,
3073.638826,159,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0164387226104736,,
3073.639143,159,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0075724124908447,,
3073.639532,159,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0124845504760742,,
3073.644023,159,learning_update,10577062229270185434,,,,,,"(7, 0, 2, 8, 8)",-8.326672684688674e-17,0.0,0.34,-0.3400000000000001,,,,,,,,,,,
3073.644803,159,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",-8.326672684688674e-17,0.0,0.34,-0.3400000000000001,,,,,,,,,,,
3073.64565,159,learning_update,16506691070021547649,,,,,,"(8, 2, 2, 8, 8)",-8.326672684688674e-17,0.0,0.34,-0.3400000000000001,,,,,,,,,,,
3073.646385,159,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",-8.326672684688674e-17,0.0,0.34,-0.3400000000000001,,,,,,,,,,,
3073.647268,159,learning_update,11806130149938443739,,,,,,"(8, 2, 2, 8, 8)",-8.326672684688674e-17,0.0,0.34,-0.3400000000000001,,,,,,,,,,,
3073.669959,160,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.0082913038306004,0.0400317877924941,,,,,,,,,,,,,,,,
3073.670351,160,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",0,-0.0082913038306004,0.0400317877924941,,,,,,,,,,,,,,,,
3073.670696,160,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-9.568482968118092e-05,0.0407590271804871,,,,,,,,,,,,,,,,
3073.671238,160,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.0077484809206434,0.0400795514397791,,,,,,,,,,,,,,,,
3073.671664,160,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0399705668183426,,,,,,,,,,,,,,,,
3073.672056,160,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0104756450850825,0.0398401596448254,,,,,,,,,,,,,,,,
3073.6724,160,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",1,-9.568482968118092e-05,0.0407590271804871,,,,,,,,,,,,,,,,
3073.672778,160,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0104756450850825,0.0398401596448254,,,,,,,,,,,,,,,,
3073.673057,160,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398092780146962,,,,,,,,,,,,,,,,
3073.6734,160,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398092780146962,,,,,,,,,,,,,,,,
3073.673815,160,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0399705668183426,,,,,,,,,,,,,,,,
3073.674133,160,selection_info,11806130149938443739,25,"(8, 3, 2, 8, 8)",1,-9.568482968118092e-05,0.0407590271804871,,,,,,,,,,,,,,,,
3073.674536,160,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0077484809206434,0.0400795514397791,,,,,,,,,,,,,,,,
3073.674918,160,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0077484809206434,0.0400795514397791,,,,,,,,,,,,,,,,
3073.675326,160,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0399705668183426,,,,,,,,,,,,,,,,
3073.675818,160,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398092780146962,,,,,,,,,,,,,,,,
3073.676175,160,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398092780146962,,,,,,,,,,,,,,,,
3073.676498,160,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",0,-0.0079857723876733,0.040058664868303,,,,,,,,,,,,,,,,
3073.676831,160,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,-0.0122258242345471,0.0396872818692907,,,,,,,,,,,,,,,,
3073.677161,160,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398092780146962,,,,,,,,,,,,,,,,
3073.677666,160,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398092780146962,,,,,,,,,,,,,,,,
3073.67815,160,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0392820703694642,,,,,,,,,,,,,,,,
3073.67861,160,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398092780146962,,,,,,,,,,,,,,,,
3073.678885,160,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398092780146962,,,,,,,,,,,,,,,,
3073.679226,160,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",1,-0.0049530628090222,0.0403264275849059,,,,,,,,,,,,,,,,
3082.711475,160,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1919484138488769,24.14375
3082.711949,160,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.445744514465332,22.668181818181814
3082.712294,160,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5983614921569824,9.054545454545456
3082.712582,160,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.0108885765075684,36.23636363636364
3082.712861,160,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2253115177154541,21.527272727272727
3094.817627,160,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0083935260772705,,
3094.818095,160,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0217232704162597,,
3094.818532,160,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.01163911819458,,
3094.818853,160,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0315086841583251,,
3094.819283,160,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0119681358337402,,
3094.819689,160,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0160694122314453,,
3094.820092,160,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0131385326385498,,
3094.820362,160,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0103576183319091,,
3094.820643,160,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0067501068115234,,
3094.820942,160,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0221109390258789,,
3094.821252,160,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0171775817871093,,
3094.82155,160,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0130085945129394,,
3094.821812,160,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.008695363998413,,
3094.822219,160,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0115623474121093,,
3094.822556,160,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0227680206298828,,
3094.822922,160,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0393435955047607,,
3094.823351,160,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0108249187469482,,
3094.823731,160,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0082406997680664,,
3094.824277,160,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0155599117279052,,
3094.82474,160,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.015411376953125,,
3094.825097,160,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0216836929321289,,
3094.82544,160,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0085730552673339,,
3094.825832,160,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0163605213165283,,
3094.826306,160,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0076820850372314,,
3094.82662,160,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.016660451889038,,
3094.831019,160,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",1.1102230246251563e-16,0.03,0.24,-0.2699999999999999,,,,,,,,,,,
3094.83163,160,learning_update,5631037270461107728,,,,,,"(8, 3, 2, 8, 8)",1.1102230246251563e-16,0.03,0.24,-0.2699999999999999,,,,,,,,,,,
3094.83226,160,learning_update,11806130149938443739,,,,,,"(8, 3, 2, 8, 8)",1.1102230246251563e-16,0.03,0.24,-0.2699999999999999,,,,,,,,,,,
3094.832868,160,learning_update,15492424130391261209,,,,,,"(7, 0, 0, 8, 8)",1.1102230246251563e-16,0.03,0.24,-0.2699999999999999,,,,,,,,,,,
3094.833634,160,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",1.1102230246251563e-16,0.03,0.24,-0.2699999999999999,,,,,,,,,,,
3094.854012,161,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0104756450850825,0.0395303131831216,,,,,,,,,,,,,,,,
3094.854452,161,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0104756450850825,0.0395303131831216,,,,,,,,,,,,,,,,
3094.85474,161,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,0.0170460367739571,0.0420066999188667,,,,,,,,,,,,,,,,
3094.855034,161,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.007557848951187,0.0397857815036658,,,,,,,,,,,,,,,,
3094.855367,161,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",1,0.0363538216357291,0.0438360318443033,,,,,,,,,,,,,,,,
3094.855815,161,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394995178099895,,,,,,,,,,,,,,,,
3094.856471,161,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",1,0.0170460367739571,0.0420066999188667,,,,,,,,,,,,,,,,
3094.857035,161,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394995178099895,,,,,,,,,,,,,,,,
3094.85774,161,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394995178099895,,,,,,,,,,,,,,,,
3094.858339,161,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394995178099895,,,,,,,,,,,,,,,,
3094.858688,161,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0396603574316442,,,,,,,,,,,,,,,,
3094.859019,161,selection_info,11806130149938443739,25,"(8, 4, 2, 8, 8)",1,0.0170460367739571,0.0420066999188667,,,,,,,,,,,,,,,,
3094.859375,161,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0104390167519976,0.0395335099962744,,,,,,,,,,,,,,,,
3094.85966,161,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0104390167519976,0.0395335099962744,,,,,,,,,,,,,,,,
3094.859932,161,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0396603574316442,,,,,,,,,,,,,,,,
3094.860334,161,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394995178099895,,,,,,,,,,,,,,,,
3094.860668,161,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394995178099895,,,,,,,,,,,,,,,,
3094.86094,161,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",0,-0.0079857723876733,0.0397482115106136,,,,,,,,,,,,,,,,
3094.861385,161,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,-0.0122258242345471,0.0393778635927324,,,,,,,,,,,,,,,,
3094.861693,161,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394995178099895,,,,,,,,,,,,,,,,
3094.862001,161,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394995178099895,,,,,,,,,,,,,,,,
3094.862388,161,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0389738013297099,,,,,,,,,,,,,,,,
3094.862776,161,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394995178099895,,,,,,,,,,,,,,,,
3094.863392,161,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0394995178099895,,,,,,,,,,,,,,,,
3094.863811,161,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0072290697961659,0.0398146711403989,,,,,,,,,,,,,,,,
3100.892209,161,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3177945613861084,22.604545454545452
3100.892883,161,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4567258358001709,22.46818181818182
3100.893292,161,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.7515943050384521,36.190909090909095
3100.893875,161,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.157402753829956,20.863636363636363
3110.024102,161,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0256199836730957,,
3110.02458,161,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0131323337554931,,
3110.025039,161,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0154681205749511,,
3110.025415,161,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0133297443389892,,
3110.02582,161,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0220899581909179,,
3110.026219,161,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0078468322753906,,
3110.026625,161,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0114233493804931,,
3110.027009,161,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.023301362991333,,
3110.027382,161,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0177826881408691,,
3110.027693,161,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0085341930389404,,
3110.027988,161,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0239202976226806,,
3110.028269,161,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0088765621185302,,
3110.028577,161,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.007659912109375,,
3110.028818,161,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0127699375152587,,
3110.029059,161,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0090231895446777,,
3110.029276,161,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0114185810089111,,
3110.029514,161,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0079305171966552,,
3110.029879,161,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0154788494110107,,
3110.030212,161,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0217499732971191,,
3110.030455,161,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0299224853515625,,
3110.030821,161,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0143566131591796,,
3110.031165,161,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0197434425354003,,
3110.03144,161,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0179088115692138,,
3110.031813,161,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0207393169403076,,
3110.032149,161,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0129153728485107,,
3110.037258,161,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",-2.220446049250313e-16,0.06,0.23,-0.2900000000000002,,,,,,,,,,,
3110.038172,161,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 8, 8)",-2.220446049250313e-16,0.06,0.23,-0.2900000000000002,,,,,,,,,,,
3110.038907,161,learning_update,5631037270461107728,,,,,,"(8, 4, 2, 8, 8)",-2.220446049250313e-16,0.06,0.23,-0.2900000000000002,,,,,,,,,,,
3110.039588,161,learning_update,11806130149938443739,,,,,,"(8, 4, 2, 8, 8)",-2.220446049250313e-16,0.06,0.23,-0.2900000000000002,,,,,,,,,,,
3110.060362,162,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396115451842817,,,,,,,,,,,,,,,,
3110.060835,162,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0104756450850825,0.0396425831483058,,,,,,,,,,,,,,,,
3110.061147,162,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,0.0240958434644632,0.042803207501076,,,,,,,,,,,,,,,,
3110.061472,162,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0104390167519976,0.0396458051513525,,,,,,,,,,,,,,,,
3110.062018,162,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0397736531606377,,,,,,,,,,,,,,,,
3110.062446,162,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396115451842817,,,,,,,,,,,,,,,,
3110.062871,162,selection_info,5631037270461107728,25,"(8, 5, 2, 8, 8)",1,0.0240958434644632,0.042803207501076,,,,,,,,,,,,,,,,
3110.063196,162,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396115451842817,,,,,,,,,,,,,,,,
3110.063579,162,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396115451842817,,,,,,,,,,,,,,,,
3110.064231,162,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396115451842817,,,,,,,,,,,,,,,,
3110.064973,162,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0397736531606377,,,,,,,,,,,,,,,,
3110.065371,162,selection_info,11806130149938443739,25,"(8, 5, 2, 8, 8)",1,0.0240958434644632,0.042803207501076,,,,,,,,,,,,,,,,
3110.065792,162,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0395036817830789,,,,,,,,,,,,,,,,
3110.066182,162,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0395036817830789,,,,,,,,,,,,,,,,
3110.066796,162,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0397736531606377,,,,,,,,,,,,,,,,
3110.067164,162,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396115451842817,,,,,,,,,,,,,,,,
3110.067597,162,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396115451842817,,,,,,,,,,,,,,,,
3110.067971,162,selection_info,7830638094315628080,25,"(7, 1, 1, 8, 8)",0,-0.0092919161122774,0.0397468422283387,,,,,,,,,,,,,,,,
3110.068252,162,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,-0.0122258242345471,0.0394889338245002,,,,,,,,,,,,,,,,
3110.068676,162,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396115451842817,,,,,,,,,,,,,,,,
3110.069089,162,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396115451842817,,,,,,,,,,,,,,,,
3110.069417,162,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0390817062018192,,,,,,,,,,,,,,,,
3110.069811,162,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396115451842817,,,,,,,,,,,,,,,,
3110.070271,162,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0396115451842817,,,,,,,,,,,,,,,,
3110.070728,162,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0072290697961659,0.039929186867285,,,,,,,,,,,,,,,,
3119.092898,162,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1919505596160888,22.027272727272727
3119.093413,162,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4211900234222412,22.59090909090909
3119.093738,162,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.5651655197143555,36.15
3131.178621,162,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0157718658447265,,
3131.179024,162,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0225687026977539,,
3131.179367,162,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0282018184661865,,
3131.179717,162,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0101914405822753,,
3131.180064,162,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0081725120544433,,
3131.180442,162,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0082097053527832,,
3131.180831,162,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0306546688079834,,
3131.181103,162,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.025404930114746,,
3131.181464,162,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0103645324707031,,
3131.181819,162,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0116958618164062,,
3131.182152,162,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0068538188934326,,
3131.182615,162,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0354373455047607,,
3131.182926,162,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0365242958068847,,
3131.183275,162,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0094356536865234,,
3131.183702,162,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0268158912658691,,
3131.184083,162,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0077311992645263,,
3131.184461,162,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0103702545166015,,
3131.184772,162,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0141389369964599,,
3131.185069,162,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0113716125488281,,
3131.185331,162,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0183370113372802,,
3131.185653,162,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0313549041748046,,
3131.185927,162,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0157034397125244,,
3131.186295,162,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0091502666473388,,
3131.186744,162,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0069844722747802,,
3131.187102,162,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.025099754333496,,
3131.191065,162,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",5.551115123125783e-17,0.09,0.18,-0.2699999999999999,,,,,,,,,,,
3131.191704,162,learning_update,5631037270461107728,,,,,,"(8, 5, 2, 8, 8)",5.551115123125783e-17,0.09,0.18,-0.2699999999999999,,,,,,,,,,,
3131.1923,162,learning_update,11806130149938443739,,,,,,"(8, 5, 2, 8, 8)",5.551115123125783e-17,0.09,0.18,-0.2699999999999999,,,,,,,,,,,
3131.21233,163,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397212394458358,,,,,,,,,,,,,,,,
3131.212714,163,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397212394458358,,,,,,,,,,,,,,,,
3131.213031,163,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,0.0159317254975044,0.0421637917225794,,,,,,,,,,,,,,,,
3131.213374,163,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0104390167519976,0.0397557669993315,,,,,,,,,,,,,,,,
3131.21371,163,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0398846148842708,,,,,,,,,,,,,,,,
3131.214133,163,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397212394458358,,,,,,,,,,,,,,,,
3131.214454,163,selection_info,5631037270461107728,25,"(8, 5, 2, 8, 8)",1,0.0159317254975044,0.0421637917225794,,,,,,,,,,,,,,,,
3131.214816,163,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397212394458358,,,,,,,,,,,,,,,,
3131.215109,163,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397212394458358,,,,,,,,,,,,,,,,
3131.215422,163,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397212394458358,,,,,,,,,,,,,,,,
3131.215715,163,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0398846148842708,,,,,,,,,,,,,,,,
3131.216079,163,selection_info,11806130149938443739,25,"(8, 5, 2, 8, 8)",1,0.0159317254975044,0.0421637917225794,,,,,,,,,,,,,,,,
3131.216472,163,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0396125345614093,,,,,,,,,,,,,,,,
3131.216778,163,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0396125345614093,,,,,,,,,,,,,,,,
3131.2171,163,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0398846148842708,,,,,,,,,,,,,,,,
3131.217455,163,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397212394458358,,,,,,,,,,,,,,,,
3131.217831,163,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397212394458358,,,,,,,,,,,,,,,,
3131.218268,163,selection_info,7830638094315628080,25,"(7, 1, 1, 8, 8)",0,-0.0092919161122774,0.0398575940959376,,,,,,,,,,,,,,,,
3131.218737,163,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0175211581239067,0.0391328274564886,,,,,,,,,,,,,,,,
3131.219184,163,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397212394458358,,,,,,,,,,,,,,,,
3131.219502,163,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397212394458358,,,,,,,,,,,,,,,,
3131.219911,163,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0391872813580864,,,,,,,,,,,,,,,,
3131.220314,163,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397212394458358,,,,,,,,,,,,,,,,
3131.220573,163,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397212394458358,,,,,,,,,,,,,,,,
3131.220849,163,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0072290697961659,0.0400413677967564,,,,,,,,,,,,,,,,
3137.250992,163,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4107379913330078,22.6
3137.251737,163,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2050201892852783,20.89090909090909
3137.252026,163,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3102922439575195,9.113636363636363
3137.252345,163,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.7339498996734619,36.22272727272727
3149.35586,163,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0216007232666015,,
3149.356422,163,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0267596244812011,,
3149.356786,163,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0151669979095458,,
3149.357198,163,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.011869192123413,,
3149.357541,163,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0119123458862304,,
3149.357788,163,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0235445499420166,,
3149.358078,163,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0091640949249267,,
3149.358412,163,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0074794292449951,,
3149.358683,163,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.017533540725708,,
3149.358958,163,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0107128620147705,,
3149.359318,163,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0103130340576171,,
3149.359767,163,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0364990234375,,
3149.360253,163,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0071728229522705,,
3149.360579,163,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0099647045135498,,
3149.360854,163,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.020526647567749,,
3149.361097,163,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0077412128448486,,
3149.361431,163,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0217030048370361,,
3149.361811,163,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0123474597930908,,
3149.362163,163,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.009537935256958,,
3149.362578,163,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0083875656127929,,
3149.362885,163,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0085310935974121,,
3149.363174,163,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0134828090667724,,
3149.363533,163,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0221955776214599,,
3149.363914,163,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0129971504211425,,
3149.364316,163,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0201387405395507,,
3149.368687,163,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",-0.0001723843886491,0.09,0.2,-0.2901723843886491,,,,,,,,,,,
3149.369631,163,learning_update,5631037270461107728,,,,,,"(8, 5, 2, 8, 8)",-0.0001723843886491,0.09,0.2,-0.2901723843886491,,,,,,,,,,,
3149.370361,163,learning_update,11806130149938443739,,,,,,"(8, 5, 2, 8, 8)",-0.0001723843886491,0.09,0.2,-0.2901723843886491,,,,,,,,,,,
3149.371132,163,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",-0.0001723843886491,0.09,0.2,-0.2901723843886491,,,,,,,,,,,
3149.392487,164,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397915909052019,,,,,,,,,,,,,,,,
3149.392843,164,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397915909052019,,,,,,,,,,,,,,,,
3149.39321,164,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,0.007187508838405,0.0414311755488522,,,,,,,,,,,,,,,,
3149.39371,164,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0104390167519976,0.0398263534995719,,,,,,,,,,,,,,,,
3149.394068,164,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0399560798345641,,,,,,,,,,,,,,,,
3149.394425,164,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397915909052019,,,,,,,,,,,,,,,,
3149.394828,164,selection_info,5631037270461107728,25,"(8, 5, 2, 8, 8)",1,0.007187508838405,0.0414311755488522,,,,,,,,,,,,,,,,
3149.395244,164,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397915909052019,,,,,,,,,,,,,,,,
3149.39554,164,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397915909052019,,,,,,,,,,,,,,,,
3149.395866,164,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397915909052019,,,,,,,,,,,,,,,,
3149.396528,164,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0399560798345641,,,,,,,,,,,,,,,,
3149.396917,164,selection_info,11806130149938443739,25,"(8, 5, 2, 8, 8)",1,0.007187508838405,0.0414311755488522,,,,,,,,,,,,,,,,
3149.397295,164,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0396821470216193,,,,,,,,,,,,,,,,
3149.397747,164,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0396821470216193,,,,,,,,,,,,,,,,
3149.398237,164,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.0399560798345641,,,,,,,,,,,,,,,,
3149.39863,164,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397915909052019,,,,,,,,,,,,,,,,
3149.398956,164,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397915909052019,,,,,,,,,,,,,,,,
3149.39947,164,selection_info,7830638094315628080,25,"(7, 0, 1, 8, 8)",1,-0.0033449770141735,0.0404646232176066,,,,,,,,,,,,,,,,
3149.3999,164,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0392540173946417,,,,,,,,,,,,,,,,
3149.400321,164,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397915909052019,,,,,,,,,,,,,,,,
3149.400641,164,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397915909052019,,,,,,,,,,,,,,,,
3149.401026,164,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0392540173946417,,,,,,,,,,,,,,,,
3149.401458,164,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397915909052019,,,,,,,,,,,,,,,,
3149.401771,164,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0397915909052019,,,,,,,,,,,,,,,,
3149.402136,164,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0065407184231794,0.0401758374376262,,,,,,,,,,,,,,,,
3158.430836,164,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.193312644958496,18.18636363636364
3158.431423,164,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3769547939300537,9.072727272727272
3158.431704,164,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2529926300048828,20.94090909090909
3158.432004,164,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.8765256404876709,36.21818181818182
3158.432347,164,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.390728235244751,22.55909090909091
3170.566621,164,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0087373256683349,,
3170.567111,164,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0180492401123046,,
3170.567439,164,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0175340175628662,,
3170.567784,164,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0099546909332275,,
3170.568123,164,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0102055072784423,,
3170.568475,164,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0383224487304687,,
3170.569003,164,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0084936618804931,,
3170.569685,164,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0107395648956298,,
3170.57021,164,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0126361846923828,,
3170.570551,164,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0165250301361084,,
3170.570881,164,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0126929283142089,,
3170.57121,164,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0195202827453613,,
3170.571511,164,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0182051658630371,,
3170.572019,164,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.007702350616455,,
3170.572474,164,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.022479772567749,,
3170.57283,164,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0171496868133544,,
3170.573267,164,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0093443393707275,,
3170.573685,164,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0213894844055175,,
3170.574077,164,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0149168968200683,,
3170.574474,164,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0178046226501464,,
3170.574947,164,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0222582817077636,,
3170.57529,164,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0109412670135498,,
3170.575609,164,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0146660804748535,,
3170.575987,164,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0144989490509033,,
3170.576344,164,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0100376605987548,,
3170.581493,164,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",5.551115123125783e-17,0.09,0.24,-0.3299999999999999,,,,,,,,,,,
3170.582289,164,learning_update,5631037270461107728,,,,,,"(8, 5, 2, 8, 8)",5.551115123125783e-17,0.09,0.24,-0.3299999999999999,,,,,,,,,,,
3170.582976,164,learning_update,11806130149938443739,,,,,,"(8, 5, 2, 8, 8)",5.551115123125783e-17,0.09,0.24,-0.3299999999999999,,,,,,,,,,,
3170.583751,164,learning_update,7830638094315628080,,,,,,"(7, 0, 1, 8, 8)",5.551115123125783e-17,0.09,0.24,-0.3299999999999999,,,,,,,,,,,
3170.584542,164,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",5.551115123125783e-17,0.09,0.24,-0.3299999999999999,,,,,,,,,,,
3170.605945,165,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0395858560332932,,,,,,,,,,,,,,,,
3170.606266,165,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0395858560332932,,,,,,,,,,,,,,,,
3170.60654,165,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,-0.0027241354327711,0.0403151400759338,,,,,,,,,,,,,,,,
3170.606874,165,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0104390167519976,0.0396206127533625,,,,,,,,,,,,,,,,
3170.607306,165,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0089880140456593,0.039750318511675,,,,,,,,,,,,,,,,
3170.607668,165,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0395858560332932,,,,,,,,,,,,,,,,
3170.608044,165,selection_info,5631037270461107728,25,"(8, 5, 2, 8, 8)",1,-0.0027241354327711,0.0403151400759338,,,,,,,,,,,,,,,,
3170.608387,165,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0395858560332932,,,,,,,,,,,,,,,,
3170.608889,165,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0395858560332932,,,,,,,,,,,,,,,,
3170.609232,165,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0395858560332932,,,,,,,,,,,,,,,,
3170.609556,165,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",1,0.0330093912929609,0.0436942253844474,,,,,,,,,,,,,,,,
3170.609934,165,selection_info,11806130149938443739,25,"(8, 5, 2, 8, 8)",0,-0.0027241354327711,0.0403151400759338,,,,,,,,,,,,,,,,
3170.610405,165,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0394764316409128,,,,,,,,,,,,,,,,
3170.610928,165,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0394764316409128,,,,,,,,,,,,,,,,
3170.611363,165,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,0.0330093912929609,0.0436942253844474,,,,,,,,,,,,,,,,
3170.611705,165,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0395858560332932,,,,,,,,,,,,,,,,
3170.612151,165,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0395858560332932,,,,,,,,,,,,,,,,
3170.612448,165,selection_info,7830638094315628080,25,"(7, 1, 1, 8, 8)",0,-0.0092919161122774,0.0397231174677607,,,,,,,,,,,,,,,,
3170.612783,165,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0390483928697095,,,,,,,,,,,,,,,,
3170.613149,165,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0395858560332932,,,,,,,,,,,,,,,,
3170.61345,165,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0395858560332932,,,,,,,,,,,,,,,,
3170.613795,165,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0390483928697095,,,,,,,,,,,,,,,,
3170.614158,165,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0395858560332932,,,,,,,,,,,,,,,,
3170.614579,165,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0395858560332932,,,,,,,,,,,,,,,,
3170.615047,165,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0007790463902938,0.0404921588497413,,,,,,,,,,,,,,,,
3179.643429,165,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1582517623901367,47.8375
3179.644008,165,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4774303436279297,9.054545454545456
3179.644382,165,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.5148670673370361,22.522727272727277
3179.644737,165,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.5504260063171387,36.2
3179.645156,165,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.5405852794647217,35.35454545454545
3191.750882,165,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0096101760864257,,
3191.75134,165,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.014315128326416,,
3191.7518,165,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0151765346527099,,
3191.7521,165,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0179531574249267,,
3191.752423,165,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0276501178741455,,
3191.752862,165,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.009890079498291,,
3191.753276,165,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0078706741333007,,
3191.753588,165,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0090219974517822,,
3191.754095,165,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.007676362991333,,
3191.754421,165,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0329089164733886,,
3191.754909,165,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0096702575683593,,
3191.755305,165,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0089080333709716,,
3191.755676,165,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0208525657653808,,
3191.756086,165,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0095274448394775,,
3191.756402,165,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0087385177612304,,
3191.756722,165,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0119993686676025,,
3191.757144,165,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0091590881347656,,
3191.757477,165,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0140662193298339,,
3191.75796,165,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0200259685516357,,
3191.758441,165,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.010650634765625,,
3191.758907,165,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0403804779052734,,
3191.759353,165,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0119256973266601,,
3191.7598,165,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0247323513031005,,
3191.760179,165,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0198802947998046,,
3191.76052,165,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0211958885192871,,
3191.765557,165,learning_update,10577062229270185434,,,,,,"(7, 0, 2, 8, 8)",0.0001299377267797,0.07,0.31,-0.3798700622732202,,,,,,,,,,,
3191.766441,165,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",0.0001299377267797,0.07,0.31,-0.3798700622732202,,,,,,,,,,,
3191.767116,165,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",0.0001299377267797,0.07,0.31,-0.3798700622732202,,,,,,,,,,,
3191.767893,165,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",0.0001299377267797,0.07,0.31,-0.3798700622732202,,,,,,,,,,,
3191.768971,165,learning_update,5631037270461107728,,,,,,"(8, 5, 2, 8, 8)",0.0001299377267797,0.07,0.31,-0.3798700622732202,,,,,,,,,,,
3191.790664,166,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399331137080637,,,,,,,,,,,,,,,,
3191.791128,166,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399331137080637,,,,,,,,,,,,,,,,
3191.791433,166,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",0,-0.0103122924308827,0.0399798192642954,,,,,,,,,,,,,,,,
3191.791771,166,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0398221754932924,,,,,,,,,,,,,,,,
3191.792179,166,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,-0.0089880140456593,0.0400998543257676,,,,,,,,,,,,,,,,
3191.792454,166,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399331137080637,,,,,,,,,,,,,,,,
3191.792836,166,selection_info,5631037270461107728,25,"(8, 5, 2, 8, 8)",0,-0.0103122924308827,0.0399798192642954,,,,,,,,,,,,,,,,
3191.793187,166,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399331137080637,,,,,,,,,,,,,,,,
3191.793519,166,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399331137080637,,,,,,,,,,,,,,,,
3191.793871,166,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399331137080637,,,,,,,,,,,,,,,,
3191.794263,166,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,-0.0089880140456593,0.0400998543257676,,,,,,,,,,,,,,,,
3191.794606,166,selection_info,11806130149938443739,25,"(8, 4, 2, 8, 8)",1,0.008570566017798,0.0417258860679208,,,,,,,,,,,,,,,,
3191.79493,166,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0398221754932924,,,,,,,,,,,,,,,,
3191.795295,166,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0398221754932924,,,,,,,,,,,,,,,,
3191.795685,166,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,-0.0089880140456593,0.0400998543257676,,,,,,,,,,,,,,,,
3191.796225,166,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399331137080637,,,,,,,,,,,,,,,,
3191.796534,166,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399331137080637,,,,,,,,,,,,,,,,
3191.796936,166,selection_info,7830638094315628080,25,"(7, 1, 1, 8, 8)",0,-0.0092919161122774,0.0400722762525006,,,,,,,,,,,,,,,,
3191.797343,166,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0393882299411003,,,,,,,,,,,,,,,,
3191.797744,166,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399331137080637,,,,,,,,,,,,,,,,
3191.798223,166,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399331137080637,,,,,,,,,,,,,,,,
3191.798641,166,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0393882299411003,,,,,,,,,,,,,,,,
3191.799043,166,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399331137080637,,,,,,,,,,,,,,,,
3191.799375,166,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399331137080637,,,,,,,,,,,,,,,,
3191.799777,166,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0045769679666357,0.040502285314842,,,,,,,,,,,,,,,,
3200.824604,166,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.340787410736084,9.077272727272726
3200.825114,166,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2780077457427978,22.577272727272728
3200.825415,166,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.844646692276001,36.23181818181818
3200.825888,166,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1863195896148681,21.19090909090909
3200.826267,166,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1599733829498291,47.2125
3212.93553,166,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0069165229797363,,
3212.935995,166,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0127210617065429,,
3212.93637,166,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0098950862884521,,
3212.936704,166,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0098779201507568,,
3212.937,166,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0104575157165527,,
3212.937319,166,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0235280990600585,,
3212.937782,166,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0093090534210205,,
3212.938205,166,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0186905860900878,,
3212.938537,166,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.011345624923706,,
3212.938807,166,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.014772891998291,,
3212.939141,166,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.017247200012207,,
3212.93951,166,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.012164831161499,,
3212.939794,166,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0075058937072753,,
3212.940094,166,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0159327983856201,,
3212.940399,166,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0095796585083007,,
3212.940763,166,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0317285060882568,,
3212.941044,166,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0226280689239501,,
3212.941355,166,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8033077377436503,0.7134251290877797,0.9770114942528736,0.6820461384152458,1162,0.0210952758789062,,
3212.941751,166,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0158782005310058,,
3212.942135,166,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0102808475494384,,
3212.942415,166,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.018625259399414,,
3212.942821,166,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0094974040985107,,
3212.943184,166,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0071947574615478,,
3212.943544,166,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0206339359283447,,
3212.943865,166,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0181868076324462,,
3212.948957,166,learning_update,11806130149938443739,,,,,,"(8, 4, 2, 8, 8)",-8.762054327296487e-05,0.03,0.28,-0.310087620543273,,,,,,,,,,,
3212.94958,166,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",-8.762054327296487e-05,0.03,0.28,-0.310087620543273,,,,,,,,,,,
3212.950166,166,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",-8.762054327296487e-05,0.03,0.28,-0.310087620543273,,,,,,,,,,,
3212.950766,166,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",-8.762054327296487e-05,0.03,0.28,-0.310087620543273,,,,,,,,,,,
3212.951356,166,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",-8.762054327296487e-05,0.03,0.28,-0.310087620543273,,,,,,,,,,,
3212.9734,167,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398602595780347,,,,,,,,,,,,,,,,
3212.973938,167,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398602595780347,,,,,,,,,,,,,,,,
3212.974372,167,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,0.0054611192463474,0.0413652765539836,,,,,,,,,,,,,,,,
3212.974686,167,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0397489680767975,,,,,,,,,,,,,,,,
3212.975732,167,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0392006168813003,,,,,,,,,,,,,,,,
3212.976625,167,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398602595780347,,,,,,,,,,,,,,,,
3212.977035,167,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",1,0.0054611192463474,0.0413652765539836,,,,,,,,,,,,,,,,
3212.977559,167,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398602595780347,,,,,,,,,,,,,,,,
3212.977853,167,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398602595780347,,,,,,,,,,,,,,,,
3212.978241,167,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398602595780347,,,,,,,,,,,,,,,,
3212.978698,167,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,-0.0085391723117217,0.0400684307457367,,,,,,,,,,,,,,,,
3212.979134,167,selection_info,11806130149938443739,25,"(8, 4, 2, 8, 8)",1,0.0054611192463474,0.0413652765539836,,,,,,,,,,,,,,,,
3212.979642,167,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0397489680767975,,,,,,,,,,,,,,,,
3212.980003,167,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0397489680767975,,,,,,,,,,,,,,,,
3212.98054,167,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0085391723117217,0.0400684307457367,,,,,,,,,,,,,,,,
3212.980914,167,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398602595780347,,,,,,,,,,,,,,,,
3212.981237,167,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398602595780347,,,,,,,,,,,,,,,,
3212.981705,167,selection_info,7830638094315628080,25,"(7, 1, 1, 8, 8)",0,-0.0092919161122774,0.0399998674866189,,,,,,,,,,,,,,,,
3212.982037,167,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0393136556170133,,,,,,,,,,,,,,,,
3212.982597,167,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398602595780347,,,,,,,,,,,,,,,,
3212.982996,167,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398602595780347,,,,,,,,,,,,,,,,
3212.983276,167,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0393136556170133,,,,,,,,,,,,,,,,
3212.983749,167,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398602595780347,,,,,,,,,,,,,,,,
3212.984141,167,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0398602595780347,,,,,,,,,,,,,,,,
3212.984446,167,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.005249025630702,0.0403694940778201,,,,,,,,,,,,,,,,
3222.014987,167,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.48378586769104,36.24545454545454
3222.015657,167,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4645195007324219,22.645454545454545
3222.016033,167,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3976404666900635,9.181818181818182
3222.016406,167,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.278907299041748,22.181818181818183
3222.016718,167,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.6062536239624023,36.18181818181818
3234.128191,167,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0102007389068603,,
3234.128636,167,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0268521308898925,,
3234.129063,167,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0119156837463378,,
3234.129502,167,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0156548023223876,,
3234.129926,167,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.008155345916748,,
3234.130249,167,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0229113101959228,,
3234.130544,167,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0201671123504638,,
3234.130906,167,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0094802379608154,,
3234.131347,167,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0103571414947509,,
3234.131715,167,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0069391727447509,,
3234.132097,167,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0328071117401123,,
3234.132401,167,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0108749866485595,,
3234.132944,167,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0096371173858642,,
3234.133369,167,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0246989727020263,,
3234.133737,167,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0126903057098388,,
3234.134107,167,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0146124362945556,,
3234.134425,167,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0179417133331298,,
3234.134811,167,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0149972438812255,,
3234.135196,167,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0138731002807617,,
3234.135555,167,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0176808834075927,,
3234.135871,167,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.03047776222229,,
3234.136214,167,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0514354705810546,,
3234.136563,167,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8033077377436503,0.7134251290877797,0.9770114942528736,0.6820461384152458,1162,0.0221061706542968,,
3234.136871,167,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0097522735595703,,
3234.137142,167,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0165886878967285,,
3234.142409,167,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",0.0,0.08,0.28,-0.36,,,,,,,,,,,
3234.14324,167,learning_update,5631037270461107728,,,,,,"(8, 4, 2, 8, 8)",0.0,0.08,0.28,-0.36,,,,,,,,,,,
3234.144137,167,learning_update,11806130149938443739,,,,,,"(8, 4, 2, 8, 8)",0.0,0.08,0.28,-0.36,,,,,,,,,,,
3234.144813,167,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",0.0,0.08,0.28,-0.36,,,,,,,,,,,
3234.14563,167,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",0.0,0.08,0.28,-0.36,,,,,,,,,,,
3234.166545,168,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399709464661887,,,,,,,,,,,,,,,,
3234.167018,168,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399709464661887,,,,,,,,,,,,,,,,
3234.167307,168,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,-0.0053444513334949,0.0404753448070363,,,,,,,,,,,,,,,,
3234.167674,168,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0398587859046502,,,,,,,,,,,,,,,,
3234.168006,168,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.039306175836043,,,,,,,,,,,,,,,,
3234.168304,168,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399709464661887,,,,,,,,,,,,,,,,
3234.168627,168,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",1,-0.0053444513334949,0.0404753448070363,,,,,,,,,,,,,,,,
3234.168969,168,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399709464661887,,,,,,,,,,,,,,,,
3234.169227,168,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399709464661887,,,,,,,,,,,,,,,,
3234.169571,168,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399709464661887,,,,,,,,,,,,,,,,
3234.170053,168,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.003077315518519,0.0406857153678828,,,,,,,,,,,,,,,,
3234.170413,168,selection_info,11806130149938443739,25,"(8, 4, 2, 8, 8)",1,-0.0053444513334949,0.0404753448070363,,,,,,,,,,,,,,,,
3234.170731,168,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0398587859046502,,,,,,,,,,,,,,,,
3234.17118,168,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0398587859046502,,,,,,,,,,,,,,,,
3234.17161,168,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0120814764282712,0.0398566042711326,,,,,,,,,,,,,,,,
3234.172026,168,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399709464661887,,,,,,,,,,,,,,,,
3234.172304,168,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399709464661887,,,,,,,,,,,,,,,,
3234.172616,168,selection_info,7830638094315628080,25,"(7, 1, 1, 8, 8)",0,-0.0092919161122774,0.040111646778742,,,,,,,,,,,,,,,,
3234.172957,168,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0394200893477907,,,,,,,,,,,,,,,,
3234.173253,168,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399709464661887,,,,,,,,,,,,,,,,
3234.173579,168,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399709464661887,,,,,,,,,,,,,,,,
3234.173909,168,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0394200893477907,,,,,,,,,,,,,,,,
3234.174428,168,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399709464661887,,,,,,,,,,,,,,,,
3234.174824,168,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.0399709464661887,,,,,,,,,,,,,,,,
3234.175204,168,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0045824604359518,0.0405459293212928,,,,,,,,,,,,,,,,
3243.206082,168,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2090969085693359,21.863636363636363
3243.206694,168,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.7165448665618896,9.081818181818182
3243.207085,168,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.9283363819122314,36.28181818181818
3243.207425,168,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4474663734436035,22.30454545454545
3243.207742,168,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.9640295505523682,36.33181818181818
3255.290237,168,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0184979438781738,,
3255.290708,168,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0083653926849365,,
3255.291077,168,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8033077377436503,0.7134251290877797,0.9770114942528736,0.6820461384152458,1162,0.0214166641235351,,
3255.291383,168,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0175342559814453,,
3255.291722,168,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0096340179443359,,
3255.292061,168,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0212957859039306,,
3255.292354,168,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0112736225128173,,
3255.292662,168,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0114691257476806,,
3255.292919,168,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0078406333923339,,
3255.293218,168,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0118837356567382,,
3255.293532,168,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0072550773620605,,
3255.293876,168,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.009988784790039,,
3255.294169,168,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0214893817901611,,
3255.29453,168,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0146105289459228,,
3255.294912,168,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0095086097717285,,
3255.295288,168,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0120830535888671,,
3255.295673,168,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0340521335601806,,
3255.29621,168,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0173797607421875,,
3255.296626,168,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0091736316680908,,
3255.29695,168,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0185699462890625,,
3255.297268,168,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0112287998199462,,
3255.297714,168,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0098786354064941,,
3255.298028,168,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.028334617614746,,
3255.29826,168,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.024017333984375,,
3255.298708,168,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0264728069305419,,
3255.303327,168,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",0.0,0.1,0.28,-0.38,,,,,,,,,,,
3255.304086,168,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",0.0,0.1,0.28,-0.38,,,,,,,,,,,
3255.304865,168,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",0.0,0.1,0.28,-0.38,,,,,,,,,,,
3255.305606,168,learning_update,5631037270461107728,,,,,,"(8, 4, 2, 8, 8)",0.0,0.1,0.28,-0.38,,,,,,,,,,,
3255.30627,168,learning_update,11806130149938443739,,,,,,"(8, 4, 2, 8, 8)",0.0,0.1,0.28,-0.38,,,,,,,,,,,
3255.328586,169,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",1,-0.0108286430094062,0.040132913560823,,,,,,,,,,,,,,,,
3255.328957,169,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",1,-0.0108286430094062,0.040132913560823,,,,,,,,,,,,,,,,
3255.329225,169,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",0,-0.016717037807504,0.039593489805361,,,,,,,,,,,,,,,,
3255.329517,169,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0400197334064045,,,,,,,,,,,,,,,,
3255.32983,169,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0394621233029141,,,,,,,,,,,,,,,,
3255.330149,169,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.040132913560823,,,,,,,,,,,,,,,,
3255.330488,169,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",0,-0.016717037807504,0.039593489805361,,,,,,,,,,,,,,,,
3255.330852,169,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.040132913560823,,,,,,,,,,,,,,,,
3255.33115,169,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.040132913560823,,,,,,,,,,,,,,,,
3255.331469,169,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.040132913560823,,,,,,,,,,,,,,,,
3255.33184,169,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.0090520163521678,0.0402971053154612,,,,,,,,,,,,,,,,
3255.332138,169,selection_info,11806130149938443739,25,"(8, 4, 2, 8, 8)",0,-0.016717037807504,0.039593489805361,,,,,,,,,,,,,,,,
3255.332407,169,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0400197334064045,,,,,,,,,,,,,,,,
3255.332738,169,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0400197334064045,,,,,,,,,,,,,,,,
3255.333042,169,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0120814764282712,0.0400175319566529,,,,,,,,,,,,,,,,
3255.333326,169,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.040132913560823,,,,,,,,,,,,,,,,
3255.333851,169,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.040132913560823,,,,,,,,,,,,,,,,
3255.334178,169,selection_info,7830638094315628080,25,"(7, 1, 1, 8, 8)",1,-0.0092919161122774,0.0402748951623834,,,,,,,,,,,,,,,,
3255.334461,169,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.039577064302797,,,,,,,,,,,,,,,,
3255.334851,169,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.040132913560823,,,,,,,,,,,,,,,,
3255.335126,169,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.040132913560823,,,,,,,,,,,,,,,,
3255.335463,169,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.039577064302797,,,,,,,,,,,,,,,,
3255.335859,169,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.040132913560823,,,,,,,,,,,,,,,,
3255.336187,169,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0108286430094062,0.040132913560823,,,,,,,,,,,,,,,,
3255.336651,169,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0083778779755159,0.0403595832918206,,,,,,,,,,,,,,,,
3264.370523,169,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2263534069061279,11.9625
3264.371175,169,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1641395092010498,8.563636363636364
3264.371658,169,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.8049263954162598,36.21363636363637
3264.371985,169,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.5673491954803467,18.18636363636364
3264.372299,169,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.469578742980957,9.118181818181816
3276.575611,169,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.010514497756958,,
3276.576077,169,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0120723247528076,,
3276.576566,169,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0172595977783203,,
3276.576955,169,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0079097747802734,,
3276.577308,169,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0222837924957275,,
3276.577753,169,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0260422229766845,,
3276.578224,169,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0094969272613525,,
3276.57866,169,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0089492797851562,,
3276.57901,169,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0134515762329101,,
3276.579366,169,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0096917152404785,,
3276.579714,169,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0084962844848632,,
3276.580042,169,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0125083923339843,,
3276.580459,169,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.011317491531372,,
3276.580914,169,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.013089895248413,,
3276.581313,169,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0087842941284179,,
3276.581758,169,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0431609153747558,,
3276.582187,169,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0316941738128662,,
3276.582525,169,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.010779857635498,,
3276.583031,169,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0163700580596923,,
3276.58338,169,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.018099308013916,,
3276.58366,169,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0185363292694091,,
3276.583984,169,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0412580966949462,,
3276.584334,169,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0125074386596679,,
3276.584683,169,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0103693008422851,,
3276.585065,169,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0156252384185791,,
3276.589657,169,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",6.234429152407461e-05,0.05,0.18,-0.2299376557084759,,,,,,,,,,,
3276.590422,169,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",6.234429152407461e-05,0.05,0.18,-0.2299376557084759,,,,,,,,,,,
3276.591278,169,learning_update,7830638094315628080,,,,,,"(7, 1, 1, 8, 8)",6.234429152407461e-05,0.05,0.18,-0.2299376557084759,,,,,,,,,,,
3276.592165,169,learning_update,16206290167654754491,,,,,,"(8, 0, 0, 8, 8)",6.234429152407461e-05,0.05,0.18,-0.2299376557084759,,,,,,,,,,,
3276.593014,169,learning_update,13644997368299628738,,,,,,"(8, 0, 0, 8, 8)",6.234429152407461e-05,0.05,0.18,-0.2299376557084759,,,,,,,,,,,
3276.616026,170,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",1,-0.0104756450850825,0.0402383624912404,,,,,,,,,,,,,,,,
3276.61655,170,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0104756450850825,0.0402383624912404,,,,,,,,,,,,,,,,
3276.617026,170,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-0.0076564569901538,0.0405012219108806,,,,,,,,,,,,,,,,
3276.617368,170,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0400916155642318,,,,,,,,,,,,,,,,
3276.617889,170,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0395302165579393,,,,,,,,,,,,,,,,
3276.618324,170,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0397854609641878,,,,,,,,,,,,,,,,
3276.618774,170,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",1,-0.0076564569901538,0.0405012219108806,,,,,,,,,,,,,,,,
3276.619088,170,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0397854609641878,,,,,,,,,,,,,,,,
3276.619631,170,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0397854609641878,,,,,,,,,,,,,,,,
3276.620068,170,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0397854609641878,,,,,,,,,,,,,,,,
3276.620523,170,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",1,-0.006360995767099,0.0406225850870333,,,,,,,,,,,,,,,,
3276.620902,170,selection_info,11806130149938443739,25,"(8, 3, 2, 8, 8)",1,-0.0076564569901538,0.0405012219108806,,,,,,,,,,,,,,,,
3276.621354,170,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0400916155642318,,,,,,,,,,,,,,,,
3276.621807,170,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0400916155642318,,,,,,,,,,,,,,,,
3276.622239,170,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0120814764282712,0.0400893990782072,,,,,,,,,,,,,,,,
3276.622628,170,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0397854609641878,,,,,,,,,,,,,,,,
3276.622987,170,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0397854609641878,,,,,,,,,,,,,,,,
3276.623308,170,selection_info,7830638094315628080,25,"(7, 1, 1, 8, 8)",0,-0.0115820007532499,0.040135673279191,,,,,,,,,,,,,,,,
3276.623669,170,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0396459353268089,,,,,,,,,,,,,,,,
3276.62405,170,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0397854609641878,,,,,,,,,,,,,,,,
3276.624425,170,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0397854609641878,,,,,,,,,,,,,,,,
3276.624808,170,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0396459353268089,,,,,,,,,,,,,,,,
3276.625104,170,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0397854609641878,,,,,,,,,,,,,,,,
3276.625553,170,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0397854609641878,,,,,,,,,,,,,,,,
3276.625954,170,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",0,-0.0106688766546251,0.0402204082943137,,,,,,,,,,,,,,,,
3282.661486,170,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.7548172473907471,22.6
3282.662016,170,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.4702081680297851,36.10454545454545
3282.662329,170,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2232766151428222,12.3
3282.662663,170,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.170389175415039,21.03181818181818
3282.662965,170,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.8601126670837402,36.29545454545455
3294.771374,170,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.018599510192871,,
3294.77181,170,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8033077377436503,0.7134251290877797,0.9770114942528736,0.6820461384152458,1162,0.0237812995910644,,
3294.772193,170,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0150940418243408,,
3294.772867,170,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0115542411804199,,
3294.773306,170,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0085701942443847,,
3294.773639,170,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.007828950881958,,
3294.774035,170,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0124340057373046,,
3294.774362,170,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0124037265777587,,
3294.774732,170,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0329725742340087,,
3294.775084,170,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0160543918609619,,
3294.775493,170,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0118782520294189,,
3294.77593,170,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0088071823120117,,
3294.776312,170,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0102837085723876,,
3294.77664,170,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0095882415771484,,
3294.777081,170,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.01106858253479,,
3294.777494,170,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0101466178894042,,
3294.777755,170,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0122346878051757,,
3294.778155,170,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.013878583908081,,
3294.778568,170,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0214133262634277,,
3294.778842,170,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0338099002838134,,
3294.779214,170,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0288226604461669,,
3294.779589,170,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0185770988464355,,
3294.779837,170,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0082769393920898,,
3294.780253,170,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.00895357131958,,
3294.780579,170,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0130982398986816,,
3294.785836,170,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 8, 8)",-8.762054327285385e-05,0.06,0.28,-0.3400876205432729,,,,,,,,,,,
3294.786703,170,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",-8.762054327285385e-05,0.06,0.28,-0.3400876205432729,,,,,,,,,,,
3294.787516,170,learning_update,5631037270461107728,,,,,,"(8, 3, 2, 8, 8)",-8.762054327285385e-05,0.06,0.28,-0.3400876205432729,,,,,,,,,,,
3294.788437,170,learning_update,11806130149938443739,,,,,,"(8, 3, 2, 8, 8)",-8.762054327285385e-05,0.06,0.28,-0.3400876205432729,,,,,,,,,,,
3294.789156,170,learning_update,16206290167654754491,,,,,,"(8, 1, 0, 8, 8)",-8.762054327285385e-05,0.06,0.28,-0.3400876205432729,,,,,,,,,,,
3294.811281,171,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",1,-0.0082913038306004,0.0405884056770385,,,,,,,,,,,,,,,,
3294.811651,171,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0138463865741398,0.0400683894368534,,,,,,,,,,,,,,,,
3294.811966,171,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,-0.0178464377803179,0.0396980719775771,,,,,,,,,,,,,,,,
3294.812388,171,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",1,-0.0120575389204603,0.0402351136411973,,,,,,,,,,,,,,,,
3294.812726,171,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0396688940690786,,,,,,,,,,,,,,,,
3294.813096,171,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399263252076103,,,,,,,,,,,,,,,,
3294.813474,171,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0178464377803179,0.0396980719775771,,,,,,,,,,,,,,,,
3294.813748,171,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399263252076103,,,,,,,,,,,,,,,,
3294.814111,171,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399263252076103,,,,,,,,,,,,,,,,
3294.814413,171,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399263252076103,,,,,,,,,,,,,,,,
3294.814738,171,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",1,-0.0097555109767646,0.0404506884996313,,,,,,,,,,,,,,,,
3294.81514,171,selection_info,11806130149938443739,25,"(8, 4, 2, 8, 8)",0,-0.016717037807504,0.0398022816463708,,,,,,,,,,,,,,,,
3294.815463,171,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0402351136411973,,,,,,,,,,,,,,,,
3294.815846,171,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0120575389204603,0.0402351136411973,,,,,,,,,,,,,,,,
3294.816275,171,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0396688940690786,,,,,,,,,,,,,,,,
3294.816674,171,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399263252076103,,,,,,,,,,,,,,,,
3294.817087,171,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399263252076103,,,,,,,,,,,,,,,,
3294.817478,171,selection_info,7830638094315628080,25,"(7, 1, 1, 8, 8)",1,-0.0115820007532499,0.0402795513600311,,,,,,,,,,,,,,,,
3294.817852,171,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397856031930804,,,,,,,,,,,,,,,,
3294.818154,171,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399263252076103,,,,,,,,,,,,,,,,
3294.81854,171,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399263252076103,,,,,,,,,,,,,,,,
3294.818912,171,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397856031930804,,,,,,,,,,,,,,,,
3294.819217,171,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399263252076103,,,,,,,,,,,,,,,,
3294.819588,171,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399263252076103,,,,,,,,,,,,,,,,
3294.819918,171,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.0088377775183186,0.0405369519009071,,,,,,,,,,,,,,,,
3303.856413,171,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4087808132171631,9.159090909090908
3303.856857,171,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.8362553119659424,36.27272727272727
3303.85735,171,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.0179829597473145,18.13636363636364
3303.857685,171,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2212133407592773,12.5
3303.858019,171,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1916432380676269,24.1375
3315.948341,171,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0218534469604492,,
3315.948865,171,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0142469406127929,,
3315.949236,171,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0118117332458496,,
3315.949734,171,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.013284683227539,,
3315.950158,171,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0131640434265136,,
3315.950427,171,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0313441753387451,,
3315.950937,171,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0329766273498535,,
3315.951244,171,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0212225914001464,,
3315.951479,171,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0080602169036865,,
3315.952008,171,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0154414176940917,,
3315.952284,171,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.007573127746582,,
3315.95258,171,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0142281055450439,,
3315.953034,171,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0117592811584472,,
3315.953354,171,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0140345096588134,,
3315.953689,171,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0094807147979736,,
3315.954052,171,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0067460536956787,,
3315.954401,171,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0205178260803222,,
3315.954738,171,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0144515037536621,,
3315.955166,171,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0085673332214355,,
3315.955428,171,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0192153453826904,,
3315.95573,171,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.008681297302246,,
3315.956047,171,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0112934112548828,,
3315.956366,171,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0220112800598144,,
3315.956782,171,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0127086639404296,,
3315.957159,171,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0237672328948974,,
3315.961766,171,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",6.23442915240191e-05,0.05,0.2,-0.2499376557084759,,,,,,,,,,,
3315.962455,171,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",6.23442915240191e-05,0.05,0.2,-0.2499376557084759,,,,,,,,,,,
3315.96309,171,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 8, 8)",6.23442915240191e-05,0.05,0.2,-0.2499376557084759,,,,,,,,,,,
3315.963897,171,learning_update,7830638094315628080,,,,,,"(7, 1, 1, 8, 8)",6.23442915240191e-05,0.05,0.2,-0.2499376557084759,,,,,,,,,,,
3315.964645,171,learning_update,4354536512509177290,,,,,,"(8, 0, 1, 8, 8)",6.23442915240191e-05,0.05,0.2,-0.2499376557084759,,,,,,,,,,,
3315.986043,172,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.0091398363464084,0.0402013949622319,,,,,,,,,,,,,,,,
3315.986459,172,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0138463865741398,0.0397623994569222,,,,,,,,,,,,,,,,
3315.986778,172,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,-0.0178464377803179,0.0393930719248308,,,,,,,,,,,,,,,,
3315.987056,172,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.0104390167519976,0.0400797340842828,,,,,,,,,,,,,,,,
3315.987344,172,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",1,0.0246321148354362,0.0434968570084818,,,,,,,,,,,,,,,,
3315.987808,172,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396207129550636,,,,,,,,,,,,,,,,
3315.988145,172,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0178464377803179,0.0393930719248308,,,,,,,,,,,,,,,,
3315.988431,172,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396207129550636,,,,,,,,,,,,,,,,
3315.988864,172,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396207129550636,,,,,,,,,,,,,,,,
3315.989181,172,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396207129550636,,,,,,,,,,,,,,,,
3315.98976,172,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",0,-0.0122451320228726,0.0399112130924248,,,,,,,,,,,,,,,,
3315.990128,172,selection_info,11806130149938443739,25,"(8, 3, 2, 8, 8)",0,-0.0178464377803179,0.0393930719248308,,,,,,,,,,,,,,,,
3315.990619,172,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0145302912391084,0.0396990095548551,,,,,,,,,,,,,,,,
3315.991091,172,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0145302912391084,0.0396990095548551,,,,,,,,,,,,,,,,
3315.991387,172,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,0.0246321148354362,0.0434968570084818,,,,,,,,,,,,,,,,
3315.991892,172,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396207129550636,,,,,,,,,,,,,,,,
3315.992241,172,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396207129550636,,,,,,,,,,,,,,,,
3315.992587,172,selection_info,7830638094315628080,25,"(7, 2, 1, 8, 8)",1,-0.0079857723876733,0.0403097761996754,,,,,,,,,,,,,,,,
3315.99294,172,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0394803675967136,,,,,,,,,,,,,,,,
3315.993233,172,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396207129550636,,,,,,,,,,,,,,,,
3315.993605,172,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396207129550636,,,,,,,,,,,,,,,,
3315.99403,172,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0394803675967136,,,,,,,,,,,,,,,,
3315.994333,172,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396207129550636,,,,,,,,,,,,,,,,
3315.994717,172,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396207129550636,,,,,,,,,,,,,,,,
3315.995037,172,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",0,-0.011328316297885,0.0399966685592331,,,,,,,,,,,,,,,,
3322.025005,172,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.7094290256500244,18.2
3322.025547,172,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2017741203308105,24.26875
3322.025927,172,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3391690254211426,22.55909090909091
3322.026377,172,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1592309474945068,47.09375
3322.02681,172,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2210597991943359,12.49375
3334.162921,172,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0113232135772705,,
3334.16338,172,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0161671638488769,,
3334.163873,172,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0104613304138183,,
3334.164296,172,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0272457599639892,,
3334.164741,172,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0091745853424072,,
3334.165054,172,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0121173858642578,,
3334.165441,172,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0132324695587158,,
3334.165938,172,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0080900192260742,,
3334.166261,172,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0114238262176513,,
3334.166658,172,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0080728530883789,,
3334.167058,172,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0135273933410644,,
3334.167429,172,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0292971134185791,,
3334.1678,172,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0091242790222167,,
3334.168069,172,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0224418640136718,,
3334.168456,172,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0119588375091552,,
3334.168835,172,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0120470523834228,,
3334.169229,172,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0216774940490722,,
3334.169828,172,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0116932392120361,,
3334.170198,172,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0097055435180664,,
3334.17061,172,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.011937141418457,,
3334.170971,172,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0111713409423828,,
3334.171328,172,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0286779403686523,,
3334.171708,172,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0316648483276367,,
3334.172113,172,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0074391365051269,,
3334.17244,172,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8033077377436503,0.7134251290877797,0.9770114942528736,0.6820461384152458,1162,0.0209636688232421,,
3334.176688,172,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",-8.762054327296487e-05,0.01,0.23,-0.2400876205432729,,,,,,,,,,,
3334.177378,172,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",-8.762054327296487e-05,0.01,0.23,-0.2400876205432729,,,,,,,,,,,
3334.17807,172,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 8, 8)",-8.762054327296487e-05,0.01,0.23,-0.2400876205432729,,,,,,,,,,,
3334.178751,172,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",-8.762054327296487e-05,0.01,0.23,-0.2400876205432729,,,,,,,,,,,
3334.179387,172,learning_update,7830638094315628080,,,,,,"(7, 2, 1, 8, 8)",-8.762054327296487e-05,0.01,0.23,-0.2400876205432729,,,,,,,,,,,
3334.200115,173,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.0098274828188948,0.0403679842972319,,,,,,,,,,,,,,,,
3334.20046,173,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0138463865741398,0.0399893888534627,,,,,,,,,,,,,,,,
3334.200969,173,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0122258242345471,0.0401416226589491,,,,,,,,,,,,,,,,
3334.201324,173,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",1,-0.007557848951187,0.040583373622652,,,,,,,,,,,,,,,,
3334.201646,173,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0395866842717846,,,,,,,,,,,,,,,,
3334.202065,173,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.039846178742152,,,,,,,,,,,,,,,,
3334.202371,173,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0122258242345471,0.0401416226589491,,,,,,,,,,,,,,,,
3334.202695,173,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.039846178742152,,,,,,,,,,,,,,,,
3334.203101,173,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.039846178742152,,,,,,,,,,,,,,,,
3334.203428,173,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.039846178742152,,,,,,,,,,,,,,,,
3334.203799,173,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.0113181217076347,0.0402271442840928,,,,,,,,,,,,,,,,
3334.204378,173,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0122258242345471,0.0401416226589491,,,,,,,,,,,,,,,,
3334.204757,173,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0145302912391084,0.0399253169778562,,,,,,,,,,,,,,,,
3334.20505,173,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0145302912391084,0.0399253169778562,,,,,,,,,,,,,,,,
3334.205406,173,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0395866842717846,,,,,,,,,,,,,,,,
3334.205881,173,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.039846178742152,,,,,,,,,,,,,,,,
3334.206235,173,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.039846178742152,,,,,,,,,,,,,,,,
3334.206692,173,selection_info,7830638094315628080,25,"(7, 3, 1, 8, 8)",1,-0.0038160906197089,0.0409409802622689,,,,,,,,,,,,,,,,
3334.20699,173,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397043267332212,,,,,,,,,,,,,,,,
3334.207345,173,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.039846178742152,,,,,,,,,,,,,,,,
3334.20774,173,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.039846178742152,,,,,,,,,,,,,,,,
3334.208193,173,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397043267332212,,,,,,,,,,,,,,,,
3334.208677,173,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.039846178742152,,,,,,,,,,,,,,,,
3334.208985,173,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.039846178742152,,,,,,,,,,,,,,,,
3334.209289,173,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0076793157230784,0.0405718173161991,,,,,,,,,,,,,,,,
3343.237447,173,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.5250558853149414,36.2
3343.238113,173,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4619698524475097,9.068181818181818
3343.238471,173,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.9337255954742432,18.17727272727273
3343.238842,173,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1911675930023193,24.20625
3343.239155,173,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.228605031967163,12.26875
3355.386134,173,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0157299041748046,,
3355.386645,173,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0211796760559082,,
3355.387176,173,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0090749263763427,,
3355.387604,173,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0266644954681396,,
3355.387934,173,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.011385440826416,,
3355.388202,173,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0133609771728515,,
3355.388631,173,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0083775520324707,,
3355.389026,173,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0095434188842773,,
3355.389388,173,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0089192390441894,,
3355.389674,173,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.038780927658081,,
3355.389965,173,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0208077430725097,,
3355.390398,173,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0089802742004394,,
3355.390743,173,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0161261558532714,,
3355.391057,173,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0160770416259765,,
3355.391501,173,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0227394104003906,,
3355.391812,173,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0123395919799804,,
3355.392139,173,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0081779956817626,,
3355.392481,173,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0128448009490966,,
3355.392864,173,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0133237838745117,,
3355.393324,173,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0109839439392089,,
3355.393664,173,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0147976875305175,,
3355.39392,173,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0123238563537597,,
3355.394287,173,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0136976242065429,,
3355.394596,173,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0083563327789306,,
3355.394853,173,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.012979507446289,,
3355.399032,173,learning_update,7830638094315628080,,,,,,"(7, 3, 1, 8, 8)",6.234429152410237e-05,0.06,0.2,-0.2599376557084759,,,,,,,,,,,
3355.399711,173,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",6.234429152410237e-05,0.06,0.2,-0.2599376557084759,,,,,,,,,,,
3355.400362,173,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",6.234429152410237e-05,0.06,0.2,-0.2599376557084759,,,,,,,,,,,
3355.400978,173,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",6.234429152410237e-05,0.06,0.2,-0.2599376557084759,,,,,,,,,,,
3355.401705,173,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",6.234429152410237e-05,0.06,0.2,-0.2599376557084759,,,,,,,,,,,
3355.422588,174,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.008371132291616,0.0405750761881457,,,,,,,,,,,,,,,,
3355.422927,174,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",1,-0.0138463865741398,0.0400549398583756,,,,,,,,,,,,,,,,
3355.423337,174,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0175211581239067,0.0397095897366476,,,,,,,,,,,,,,,,
3355.423661,174,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.0049697004724263,0.0409016000486424,,,,,,,,,,,,,,,,
3355.423985,174,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0396495584975402,,,,,,,,,,,,,,,,
3355.424344,174,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399107754676079,,,,,,,,,,,,,,,,
3355.424829,174,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0175211581239067,0.0397095897366476,,,,,,,,,,,,,,,,
3355.425283,174,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399107754676079,,,,,,,,,,,,,,,,
3355.425605,174,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399107754676079,,,,,,,,,,,,,,,,
3355.425913,174,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399107754676079,,,,,,,,,,,,,,,,
3355.426255,174,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",0,-0.0139061801430119,0.0400492965714308,,,,,,,,,,,,,,,,
3355.42659,174,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0175211581239067,0.0397095897366476,,,,,,,,,,,,,,,,
3355.426911,174,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0145302912391084,0.039990440719064,,,,,,,,,,,,,,,,
3355.427333,174,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0145302912391084,0.039990440719064,,,,,,,,,,,,,,,,
3355.427709,174,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0396495584975402,,,,,,,,,,,,,,,,
3355.428148,174,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399107754676079,,,,,,,,,,,,,,,,
3355.428545,174,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399107754676079,,,,,,,,,,,,,,,,
3355.428865,174,selection_info,7830638094315628080,25,"(7, 4, 1, 8, 8)",1,-0.0042318976683723,0.0409727722418245,,,,,,,,,,,,,,,,
3355.429192,174,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397679807956575,,,,,,,,,,,,,,,,
3355.429536,174,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399107754676079,,,,,,,,,,,,,,,,
3355.429916,174,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399107754676079,,,,,,,,,,,,,,,,
3355.430514,174,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397679807956575,,,,,,,,,,,,,,,,
3355.430899,174,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399107754676079,,,,,,,,,,,,,,,,
3355.431434,174,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399107754676079,,,,,,,,,,,,,,,,
3355.431806,174,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0102710129644401,0.0403938311810344,,,,,,,,,,,,,,,,
3361.465118,174,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.19334077835083,24.93125
3361.46598,174,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2246444225311279,12.60625
3361.466371,174,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.810701608657837,18.15909090909091
3361.46673,174,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4099953174591064,9.104545454545455
3361.467066,174,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2026131153106689,8.504545454545454
3370.601338,174,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.029130220413208,,
3370.601788,174,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0147714614868164,,
3370.60213,174,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0108640193939208,,
3370.60266,174,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0122115612030029,,
3370.603021,174,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0105454921722412,,
3370.603515,174,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.014686107635498,,
3370.603964,174,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0249965190887451,,
3370.60445,174,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0135889053344726,,
3370.605149,174,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0108652114868164,,
3370.605737,174,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0084056854248046,,
3370.606107,174,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0159966945648193,,
3370.606542,174,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0299005508422851,,
3370.606928,174,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0113358497619628,,
3370.607391,174,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0187885761260986,,
3370.607825,174,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0083496570587158,,
3370.608228,174,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0157489776611328,,
3370.608566,174,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0195934772491455,,
3370.608809,174,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0154409408569335,,
3370.609114,174,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0132279396057128,,
3370.609563,174,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8033077377436503,0.7134251290877797,0.9770114942528736,0.6820461384152458,1162,0.024571418762207,,
3370.609885,174,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0123324394226074,,
3370.610297,174,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0089418888092041,,
3370.610552,174,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0071980953216552,,
3370.610913,174,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0163638591766357,,
3370.611488,174,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0299062728881835,,
3370.616632,174,learning_update,7830638094315628080,,,,,,"(7, 4, 1, 8, 8)",-8.762054327299262e-05,0.07,0.14,-0.210087620543273,,,,,,,,,,,
3370.617377,174,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",-8.762054327299262e-05,0.07,0.14,-0.210087620543273,,,,,,,,,,,
3370.617957,174,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",-8.762054327299262e-05,0.07,0.14,-0.210087620543273,,,,,,,,,,,
3370.618677,174,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",-8.762054327299262e-05,0.07,0.14,-0.210087620543273,,,,,,,,,,,
3370.619364,174,learning_update,13644997368299628738,,,,,,"(8, 1, 0, 8, 8)",-8.762054327299262e-05,0.07,0.14,-0.210087620543273,,,,,,,,,,,
3370.641188,175,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.0104636373647571,0.040374017776651,,,,,,,,,,,,,,,,
3370.641639,175,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0159334163929984,0.0398543916506907,,,,,,,,,,,,,,,,
3370.641938,175,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0175211581239067,0.0397048132554143,,,,,,,,,,,,,,,,
3370.642303,175,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",1,-0.0027388575746141,0.0411194287270684,,,,,,,,,,,,,,,,
3370.642621,175,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0396444878389209,,,,,,,,,,,,,,,,
3370.642916,175,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399069882155315,,,,,,,,,,,,,,,,
3370.643284,175,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0175211581239067,0.0397048132554143,,,,,,,,,,,,,,,,
3370.643574,175,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399069882155315,,,,,,,,,,,,,,,,
3370.643882,175,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399069882155315,,,,,,,,,,,,,,,,
3370.644219,175,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399069882155315,,,,,,,,,,,,,,,,
3370.644544,175,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0069280105105033,0.0407134999547191,,,,,,,,,,,,,,,,
3370.644884,175,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0175211581239067,0.0397048132554143,,,,,,,,,,,,,,,,
3370.645214,175,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0145302912391084,0.0399870465975228,,,,,,,,,,,,,,,,
3370.645496,175,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0145302912391084,0.0399870465975228,,,,,,,,,,,,,,,,
3370.645814,175,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0396444878389209,,,,,,,,,,,,,,,,
3370.646205,175,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399069882155315,,,,,,,,,,,,,,,,
3370.64657,175,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399069882155315,,,,,,,,,,,,,,,,
3370.646851,175,selection_info,7830638094315628080,25,"(7, 4, 1, 8, 8)",1,-0.0063285419761366,0.0407713418125134,,,,,,,,,,,,,,,,
3370.647188,175,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397634908939377,,,,,,,,,,,,,,,,
3370.647473,175,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399069882155315,,,,,,,,,,,,,,,,
3370.647777,175,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399069882155315,,,,,,,,,,,,,,,,
3370.648062,175,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397634908939377,,,,,,,,,,,,,,,,
3370.648437,175,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399069882155315,,,,,,,,,,,,,,,,
3370.648749,175,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399069882155315,,,,,,,,,,,,,,,,
3370.649001,175,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0123616181569084,0.0401929474960356,,,,,,,,,,,,,,,,
3379.676177,175,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2233655452728271,12.2875
3379.676779,175,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.4232192039489746,36.059090909090905
3379.677083,175,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4789965152740478,9.013636363636364
3379.677352,175,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.038280487060547,18.15909090909091
3379.677756,175,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1983623504638672,24.4
3391.77538,175,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0126392841339111,,
3391.775799,175,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.009484052658081,,
3391.776136,175,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0140233039855957,,
3391.77649,175,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0164003372192382,,
3391.776908,175,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0121264457702636,,
3391.777223,175,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0164523124694824,,
3391.777714,175,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0103344917297363,,
3391.778138,175,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.008514404296875,,
3391.778426,175,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0122256278991699,,
3391.778773,175,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0150139331817626,,
3391.779145,175,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0125393867492675,,
3391.779509,175,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0079507827758789,,
3391.779943,175,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.010740041732788,,
3391.78033,175,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0252561569213867,,
3391.780668,175,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8033077377436503,0.7134251290877797,0.9770114942528736,0.6820461384152458,1162,0.0250661373138427,,
3391.780989,175,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.03660249710083,,
3391.781319,175,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0205426216125488,,
3391.781587,175,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0084776878356933,,
3391.78202,175,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0119304656982421,,
3391.782395,175,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0289523601531982,,
3391.782643,175,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0168123245239257,,
3391.783012,175,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0164003372192382,,
3391.783285,175,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0081217288970947,,
3391.783922,175,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0071463584899902,,
3391.78431,175,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0087532997131347,,
3391.789519,175,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",8.326672684688674e-17,0.09,0.2,-0.2899999999999999,,,,,,,,,,,
3391.790291,175,learning_update,4354536512509177290,,,,,,"(8, 4, 1, 8, 8)",8.326672684688674e-17,0.09,0.2,-0.2899999999999999,,,,,,,,,,,
3391.791098,175,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",8.326672684688674e-17,0.09,0.2,-0.2899999999999999,,,,,,,,,,,
3391.791844,175,learning_update,7830638094315628080,,,,,,"(7, 4, 1, 8, 8)",8.326672684688674e-17,0.09,0.2,-0.2899999999999999,,,,,,,,,,,
3391.792635,175,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",8.326672684688674e-17,0.09,0.2,-0.2899999999999999,,,,,,,,,,,
3391.813581,176,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.0133531737273924,0.0400748155436746,,,,,,,,,,,,,,,,
3391.814004,176,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0159334163929984,0.0398294547439001,,,,,,,,,,,,,,,,
3391.814362,176,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397381548865696,,,,,,,,,,,,,,,,
3391.814777,176,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,0.0,0.0413689572353886,,,,,,,,,,,,,,,,
3391.815165,176,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0396186309332538,,,,,,,,,,,,,,,,
3391.815573,176,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0398822827124872,,,,,,,,,,,,,,,,
3391.815995,176,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397381548865696,,,,,,,,,,,,,,,,
3391.81641,176,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0398822827124872,,,,,,,,,,,,,,,,
3391.81682,176,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0398822827124872,,,,,,,,,,,,,,,,
3391.817233,176,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0398822827124872,,,,,,,,,,,,,,,,
3391.817647,176,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0098210824999928,0.040413142236918,,,,,,,,,,,,,,,,
3391.818082,176,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397381548865696,,,,,,,,,,,,,,,,
3391.818414,176,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0145302912391084,0.0399626939906215,,,,,,,,,,,,,,,,
3391.818852,176,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0145302912391084,0.0399626939906215,,,,,,,,,,,,,,,,
3391.819226,176,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0396186309332538,,,,,,,,,,,,,,,,
3391.819539,176,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0398822827124872,,,,,,,,,,,,,,,,
3391.819973,176,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0398822827124872,,,,,,,,,,,,,,,,
3391.820402,176,selection_info,7830638094315628080,25,"(7, 5, 1, 8, 8)",1,0.0,0.0413689572353886,,,,,,,,,,,,,,,,
3391.820819,176,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397381548865696,,,,,,,,,,,,,,,,
3391.821104,176,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0398822827124872,,,,,,,,,,,,,,,,
3391.821416,176,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0398822827124872,,,,,,,,,,,,,,,,
3391.82173,176,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397381548865696,,,,,,,,,,,,,,,,
3391.822093,176,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0398822827124872,,,,,,,,,,,,,,,,
3391.822427,176,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0398822827124872,,,,,,,,,,,,,,,,
3391.822744,176,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.011328316297885,0.0402684215992583,,,,,,,,,,,,,,,,
3397.855561,176,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2214696407318115,12.40625
3397.856289,176,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.1758267879486084,18.18636363636364
3397.856618,176,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6122558116912842,36.16363636363637
3397.85697,176,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3986990451812744,9.013636363636364
3397.857257,176,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1913650035858154,24.30625
3410.003948,176,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0246157646179199,,
3410.004482,176,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0152797698974609,,
3410.004891,176,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0071785449981689,,
3410.005283,176,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0100457668304443,,
3410.005678,176,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8040141676505312,0.7142857142857143,0.9770444763271162,0.683049147442327,1162,0.0514838695526123,,
3410.006106,176,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0161008834838867,,
3410.006594,176,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0159835815429687,,
3410.006905,176,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0131077766418457,,
3410.00723,176,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0148985385894775,,
3410.007619,176,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.008960485458374,,
3410.007996,176,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0136394500732421,,
3410.008329,176,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7863777089783281,0.6891891891891891,0.9548872180451128,0.6684210526315789,222,0.0109627246856689,,
3410.008793,176,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8104265402843602,0.726027397260274,0.9771428571428572,0.6923076923076923,292,0.0239953994750976,,
3410.009126,176,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0193970203399658,,
3410.009466,176,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0125255584716796,,
3410.00986,176,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0203692913055419,,
3410.010362,176,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0082736015319824,,
3410.01095,176,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0141777992248535,,
3410.011299,176,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0283045768737792,,
3410.011684,176,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0198702812194824,,
3410.012048,176,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0080780982971191,,
3410.012446,176,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0078756809234619,,
3410.012886,176,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0120215415954589,,
3410.013238,176,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0189225673675537,,
3410.013651,176,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0091297626495361,,
3410.019271,176,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",-8.440864724174046e-05,0.12,0.2,-0.3200844086472417,,,,,,,,,,,
3410.02037,176,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",-8.440864724174046e-05,0.12,0.2,-0.3200844086472417,,,,,,,,,,,
3410.021312,176,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",-8.440864724174046e-05,0.12,0.2,-0.3200844086472417,,,,,,,,,,,
3410.022198,176,learning_update,7830638094315628080,,,,,,"(7, 5, 1, 8, 8)",-8.440864724174046e-05,0.12,0.2,-0.3200844086472417,,,,,,,,,,,
3410.023256,176,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",-8.440864724174046e-05,0.12,0.2,-0.3200844086472417,,,,,,,,,,,
3410.046954,177,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",0,-0.0165406646401374,0.039832474903295,,,,,,,,,,,,,,,,
3410.047383,177,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0159334163929984,0.0398903780200221,,,,,,,,,,,,,,,,
3410.047718,177,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397984795458698,,,,,,,,,,,,,,,,
3410.04807,177,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.0032008440864724,0.0411240447042391,,,,,,,,,,,,,,,,
3410.04849,177,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0396781735256322,,,,,,,,,,,,,,,,
3410.048909,177,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399435528441896,,,,,,,,,,,,,,,,
3410.049272,177,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397984795458698,,,,,,,,,,,,,,,,
3410.049655,177,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399435528441896,,,,,,,,,,,,,,,,
3410.04996,177,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399435528441896,,,,,,,,,,,,,,,,
3410.050225,177,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399435528441896,,,,,,,,,,,,,,,,
3410.050499,177,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0130121055039652,0.0401701132574429,,,,,,,,,,,,,,,,
3410.050801,177,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397984795458698,,,,,,,,,,,,,,,,
3410.051062,177,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",1,-0.0145302912391084,0.0400244927624488,,,,,,,,,,,,,,,,
3410.051372,177,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0145302912391084,0.0400244927624488,,,,,,,,,,,,,,,,
3410.051744,177,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0396781735256322,,,,,,,,,,,,,,,,
3410.05204,177,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399435528441896,,,,,,,,,,,,,,,,
3410.052358,177,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399435528441896,,,,,,,,,,,,,,,,
3410.052916,177,selection_info,7830638094315628080,25,"(7, 5, 1, 8, 8)",1,-0.0032008440864724,0.0411240447042391,,,,,,,,,,,,,,,,
3410.053311,177,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397984795458698,,,,,,,,,,,,,,,,
3410.053667,177,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399435528441896,,,,,,,,,,,,,,,,
3410.054007,177,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399435528441896,,,,,,,,,,,,,,,,
3410.05445,177,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397984795458698,,,,,,,,,,,,,,,,
3410.054778,177,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399435528441896,,,,,,,,,,,,,,,,
3410.055038,177,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399435528441896,,,,,,,,,,,,,,,,
3410.055384,177,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.0145178320680596,0.0400256856633539,,,,,,,,,,,,,,,,
3419.083108,177,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.5343401432037354,36.22272727272727
3419.084007,177,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4180433750152588,9.163636363636364
3419.08448,177,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1774780750274658,17.94375
3419.085426,177,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1977689266204834,23.9625
3419.085943,177,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.6367313861846924,18.204545454545453
3428.230743,177,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0120742321014404,,
3428.231164,177,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0202205181121826,,
3428.231564,177,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.008284568786621,,
3428.231966,177,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0158030986785888,,
3428.232379,177,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0073029994964599,,
3428.232843,177,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0080361366271972,,
3428.233229,177,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0084567070007324,,
3428.233654,177,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0272376537322998,,
3428.233996,177,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0233311653137207,,
3428.234382,177,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.015618085861206,,
3428.234912,177,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0135908126831054,,
3428.23538,177,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0288062095642089,,
3428.235759,177,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0145967006683349,,
3428.236155,177,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8048993875765529,0.7194968553459119,0.9643605870020964,0.6906906906906907,795,0.0523877143859863,,
3428.236677,177,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0187187194824218,,
3428.237131,177,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0112257003784179,,
3428.237648,177,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0117158889770507,,
3428.238144,177,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0121924877166748,,
3428.238668,177,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0117177963256835,,
3428.239178,177,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0094683170318603,,
3428.239638,177,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0102593898773193,,
3428.240045,177,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0125219821929931,,
3428.240403,177,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0093672275543212,,
3428.240867,177,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8063754427390791,0.7177280550774526,0.9799139167862266,0.6850551654964895,1162,0.0204067230224609,,
3428.24126,177,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.009037971496582,,
3428.247038,177,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",0.000782379246574,0.09,0.21,-0.2992176207534259,,,,,,,,,,,
3428.24786,177,learning_update,7830638094315628080,,,,,,"(7, 5, 1, 8, 8)",0.000782379246574,0.09,0.21,-0.2992176207534259,,,,,,,,,,,
3428.248785,177,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",0.000782379246574,0.09,0.21,-0.2992176207534259,,,,,,,,,,,
3428.249697,177,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",0.000782379246574,0.09,0.21,-0.2992176207534259,,,,,,,,,,,
3428.250601,177,learning_update,15368353039753191835,,,,,,"(8, 0, 1, 8, 8)",0.000782379246574,0.09,0.21,-0.2992176207534259,,,,,,,,,,,
3428.273988,178,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",0,-0.0124039247384152,0.0399341574189056,,,,,,,,,,,,,,,,
3428.274365,178,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0159334163929984,0.0395967339907491,,,,,,,,,,,,,,,,
3428.274691,178,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0395050541367635,,,,,,,,,,,,,,,,
3428.274978,178,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.0061898194499202,0.0405352357696133,,,,,,,,,,,,,,,,
3428.275361,178,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",1,0.0190388893253825,0.0430699256460727,,,,,,,,,,,,,,,,
3428.27577,178,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396497828005541,,,,,,,,,,,,,,,,
3428.276083,178,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0395050541367635,,,,,,,,,,,,,,,,
3428.27645,178,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396497828005541,,,,,,,,,,,,,,,,
3428.276865,178,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396497828005541,,,,,,,,,,,,,,,,
3428.277321,178,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396497828005541,,,,,,,,,,,,,,,,
3428.277793,178,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",0,-0.0139061801430119,0.0397901900373058,,,,,,,,,,,,,,,,
3428.278206,178,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0395050541367635,,,,,,,,,,,,,,,,
3428.278667,178,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0128035234304711,0.0398958114413056,,,,,,,,,,,,,,,,
3428.279089,178,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0174923962451258,0.0394486029483898,,,,,,,,,,,,,,,,
3428.279511,178,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,0.0190388893253825,0.0430699256460727,,,,,,,,,,,,,,,,
3428.279829,178,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396497828005541,,,,,,,,,,,,,,,,
3428.280125,178,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396497828005541,,,,,,,,,,,,,,,,
3428.280561,178,selection_info,7830638094315628080,25,"(7, 5, 1, 8, 8)",1,-0.0061898194499202,0.0405352357696133,,,,,,,,,,,,,,,,
3428.28095,178,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0395050541367635,,,,,,,,,,,,,,,,
3428.281315,178,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396497828005541,,,,,,,,,,,,,,,,
3428.281789,178,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396497828005541,,,,,,,,,,,,,,,,
3428.282203,178,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0395050541367635,,,,,,,,,,,,,,,,
3428.282649,178,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396497828005541,,,,,,,,,,,,,,,,
3428.282987,178,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0396497828005541,,,,,,,,,,,,,,,,
3428.283329,178,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0106688766546251,0.0401010826426124,,,,,,,,,,,,,,,,
3434.322263,178,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3096487522125244,22.61818181818182
3434.322939,178,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4124901294708252,9.05909090909091
3434.323437,178,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1930632591247558,24.31875
3434.323854,178,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1607117652893066,46.1125
3434.324309,178,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.04444432258606,18.172727272727272
3446.456247,178,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0089528560638427,,
3446.45667,178,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0176680088043212,,
3446.457026,178,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0071122646331787,,
3446.457361,178,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0085217952728271,,
3446.457722,178,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8048993875765529,0.7194968553459119,0.9643605870020964,0.6906906906906907,795,0.0455520153045654,,
3446.45817,178,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0109586715698242,,
3446.45846,178,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0114314556121826,,
3446.458768,178,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0153453350067138,,
3446.459122,178,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0149264335632324,,
3446.459377,178,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0203182697296142,,
3446.459691,178,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0135598182678222,,
3446.459985,178,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8063754427390791,0.7177280550774526,0.9799139167862266,0.6850551654964895,1162,0.0207691192626953,,
3446.460297,178,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0130279064178466,,
3446.46059,178,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.014672040939331,,
3446.460983,178,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0079734325408935,,
3446.461332,178,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0168197154998779,,
3446.4617,178,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0095167160034179,,
3446.462139,178,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0097265243530273,,
3446.462566,178,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0348172187805175,,
3446.463031,178,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0126464366912841,,
3446.463493,178,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0227501392364501,,
3446.463777,178,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0093998908996582,,
3446.464156,178,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0217351913452148,,
3446.464505,178,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.012195348739624,,
3446.464781,178,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0088450908660888,,
3446.470486,178,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",-0.000172384388649,0.09,0.23,-0.320172384388649,,,,,,,,,,,
3446.471325,178,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 8, 8)",-0.000172384388649,0.09,0.23,-0.320172384388649,,,,,,,,,,,
3446.47187,178,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",-0.000172384388649,0.09,0.23,-0.320172384388649,,,,,,,,,,,
3446.472727,178,learning_update,7830638094315628080,,,,,,"(7, 5, 1, 8, 8)",-0.000172384388649,0.09,0.23,-0.320172384388649,,,,,,,,,,,
3446.473463,178,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",-0.000172384388649,0.09,0.23,-0.320172384388649,,,,,,,,,,,
3446.494886,179,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.0115377615337471,0.0403587304489989,,,,,,,,,,,,,,,,
3446.495363,179,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0159334163929984,0.0399323536468803,,,,,,,,,,,,,,,,
3446.495685,179,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0398394326541152,,,,,,,,,,,,,,,,
3446.495989,179,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.0093853534743567,0.0405691706224911,,,,,,,,,,,,,,,,
3446.496397,179,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0397177913037818,,,,,,,,,,,,,,,,
3446.496829,179,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399861211120507,,,,,,,,,,,,,,,,
3446.497179,179,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0398394326541152,,,,,,,,,,,,,,,,
3446.497684,179,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399861211120507,,,,,,,,,,,,,,,,
3446.498151,179,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399861211120507,,,,,,,,,,,,,,,,
3446.498503,179,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399861211120507,,,,,,,,,,,,,,,,
3446.498847,179,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,-0.0159993162777469,0.0399259957756525,,,,,,,,,,,,,,,,
3446.499304,179,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0398394326541152,,,,,,,,,,,,,,,,
3446.499646,179,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",1,-0.0128035234304711,0.0402354874357096,,,,,,,,,,,,,,,,
3446.500027,179,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0174923962451258,0.0397822177826463,,,,,,,,,,,,,,,,
3446.500408,179,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0397177913037818,,,,,,,,,,,,,,,,
3446.500707,179,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399861211120507,,,,,,,,,,,,,,,,
3446.501074,179,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399861211120507,,,,,,,,,,,,,,,,
3446.501457,179,selection_info,7830638094315628080,25,"(7, 5, 1, 8, 8)",1,-0.0093853534743567,0.0405691706224911,,,,,,,,,,,,,,,,
3446.502118,179,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0398394326541152,,,,,,,,,,,,,,,,
3446.502461,179,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399861211120507,,,,,,,,,,,,,,,,
3446.502808,179,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399861211120507,,,,,,,,,,,,,,,,
3446.503168,179,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0398394326541152,,,,,,,,,,,,,,,,
3446.505576,179,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399861211120507,,,,,,,,,,,,,,,,
3446.506004,179,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.0399861211120507,,,,,,,,,,,,,,,,
3446.506307,179,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.013859931621857,0.0401329166664824,,,,,,,,,,,,,,,,
3452.539298,179,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.716932773590088,18.168181818181814
3452.539826,179,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1808850765228271,18.64375
3452.54018,179,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3336513042449951,8.995454545454546
3452.540471,179,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2204015254974365,12.51875
3452.540806,179,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1943016052246093,23.975
3464.660638,179,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0067121982574462,,
3464.661077,179,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0130896568298339,,
3464.661432,179,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0152311325073242,,
3464.661875,179,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0171506404876709,,
3464.662218,179,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0110077857971191,,
3464.662558,179,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.013052225112915,,
3464.662957,179,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0168824195861816,,
3464.663301,179,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0091776847839355,,
3464.663692,179,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0170564651489257,,
3464.664148,179,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0083017349243164,,
3464.664499,179,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0083446502685546,,
3464.664839,179,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0108885765075683,,
3464.665203,179,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0255782604217529,,
3464.665655,179,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0085036754608154,,
3464.665997,179,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8115220483641536,0.727366255144033,0.9785591766723842,0.6931956257594167,1944,0.0374171733856201,,
3464.666303,179,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0081260204315185,,
3464.666686,179,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0094738006591796,,
3464.667025,179,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0150928497314453,,
3464.667331,179,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0136797428131103,,
3464.667701,179,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8,0.7120181405895691,0.9621212121212122,0.6846361185983828,441,0.0155467987060546,,
3464.668005,179,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8066491688538933,0.7220125786163522,0.9664570230607966,0.6921921921921922,795,0.0185966491699218,,
3464.668251,179,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8063754427390791,0.7177280550774526,0.9799139167862266,0.6850551654964895,1162,0.0203168392181396,,
3464.668502,179,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0130121707916259,,
3464.669507,179,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0084912776947021,,
3464.669928,179,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0085523128509521,,
3464.675524,179,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",0.0003894924516367,0.1,0.15,-0.2496105075483632,,,,,,,,,,,
3464.676345,179,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",0.0003894924516367,0.1,0.15,-0.2496105075483632,,,,,,,,,,,
3464.677036,179,learning_update,15368353039753191835,,,,,,"(8, 1, 1, 8, 8)",0.0003894924516367,0.1,0.15,-0.2496105075483632,,,,,,,,,,,
3464.677724,179,learning_update,7830638094315628080,,,,,,"(7, 5, 1, 8, 8)",0.0003894924516367,0.1,0.15,-0.2496105075483632,,,,,,,,,,,
3464.678441,179,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",0.0003894924516367,0.1,0.15,-0.2496105075483632,,,,,,,,,,,
3464.700948,180,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.014022328847697,0.0401440941458281,,,,,,,,,,,,,,,,
3464.701254,180,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",1,-0.0153765311655915,0.04001229731217,,,,,,,,,,,,,,,,
3464.701574,180,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0398647765799783,,,,,,,,,,,,,,,,
3464.701871,180,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.011872073196366,0.0403542588415846,,,,,,,,,,,,,,,,
3464.702204,180,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0397424471362633,,,,,,,,,,,,,,,,
3464.702555,180,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.04001229731217,,,,,,,,,,,,,,,,
3464.702986,180,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0398647765799783,,,,,,,,,,,,,,,,
3464.70338,180,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.04001229731217,,,,,,,,,,,,,,,,
3464.703706,180,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.04001229731217,,,,,,,,,,,,,,,,
3464.704067,180,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.04001229731217,,,,,,,,,,,,,,,,
3464.704426,180,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,-0.0159993162777469,0.0399518305099301,,,,,,,,,,,,,,,,
3464.704874,180,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0398647765799783,,,,,,,,,,,,,,,,
3464.70529,180,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",1,-0.0101263743230117,0.0405256913635571,,,,,,,,,,,,,,,,
3464.705615,180,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0174923962451258,0.0398072378247689,,,,,,,,,,,,,,,,
3464.706311,180,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0397424471362633,,,,,,,,,,,,,,,,
3464.706772,180,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.04001229731217,,,,,,,,,,,,,,,,
3464.707168,180,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.04001229731217,,,,,,,,,,,,,,,,
3464.707678,180,selection_info,7830638094315628080,25,"(7, 5, 1, 8, 8)",1,-0.011872073196366,0.0403542588415846,,,,,,,,,,,,,,,,
3464.708177,180,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0398647765799783,,,,,,,,,,,,,,,,
3464.708474,180,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.04001229731217,,,,,,,,,,,,,,,,
3464.708876,180,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.04001229731217,,,,,,,,,,,,,,,,
3464.70916,180,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0398647765799783,,,,,,,,,,,,,,,,
3464.709485,180,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.04001229731217,,,,,,,,,,,,,,,,
3464.709905,180,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0153765311655915,0.04001229731217,,,,,,,,,,,,,,,,
3464.710248,180,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",0,-0.0163421767657187,0.039918580866458,,,,,,,,,,,,,,,,
3473.732744,180,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1901021003723144,23.8125
3473.733258,180,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1551752090454101,8.377272727272727
3473.733646,180,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.219853401184082,12.5625
3473.733968,180,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1792774200439453,18.3875
3473.734325,180,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.7004141807556152,18.19090909090909
3485.840708,180,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0139825344085693,,
3485.84114,180,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0072295665740966,,
3485.841489,180,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0168673992156982,,
3485.841912,180,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0099737644195556,,
3485.842201,180,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0082437992095947,,
3485.842524,180,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0103521347045898,,
3485.84287,180,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0099928379058837,,
3485.843217,180,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0099313259124755,,
3485.843515,180,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0082635879516601,,
3485.843853,180,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0392963886260986,,
3485.844133,180,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0163955688476562,,
3485.84444,180,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0118834972381591,,
3485.844801,180,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0156142711639404,,
3485.845088,180,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0297515392303466,,
3485.845406,180,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0104038715362548,,
3485.84574,180,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0149934291839599,,
3485.846041,180,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0166616439819335,,
3485.846412,180,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0177996158599853,,
3485.846827,180,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0349504947662353,,
3485.847156,180,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.013256549835205,,
3485.847567,180,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0116128921508789,,
3485.847933,180,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0200285911560058,,
3485.848295,180,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0084869861602783,,
3485.848653,180,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0103669166564941,,
3485.849016,180,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.018296480178833,,
3485.854182,180,learning_update,15368353039753191835,,,,,,"(8, 2, 1, 8, 8)",-0.0008494728381414,0.07,0.15,-0.2208494728381414,,,,,,,,,,,
3485.85502,180,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",-0.0008494728381414,0.07,0.15,-0.2208494728381414,,,,,,,,,,,
3485.855828,180,learning_update,7830638094315628080,,,,,,"(7, 5, 1, 8, 8)",-0.0008494728381414,0.07,0.15,-0.2208494728381414,,,,,,,,,,,
3485.856645,180,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",-0.0008494728381414,0.07,0.15,-0.2208494728381414,,,,,,,,,,,
3485.857309,180,learning_update,13644997368299628738,,,,,,"(8, 0, 0, 8, 8)",-0.0008494728381414,0.07,0.15,-0.2208494728381414,,,,,,,,,,,
3485.879674,181,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.0162168012472307,0.0400208422675408,,,,,,,,,,,,,,,,
3485.880059,181,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",1,-0.0159334163929984,0.0400485310346812,,,,,,,,,,,,,,,,
3485.880396,181,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399544018587981,,,,,,,,,,,,,,,,
3485.880722,181,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.0140686958515511,0.0402312062043583,,,,,,,,,,,,,,,,
3485.881105,181,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0398311822397266,,,,,,,,,,,,,,,,
3485.881433,181,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398884348249312,,,,,,,,,,,,,,,,
3485.881812,181,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399544018587981,,,,,,,,,,,,,,,,
3485.882172,181,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398884348249312,,,,,,,,,,,,,,,,
3485.882519,181,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398884348249312,,,,,,,,,,,,,,,,
3485.882898,181,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398884348249312,,,,,,,,,,,,,,,,
3485.883292,181,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,-0.0120814764282712,0.0404267990752133,,,,,,,,,,,,,,,,
3485.883664,181,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399544018587981,,,,,,,,,,,,,,,,
3485.884036,181,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",1,-0.0070455293913063,0.040926733073629,,,,,,,,,,,,,,,,
3485.884437,181,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0174923962451258,0.0398964441645658,,,,,,,,,,,,,,,,
3485.884793,181,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0398311822397266,,,,,,,,,,,,,,,,
3485.885119,181,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398884348249312,,,,,,,,,,,,,,,,
3485.885412,181,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398884348249312,,,,,,,,,,,,,,,,
3485.885822,181,selection_info,7830638094315628080,25,"(7, 5, 1, 8, 8)",1,-0.0140686958515511,0.0402312062043583,,,,,,,,,,,,,,,,
3485.886187,181,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399544018587981,,,,,,,,,,,,,,,,
3485.886459,181,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398884348249312,,,,,,,,,,,,,,,,
3485.886878,181,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398884348249312,,,,,,,,,,,,,,,,
3485.887252,181,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399544018587981,,,,,,,,,,,,,,,,
3485.887563,181,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398884348249312,,,,,,,,,,,,,,,,
3485.88798,181,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398884348249312,,,,,,,,,,,,,,,,
3485.888309,181,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",0,-0.0174608498448049,0.0398995159528964,,,,,,,,,,,,,,,,
3494.915826,181,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1800413131713867,17.425
3494.916365,181,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1939563751220703,23.59375
3494.916766,181,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6036107540130615,36.190909090909095
3494.91712,181,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1885604858398437,8.795454545454545
3494.917469,181,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.289632797241211,18.17727272727273
3507.023245,181,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.007988691329956,,
3507.023713,181,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0130293369293212,,
3507.024196,181,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0097997188568115,,
3507.024503,181,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0126149654388427,,
3507.024852,181,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8048993875765529,0.7194968553459119,0.9643605870020964,0.6906906906906907,795,0.03361177444458,,
3507.025208,181,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0127730369567871,,
3507.025528,181,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0230679512023925,,
3507.025775,181,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0206809043884277,,
3507.026067,181,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0239317417144775,,
3507.026343,181,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0264129638671875,,
3507.026626,181,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0080788135528564,,
3507.026913,181,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0103614330291748,,
3507.02716,181,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0115115642547607,,
3507.027534,181,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0074388980865478,,
3507.027865,181,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0092208385467529,,
3507.028145,181,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0105593204498291,,
3507.028553,181,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0087270736694335,,
3507.02886,181,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0085704326629638,,
3507.029128,181,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0226106643676757,,
3507.029506,181,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.025423526763916,,
3507.029857,181,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8063754427390791,0.7177280550774526,0.9799139167862266,0.6850551654964895,1162,0.0200757980346679,,
3507.030218,181,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0082433223724365,,
3507.030596,181,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.016409158706665,,
3507.031018,181,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0169711112976074,,
3507.031428,181,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0298471450805664,,
3507.035892,181,learning_update,15368353039753191835,,,,,,"(8, 3, 1, 8, 8)",0.0003873469233853,0.07,0.21,-0.2796126530766146,,,,,,,,,,,
3507.036564,181,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",0.0003873469233853,0.07,0.21,-0.2796126530766146,,,,,,,,,,,
3507.037572,181,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",0.0003873469233853,0.07,0.21,-0.2796126530766146,,,,,,,,,,,
3507.038598,181,learning_update,7830638094315628080,,,,,,"(7, 5, 1, 8, 8)",0.0003873469233853,0.07,0.21,-0.2796126530766146,,,,,,,,,,,
3507.039497,181,learning_update,13644997368299628738,,,,,,"(8, 1, 0, 8, 8)",0.0003873469233853,0.07,0.21,-0.2796126530766146,,,,,,,,,,,
3507.062303,182,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",1,-0.0107900258764969,0.0405335283158201,,,,,,,,,,,,,,,,
3507.062736,182,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",1,-0.0107900258764969,0.0405335283158201,,,,,,,,,,,,,,,,
3507.063078,182,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399308280641921,,,,,,,,,,,,,,,,
3507.063403,182,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",0,-0.0168507536864656,0.0399354162374043,,,,,,,,,,,,,,,,
3507.063841,182,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0398070632796455,,,,,,,,,,,,,,,,
3507.064396,182,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398645689308131,,,,,,,,,,,,,,,,
3507.064781,182,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399308280641921,,,,,,,,,,,,,,,,
3507.065041,182,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398645689308131,,,,,,,,,,,,,,,,
3507.065496,182,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398645689308131,,,,,,,,,,,,,,,,
3507.065817,182,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398645689308131,,,,,,,,,,,,,,,,
3507.066164,182,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,-0.014865521482609,0.0401303534815839,,,,,,,,,,,,,,,,
3507.066522,182,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399308280641921,,,,,,,,,,,,,,,,
3507.066813,182,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",1,-0.005611468998868,0.0410516738880315,,,,,,,,,,,,,,,,
3507.067213,182,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0174923962451258,0.0398726137061471,,,,,,,,,,,,,,,,
3507.06759,182,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0398070632796455,,,,,,,,,,,,,,,,
3507.067921,182,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398645689308131,,,,,,,,,,,,,,,,
3507.068359,182,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398645689308131,,,,,,,,,,,,,,,,
3507.068697,182,selection_info,7830638094315628080,25,"(7, 5, 1, 8, 8)",0,-0.0168507536864656,0.0399354162374043,,,,,,,,,,,,,,,,
3507.068995,182,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399308280641921,,,,,,,,,,,,,,,,
3507.069367,182,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398645689308131,,,,,,,,,,,,,,,,
3507.069705,182,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398645689308131,,,,,,,,,,,,,,,,
3507.070083,182,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399308280641921,,,,,,,,,,,,,,,,
3507.070414,182,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398645689308131,,,,,,,,,,,,,,,,
3507.070783,182,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398645689308131,,,,,,,,,,,,,,,,
3507.071202,182,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0152399568220203,0.0400935136294055,,,,,,,,,,,,,,,,
3516.092465,182,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1952898502349853,18.50625
3516.092974,182,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.5965440273284912,36.20909090909091
3516.093363,182,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1783957481384277,8.80909090909091
3516.093718,182,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2281553745269775,12.2625
3516.094024,182,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4220709800720215,9.068181818181818
3528.187329,182,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0135676860809326,,
3528.187929,182,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0137138366699218,,
3528.188261,182,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0146336555480957,,
3528.188547,182,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0252981185913085,,
3528.188951,182,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0143589973449707,,
3528.189353,182,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0281429290771484,,
3528.189784,182,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0099885463714599,,
3528.190147,182,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0093147754669189,,
3528.190395,182,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0297961235046386,,
3528.190761,182,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0074179172515869,,
3528.191121,182,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.013026475906372,,
3528.1914,182,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0333635807037353,,
3528.191757,182,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.841025641025641,0.7816901408450704,0.9647058823529412,0.7454545454545455,142,0.0102045536041259,,
3528.192091,182,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0081274509429931,,
3528.192417,182,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0147356986999511,,
3528.192755,182,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0091083049774169,,
3528.193172,182,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0091166496276855,,
3528.193583,182,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0226407051086425,,
3528.193989,182,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0230352878570556,,
3528.194408,182,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0078322887420654,,
3528.194796,182,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0198357105255126,,
3528.195096,182,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0271980762481689,,
3528.195338,182,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.009758710861206,,
3528.195616,182,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0104720592498779,,
3528.195951,182,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8082191780821918,0.7254901960784313,0.9833333333333332,0.686046511627907,102,0.0083258152008056,,
3528.200533,182,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",0.0533528077144084,0.03,0.17,-0.1466471922855916,,,,,,,,,,,
3528.201305,182,learning_update,13644997368299628738,,,,,,"(8, 2, 0, 8, 8)",0.0533528077144084,0.03,0.17,-0.1466471922855916,,,,,,,,,,,
3528.202077,182,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",0.0533528077144084,0.03,0.17,-0.1466471922855916,,,,,,,,,,,
3528.202777,182,learning_update,15368353039753191835,,,,,,"(8, 4, 1, 8, 8)",0.0533528077144084,0.03,0.17,-0.1466471922855916,,,,,,,,,,,
3528.203537,182,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",0.0533528077144084,0.03,0.17,-0.1466471922855916,,,,,,,,,,,
3528.225919,183,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.0162168012472307,0.039988480832935,,,,,,,,,,,,,,,,
3528.22641,183,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.0162168012472307,0.039988480832935,,,,,,,,,,,,,,,,
3528.226785,183,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399214258323956,,,,,,,,,,,,,,,,
3528.22714,183,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",1,-0.007072329452725,0.0409001602990726,,,,,,,,,,,,,,,,
3528.227462,183,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0397970693737038,,,,,,,,,,,,,,,,
3528.227758,183,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398548496970645,,,,,,,,,,,,,,,,
3528.22813,183,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399214258323956,,,,,,,,,,,,,,,,
3528.228398,183,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398548496970645,,,,,,,,,,,,,,,,
3528.228754,183,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398548496970645,,,,,,,,,,,,,,,,
3528.229045,183,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398548496970645,,,,,,,,,,,,,,,,
3528.229327,183,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0163171278839823,0.0399785920726223,,,,,,,,,,,,,,,,
3528.229978,183,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399214258323956,,,,,,,,,,,,,,,,
3528.230331,183,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",1,-0.007072329452725,0.0409001602990726,,,,,,,,,,,,,,,,
3528.23076,183,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0174923962451258,0.0398629329311807,,,,,,,,,,,,,,,,
3528.231097,183,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0397970693737038,,,,,,,,,,,,,,,,
3528.23147,183,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398548496970645,,,,,,,,,,,,,,,,
3528.231878,183,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398548496970645,,,,,,,,,,,,,,,,
3528.232186,183,selection_info,7830638094315628080,25,"(7, 4, 1, 8, 8)",1,-0.0091652565563752,0.0406896837853917,,,,,,,,,,,,,,,,
3528.232564,183,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399214258323956,,,,,,,,,,,,,,,,
3528.233003,183,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398548496970645,,,,,,,,,,,,,,,,
3528.233402,183,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398548496970645,,,,,,,,,,,,,,,,
3528.233672,183,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399214258323956,,,,,,,,,,,,,,,,
3528.234033,183,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398548496970645,,,,,,,,,,,,,,,,
3528.234547,183,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398548496970645,,,,,,,,,,,,,,,,
3528.234984,183,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0166911887880542,0.039941744066758,,,,,,,,,,,,,,,,
3534.258365,183,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1917576789855957,24.06875
3534.258913,183,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1969296932220459,18.775
3534.259192,183,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.7893900871276855,18.168181818181814
3546.360483,183,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0122442245483398,,
3546.360923,183,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8063754427390791,0.7177280550774526,0.9799139167862266,0.6850551654964895,1162,0.020404577255249,,
3546.361246,183,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0310180187225341,,
3546.361528,183,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0228137969970703,,
3546.361823,183,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0091214179992675,,
3546.362273,183,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0101425647735595,,
3546.362572,183,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0136451721191406,,
3546.362879,183,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0101590156555175,,
3546.36314,183,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0090582370758056,,
3546.36342,183,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070395469665527,,
3546.363751,183,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0098800659179687,,
3546.364169,183,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0136680603027343,,
3546.364614,183,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0083446502685546,,
3546.364962,183,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0088198184967041,,
3546.365387,183,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0105147361755371,,
3546.365684,183,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0083894729614257,,
3546.366012,183,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0132865905761718,,
3546.366411,183,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.012547492980957,,
3546.366913,183,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0271713733673095,,
3546.367293,183,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0259835720062255,,
3546.367643,183,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8066491688538933,0.7220125786163522,0.9664570230607966,0.6921921921921922,795,0.0227367877960205,,
3546.368013,183,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0075809955596923,,
3546.368362,183,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0119457244873046,,
3546.368643,183,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0104517936706542,,
3546.369,183,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0186240673065185,,
3546.374099,183,learning_update,4354536512509177290,,,,,,"(8, 4, 1, 8, 8)",-0.0025275873517317,0.06,0.11,-0.1725275873517318,,,,,,,,,,,
3546.374892,183,learning_update,15368353039753191835,,,,,,"(8, 4, 1, 8, 8)",-0.0025275873517317,0.06,0.11,-0.1725275873517318,,,,,,,,,,,
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3546.401283,184,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0396419516621377,,,,,,,,,,,,,,,,
3546.401652,184,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0396419516621377,,,,,,,,,,,,,,,,
3546.40205,184,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0163171278839823,0.0397656524881127,,,,,,,,,,,,,,,,
3546.402398,184,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397085052034011,,,,,,,,,,,,,,,,
3546.402862,184,selection_info,15368353039753191835,25,"(8, 5, 1, 8, 8)",0,-0.0168507536864656,0.0397131138043654,,,,,,,,,,,,,,,,
3546.403273,184,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0174923962451258,0.039650032123253,,,,,,,,,,,,,,,,
3546.403581,184,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,0.011963282202456,0.042651800398992,,,,,,,,,,,,,,,,
3546.403989,184,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0396419516621377,,,,,,,,,,,,,,,,
3546.404467,184,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0396419516621377,,,,,,,,,,,,,,,,
3546.405003,184,selection_info,7830638094315628080,25,"(7, 4, 1, 8, 8)",1,-0.0108813671733362,0.0403048121951458,,,,,,,,,,,,,,,,
3546.405413,184,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397085052034011,,,,,,,,,,,,,,,,
3546.405761,184,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0396419516621377,,,,,,,,,,,,,,,,
3546.406162,184,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0396419516621377,,,,,,,,,,,,,,,,
3546.406472,184,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0397085052034011,,,,,,,,,,,,,,,,
3546.406911,184,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0396419516621377,,,,,,,,,,,,,,,,
3546.407252,184,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0396419516621377,,,,,,,,,,,,,,,,
3546.407558,184,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0097823226564603,0.0404147089595007,,,,,,,,,,,,,,,,
3555.441557,184,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2090785503387451,24.3625
3555.442071,184,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1643402576446533,46.23125
3555.442445,184,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4580004215240478,9.03181818181818
3555.442835,184,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.832052230834961,18.168181818181814
3555.443132,184,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.375626802444458,22.65
3567.534273,184,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0188534259796142,,
3567.534702,184,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0176742076873779,,
3567.535009,184,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0090463161468505,,
3567.535349,184,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0069282054901123,,
3567.53578,184,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0255017280578613,,
3567.5362,184,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0301675796508789,,
3567.536899,184,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0170168876647949,,
3567.537393,184,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0092496871948242,,
3567.537889,184,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.024397850036621,,
3567.538206,184,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0094802379608154,,
3567.538469,184,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0095977783203125,,
3567.53874,184,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0126264095306396,,
3567.538962,184,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0091168880462646,,
3567.539248,184,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0091285705566406,,
3567.539596,184,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0120751857757568,,
3567.540011,184,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0090620517730712,,
3567.540397,184,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0107223987579345,,
3567.540828,184,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0316450595855712,,
3567.541153,184,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0080988407135009,,
3567.541463,184,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0078210830688476,,
3567.541789,184,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0100698471069335,,
3567.542099,184,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.011812686920166,,
3567.542415,184,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0193212032318115,,
3567.542808,184,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0129129886627197,,
3567.543222,184,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0124046802520751,,
3567.547992,184,learning_update,4354536512509177290,,,,,,"(8, 4, 1, 8, 8)",-0.0006874102331866,0.04,0.23,-0.2706874102331866,,,,,,,,,,,
3567.548787,184,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 8, 8)",-0.0006874102331866,0.04,0.23,-0.2706874102331866,,,,,,,,,,,
3567.549512,184,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",-0.0006874102331866,0.04,0.23,-0.2706874102331866,,,,,,,,,,,
3567.550229,184,learning_update,7830638094315628080,,,,,,"(7, 4, 1, 8, 8)",-0.0006874102331866,0.04,0.23,-0.2706874102331866,,,,,,,,,,,
3567.55089,184,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",-0.0006874102331866,0.04,0.23,-0.2706874102331866,,,,,,,,,,,
3567.573876,185,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",1,-0.0137840263983758,0.0402729922325179,,,,,,,,,,,,,,,,
3567.574259,185,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.0162168012472307,0.0400297722165236,,,,,,,,,,,,,,,,
3567.574666,185,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399619722404578,,,,,,,,,,,,,,,,
3567.575133,185,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",1,-0.0132758548655256,0.0403239836692583,,,,,,,,,,,,,,,,
3567.575635,185,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0398362372303172,,,,,,,,,,,,,,,,
3567.576211,185,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398946575848922,,,,,,,,,,,,,,,,
3567.576756,185,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399619722404578,,,,,,,,,,,,,,,,
3567.577011,185,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398946575848922,,,,,,,,,,,,,,,,
3567.577288,185,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398946575848922,,,,,,,,,,,,,,,,
3567.577622,185,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398946575848922,,,,,,,,,,,,,,,,
3567.577885,185,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0163171278839823,0.040019773520845,,,,,,,,,,,,,,,,
3567.578243,185,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399619722404578,,,,,,,,,,,,,,,,
3567.578716,185,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",1,-0.0132758548655256,0.0403239836692583,,,,,,,,,,,,,,,,
3567.579013,185,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0174923962451258,0.0399028304248621,,,,,,,,,,,,,,,,
3567.579345,185,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0398362372303172,,,,,,,,,,,,,,,,
3567.57969,185,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398946575848922,,,,,,,,,,,,,,,,
3567.579965,185,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398946575848922,,,,,,,,,,,,,,,,
3567.580303,185,selection_info,7830638094315628080,25,"(7, 4, 1, 8, 8)",1,-0.0135773599084947,0.0402937219762329,,,,,,,,,,,,,,,,
3567.580682,185,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399619722404578,,,,,,,,,,,,,,,,
3567.581168,185,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398946575848922,,,,,,,,,,,,,,,,
3567.581557,185,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398946575848922,,,,,,,,,,,,,,,,
3567.581977,185,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0399619722404578,,,,,,,,,,,,,,,,
3567.582388,185,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398946575848922,,,,,,,,,,,,,,,,
3567.582775,185,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398946575848922,,,,,,,,,,,,,,,,
3567.583216,185,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0124794144361357,0.0404040307786557,,,,,,,,,,,,,,,,
3576.615904,185,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.8571572303771973,18.168181818181814
3576.616427,185,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1937880516052246,24.19375
3576.616787,185,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2197494506835937,12.11875
3576.617133,185,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4561424255371094,9.095454545454546
3576.617541,185,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1996040344238281,18.30625
3588.754031,185,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.028630256652832,,
3588.754674,185,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0137360095977783,,
3588.755093,185,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.009629487991333,,
3588.755415,185,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0088253021240234,,
3588.755737,185,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0248196125030517,,
3588.756237,185,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0283796787261962,,
3588.756541,185,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0170068740844726,,
3588.756874,185,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0093452930450439,,
3588.757195,185,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0076596736907958,,
3588.757592,185,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0090160369873046,,
3588.758045,185,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8083989501312336,0.7245283018867924,0.9685534591194968,0.6936936936936937,795,0.0476822853088378,,
3588.758395,185,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0100483894348144,,
3588.759019,185,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0116586685180664,,
3588.759411,185,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.008218765258789,,
3588.759785,185,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0167374610900878,,
3588.760139,185,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.810958904109589,0.7294117647058823,0.9736842105263158,0.6948356807511737,255,0.0160036087036132,,
3588.760461,185,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0092713832855224,,
3588.76087,185,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0082178115844726,,
3588.76128,185,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0094220638275146,,
3588.761674,185,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0075905323028564,,
3588.762048,185,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0102729797363281,,
3588.762489,185,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8082595870206489,0.7222222222222222,0.9785714285714284,0.6884422110552764,468,0.0140113830566406,,
3588.762786,185,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0208826065063476,,
3588.763174,185,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8333333333333334,0.7637795275590551,0.986842105263158,0.7211538461538461,127,0.0114827156066894,,
3588.763517,185,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0267574787139892,,
3588.768112,185,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",0.0016986893509348,0.06,0.15,-0.2083013106490651,,,,,,,,,,,
3588.768874,185,learning_update,4354536512509177290,,,,,,"(8, 4, 1, 8, 8)",0.0016986893509348,0.06,0.15,-0.2083013106490651,,,,,,,,,,,
3588.769834,185,learning_update,15368353039753191835,,,,,,"(8, 4, 1, 8, 8)",0.0016986893509348,0.06,0.15,-0.2083013106490651,,,,,,,,,,,
3588.770584,185,learning_update,7830638094315628080,,,,,,"(7, 4, 1, 8, 8)",0.0016986893509348,0.06,0.15,-0.2083013106490651,,,,,,,,,,,
3588.771483,185,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",0.0016986893509348,0.06,0.15,-0.2083013106490651,,,,,,,,,,,
3588.795373,186,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",1,-0.015853255478468,0.0401319347115223,,,,,,,,,,,,,,,,
3588.795826,186,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",1,-0.015853255478468,0.0401319347115223,,,,,,,,,,,,,,,,
3588.796117,186,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0400271880930433,,,,,,,,,,,,,,,,
3588.79635,186,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",0,-0.0174132596315242,0.0399755682751317,,,,,,,,,,,,,,,,
3588.796656,186,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0399006160278308,,,,,,,,,,,,,,,,
3588.797166,186,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399594250546471,,,,,,,,,,,,,,,,
3588.797852,186,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0400271880930433,,,,,,,,,,,,,,,,
3588.798357,186,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399594250546471,,,,,,,,,,,,,,,,
3588.798739,186,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399594250546471,,,,,,,,,,,,,,,,
3588.799152,186,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399594250546471,,,,,,,,,,,,,,,,
3588.799483,186,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,-0.0163171278839823,0.0400853748454425,,,,,,,,,,,,,,,,
3588.799902,186,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0400271880930433,,,,,,,,,,,,,,,,
3588.800293,186,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",0,-0.0174132596315242,0.0399755682751317,,,,,,,,,,,,,,,,
3588.800696,186,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0174923962451258,0.039967652303268,,,,,,,,,,,,,,,,
3588.801177,186,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0399006160278308,,,,,,,,,,,,,,,,
3588.80153,186,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399594250546471,,,,,,,,,,,,,,,,
3588.801834,186,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399594250546471,,,,,,,,,,,,,,,,
3588.802231,186,selection_info,7830638094315628080,25,"(7, 4, 1, 8, 8)",1,-0.0156467956550769,0.0401526749135694,,,,,,,,,,,,,,,,
3588.80252,186,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0400271880930433,,,,,,,,,,,,,,,,
3588.802893,186,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399594250546471,,,,,,,,,,,,,,,,
3588.803285,186,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399594250546471,,,,,,,,,,,,,,,,
3588.803651,186,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0400271880930433,,,,,,,,,,,,,,,,
3588.804066,186,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399594250546471,,,,,,,,,,,,,,,,
3588.804464,186,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399594250546471,,,,,,,,,,,,,,,,
3588.804886,186,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0166911887880542,0.0400478688970621,,,,,,,,,,,,,,,,
3597.839,186,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1756248474121093,8.563636363636364
3597.839521,186,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2208375930786132,11.94375
3597.839832,186,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.8913540840148926,18.17727272727273
3597.840168,186,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.013392448425293,36.09090909090909
3597.840483,186,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6649365425109863,9.104545454545455
3609.938382,186,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0274858474731445,,
3609.938849,186,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8108108108108109,0.7263374485596708,0.9777015437392796,0.692588092345079,1944,0.0332534313201904,,
3609.939255,186,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0136308670043945,,
3609.939593,186,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8063754427390791,0.7177280550774526,0.9799139167862266,0.6850551654964895,1162,0.0283384323120117,,
3609.940055,186,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0108668804168701,,
3609.940528,186,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0083975791931152,,
3609.940906,186,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0230069160461425,,
3609.941359,186,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0125269889831542,,
3609.941683,186,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0081918239593505,,
3609.942095,186,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8048993875765529,0.7194968553459119,0.9643605870020964,0.6906906906906907,795,0.0199697017669677,,
3609.942585,186,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.0183181762695312,,
3609.942885,186,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0076370239257812,,
3609.94347,186,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.0190269947052001,,
3609.944051,186,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0087242126464843,,
3609.94449,186,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0128548145294189,,
3609.945013,186,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0183484554290771,,
3609.945491,186,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0146243572235107,,
3609.945823,186,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0127379894256591,,
3609.946227,186,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0122535228729248,,
3609.94656,186,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0082776546478271,,
3609.946925,186,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0142388343811035,,
3609.947431,186,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0120449066162109,,
3609.947803,186,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0078368186950683,,
3609.948151,186,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0240170955657959,,
3609.948509,186,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0090854167938232,,
3609.953972,186,learning_update,7830638094315628080,,,,,,"(7, 4, 1, 8, 8)",-0.0017306132323311,0.03,0.18,-0.2117306132323311,,,,,,,,,,,
3609.955229,186,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",-0.0017306132323311,0.03,0.18,-0.2117306132323311,,,,,,,,,,,
3609.956363,186,learning_update,13644997368299628738,,,,,,"(8, 2, 0, 8, 8)",-0.0017306132323311,0.03,0.18,-0.2117306132323311,,,,,,,,,,,
3609.957258,186,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",-0.0017306132323311,0.03,0.18,-0.2117306132323311,,,,,,,,,,,
3609.958276,186,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",-0.0017306132323311,0.03,0.18,-0.2117306132323311,,,,,,,,,,,
3609.982665,187,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.0162168012472307,0.0400725972452879,,,,,,,,,,,,,,,,
3609.983204,187,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",0,-0.0200573284192878,0.0396873898684105,,,,,,,,,,,,,,,,
3609.983592,187,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",1,-0.0168975960777564,0.0400040414721311,,,,,,,,,,,,,,,,
3609.983952,187,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.0098217038491492,0.0407223438581392,,,,,,,,,,,,,,,,
3609.984502,187,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0398769079400901,,,,,,,,,,,,,,,,
3609.984841,187,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399359775889,,,,,,,,,,,,,,,,
3609.985269,187,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",1,-0.0168975960777564,0.0400040414721311,,,,,,,,,,,,,,,,
3609.98562,187,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399359775889,,,,,,,,,,,,,,,,
3609.985929,187,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399359775889,,,,,,,,,,,,,,,,
3609.986409,187,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399359775889,,,,,,,,,,,,,,,,
3609.986744,187,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0184181168884217,0.0398513488227274,,,,,,,,,,,,,,,,
3609.987166,187,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0400040414721311,,,,,,,,,,,,,,,,
3609.987569,187,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",1,-0.0098217038491492,0.0407223438581392,,,,,,,,,,,,,,,,
3609.987921,187,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0174923962451258,0.03994424133279,,,,,,,,,,,,,,,,
3609.988394,187,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0398769079400901,,,,,,,,,,,,,,,,
3609.988812,187,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399359775889,,,,,,,,,,,,,,,,
3609.989318,187,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399359775889,,,,,,,,,,,,,,,,
3609.989759,187,selection_info,7830638094315628080,25,"(7, 4, 1, 8, 8)",0,-0.0177484549917451,0.0399185251795155,,,,,,,,,,,,,,,,
3609.990428,187,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0400040414721311,,,,,,,,,,,,,,,,
3609.990773,187,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399359775889,,,,,,,,,,,,,,,,
3609.99121,187,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399359775889,,,,,,,,,,,,,,,,
3609.991646,187,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0168975960777564,0.0400040414721311,,,,,,,,,,,,,,,,
3609.991976,187,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399359775889,,,,,,,,,,,,,,,,
3609.992355,187,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399359775889,,,,,,,,,,,,,,,,
3609.992747,187,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",0,-0.0174608498448049,0.0399474107051533,,,,,,,,,,,,,,,,
3619.025091,187,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2309906482696533,12.475
3619.025728,187,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2049331665039062,18.5875
3619.026076,187,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.9804196357727052,36.268181818181816
3619.026401,187,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.417985200881958,22.495454545454542
3619.026851,187,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1936936378479004,24.1875
3631.166445,187,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8031496062992126,0.7169811320754716,0.9622641509433962,0.6891891891891891,795,0.0187814235687255,,
3631.166852,187,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0144345760345458,,
3631.167167,187,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0119116306304931,,
3631.16751,187,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0077815055847167,,
3631.167844,187,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7873303167420814,0.6824324324324325,0.9775280898876404,0.6590909090909091,148,0.0099110603332519,,
3631.168149,187,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.014195442199707,,
3631.168555,187,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0165779590606689,,
3631.168913,187,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8115220483641536,0.727366255144033,0.9785591766723842,0.6931956257594167,1944,0.0287389755249023,,
3631.169209,187,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.010298728942871,,
3631.16957,187,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.010277509689331,,
3631.169956,187,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0151796340942382,,
3631.170256,187,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8163265306122449,0.7352941176470589,0.9836065573770492,0.6976744186046512,102,0.0084571838378906,,
3631.170654,187,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0136430263519287,,
3631.171252,187,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0106258392333984,,
3631.171742,187,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0101962089538574,,
3631.172116,187,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0098800659179687,,
3631.172543,187,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0141222476959228,,
3631.172962,187,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8160919540229885,0.7288135593220338,1.0,0.6893203883495146,118,0.0098481178283691,,
3631.173265,187,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.7968503937007874,0.7074829931972789,0.9583333333333334,0.6819407008086253,441,0.038668155670166,,
3631.173671,187,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8222222222222222,0.7480314960629921,0.9736842105263158,0.7115384615384616,127,0.010493516921997,,
3631.17395,187,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0105121135711669,,
3631.174254,187,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0073914527893066,,
3631.174641,187,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0132882595062255,,
3631.175054,187,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8051948051948052,0.7160068846815835,0.9784791965566716,0.6840521564694082,1162,0.0247645378112792,,
3631.175496,187,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0145819187164306,,
3631.180168,187,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",-0.0003408131283042,0.03,0.22,-0.2503408131283042,,,,,,,,,,,
3631.180926,187,learning_update,15368353039753191835,,,,,,"(8, 3, 1, 8, 8)",-0.0003408131283042,0.03,0.22,-0.2503408131283042,,,,,,,,,,,
3631.181848,187,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",-0.0003408131283042,0.03,0.22,-0.2503408131283042,,,,,,,,,,,
3631.182787,187,learning_update,16506691070021547649,,,,,,"(8, 0, 2, 8, 8)",-0.0003408131283042,0.03,0.22,-0.2503408131283042,,,,,,,,,,,
3631.183776,187,learning_update,5631037270461107728,,,,,,"(8, 0, 2, 8, 8)",-0.0003408131283042,0.03,0.22,-0.2503408131283042,,,,,,,,,,,
3631.207102,188,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.0187039925772665,0.0399469525007854,,,,,,,,,,,,,,,,
3631.207473,188,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0186673189927231,0.0399506557770192,,,,,,,,,,,,,,,,
3631.207811,188,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",1,-0.0175211581239067,0.0400665675954281,,,,,,,,,,,,,,,,
3631.208092,188,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",1,-0.0174132596315242,0.0400774967282843,,,,,,,,,,,,,,,,
3631.208373,188,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0400015969822234,,,,,,,,,,,,,,,,
3631.208738,188,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400611493142033,,,,,,,,,,,,,,,,
3631.209035,188,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",1,-0.0175211581239067,0.0400665675954281,,,,,,,,,,,,,,,,
3631.209434,188,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400611493142033,,,,,,,,,,,,,,,,
3631.209774,188,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400611493142033,,,,,,,,,,,,,,,,
3631.210124,188,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400611493142033,,,,,,,,,,,,,,,,
3631.210464,188,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0400015969822234,,,,,,,,,,,,,,,,
3631.210923,188,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.039629851842364,,,,,,,,,,,,,,,,
3631.211361,188,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",1,-0.0148746387956289,0.0403354978261432,,,,,,,,,,,,,,,,
3631.211749,188,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",1,-0.0174923962451258,0.0400694806199602,,,,,,,,,,,,,,,,
3631.212143,188,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0400015969822234,,,,,,,,,,,,,,,,
3631.212508,188,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400611493142033,,,,,,,,,,,,,,,,
3631.212942,188,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400611493142033,,,,,,,,,,,,,,,,
3631.213225,188,selection_info,7830638094315628080,25,"(7, 4, 1, 8, 8)",0,-0.0177484549917451,0.0400435542476757,,,,,,,,,,,,,,,,
3631.213493,188,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.039629851842364,,,,,,,,,,,,,,,,
3631.213892,188,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400611493142033,,,,,,,,,,,,,,,,
3631.214193,188,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400611493142033,,,,,,,,,,,,,,,,
3631.214507,188,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.039629851842364,,,,,,,,,,,,,,,,
3631.214998,188,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400611493142033,,,,,,,,,,,,,,,,
3631.21538,188,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400611493142033,,,,,,,,,,,,,,,,
3631.215733,188,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0187987306811002,0.0399373874934797,,,,,,,,,,,,,,,,
3640.238555,188,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4110486507415771,22.545454545454547
3640.239143,188,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.6813080310821533,36.19545454545455
3640.239529,188,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,2.3383710384368896,13.627272727272729
3640.239894,188,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2123386859893798,18.5
3640.240273,188,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1908092498779297,24.23125
3652.371198,188,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0140926837921142,,
3652.371723,188,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0092823505401611,,
3652.372082,188,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0188550949096679,,
3652.372582,188,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8333333333333334,0.7637795275590551,0.986842105263158,0.7211538461538461,127,0.014634370803833,,
3652.37295,188,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.010582685470581,,
3652.373274,188,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0270993709564209,,
3652.373598,188,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0117504596710205,,
3652.373957,188,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8082191780821918,0.7254901960784313,0.9833333333333332,0.686046511627907,102,0.0086126327514648,,
3652.374261,188,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0134451389312744,,
3652.374613,188,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0309245586395263,,
3652.374989,188,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0192775726318359,,
3652.375266,188,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0069992542266845,,
3652.375563,188,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0148825645446777,,
3652.375882,188,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0119996070861816,,
3652.376304,188,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0237224102020263,,
3652.376789,188,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0162382125854492,,
3652.377407,188,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.8356164383561644,0.7647058823529411,1.0,0.7176470588235294,102,0.0078523159027099,,
3652.377773,188,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0228028297424316,,
3652.378108,188,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0097486972808837,,
3652.37848,188,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.8079470198675497,0.7156862745098039,1.0,0.6777777777777778,102,0.0083498954772949,,
3652.378825,188,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0283014774322509,,
3652.379165,188,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0141458511352539,,
3652.379538,188,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0134236812591552,,
3652.379917,188,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0109858512878417,,
3652.380306,188,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0144872665405273,,
3652.384922,188,learning_update,15368353039753191835,,,,,,"(8, 3, 1, 8, 8)",0.0020273874094413,0.03,0.23,-0.2579726125905587,,,,,,,,,,,
3652.385864,188,learning_update,4354536512509177290,,,,,,"(8, 4, 1, 8, 8)",0.0020273874094413,0.03,0.23,-0.2579726125905587,,,,,,,,,,,
3652.386568,188,learning_update,8818734309448792929,,,,,,"(8, 0, 1, 8, 8)",0.0020273874094413,0.03,0.23,-0.2579726125905587,,,,,,,,,,,
3652.387097,188,learning_update,16506691070021547649,,,,,,"(8, 1, 2, 8, 8)",0.0020273874094413,0.03,0.23,-0.2579726125905587,,,,,,,,,,,
3652.388219,188,learning_update,5631037270461107728,,,,,,"(8, 1, 2, 8, 8)",0.0020273874094413,0.03,0.23,-0.2579726125905587,,,,,,,,,,,
3652.411009,189,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.0187039925772665,0.0398685214323366,,,,,,,,,,,,,,,,
3652.411433,189,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0186673189927231,0.0398722360113389,,,,,,,,,,,,,,,,
3652.411716,189,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",1,-0.0122258242345471,0.0405300777048514,,,,,,,,,,,,,,,,
3652.411979,189,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",0,-0.0199755724977983,0.0397399399594191,,,,,,,,,,,,,,,,
3652.412274,189,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0399233328697173,,,,,,,,,,,,,,,,
3652.412795,189,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399830675811045,,,,,,,,,,,,,,,,
3652.413114,189,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,-0.0122258242345471,0.0405300777048514,,,,,,,,,,,,,,,,
3652.41355,189,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399830675811045,,,,,,,,,,,,,,,,
3652.413895,189,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399830675811045,,,,,,,,,,,,,,,,
3652.414312,189,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399830675811045,,,,,,,,,,,,,,,,
3652.41471,189,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0399233328697173,,,,,,,,,,,,,,,,
3652.415067,189,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0395504593857288,,,,,,,,,,,,,,,,
3652.415416,189,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.0174394902827388,0.0399967997847651,,,,,,,,,,,,,,,,
3652.41575,189,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",1,-0.0152627306405571,0.0402185902910381,,,,,,,,,,,,,,,,
3652.416099,189,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0399233328697173,,,,,,,,,,,,,,,,
3652.416406,189,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399830675811045,,,,,,,,,,,,,,,,
3652.416741,189,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399830675811045,,,,,,,,,,,,,,,,
3652.417098,189,selection_info,7830638094315628080,25,"(7, 3, 1, 8, 8)",1,-0.0064153933496119,0.0411327772943331,,,,,,,,,,,,,,,,
3652.417434,189,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0395504593857288,,,,,,,,,,,,,,,,
3652.417825,189,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399830675811045,,,,,,,,,,,,,,,,
3652.418145,189,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399830675811045,,,,,,,,,,,,,,,,
3652.418475,189,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0395504593857288,,,,,,,,,,,,,,,,
3652.418829,189,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399830675811045,,,,,,,,,,,,,,,,
3652.419216,189,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399830675811045,,,,,,,,,,,,,,,,
3652.41975,189,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0187987306811002,0.0398589272396816,,,,,,,,,,,,,,,,
3661.447455,189,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.7187504768371582,36.25454545454546
3661.447942,189,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,3.0846524238586426,13.636363636363637
3661.448355,189,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4722990989685058,22.527272727272727
3661.448727,189,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.5854833126068115,18.163636363636364
3673.542916,189,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0098843574523925,,
3673.54337,189,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0083847045898437,,
3673.543677,189,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0177569389343261,,
3673.543985,189,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0262408256530761,,
3673.54431,189,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0094079971313476,,
3673.54471,189,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.013641357421875,,
3673.545109,189,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0232951641082763,,
3673.545493,189,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0102410316467285,,
3673.545811,189,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.008181095123291,,
3673.546095,189,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0328369140625,,
3673.546431,189,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.021620750427246,,
3673.546785,189,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0156111717224121,,
3673.547091,189,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0125372409820556,,
3673.547547,189,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0084478855133056,,
3673.548032,189,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0101439952850341,,
3673.548483,189,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0093333721160888,,
3673.548804,189,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0092923641204833,,
3673.549077,189,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0121867656707763,,
3673.549631,189,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0155262947082519,,
3673.549975,189,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0277290344238281,,
3673.5504,189,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0154199600219726,,
3673.550857,189,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0132925510406494,,
3673.55126,189,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0090694427490234,,
3673.551629,189,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0281941890716552,,
3673.551932,189,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0111329555511474,,
3673.556074,189,learning_update,16506691070021547649,,,,,,"(8, 2, 2, 8, 8)",-0.0004253099767692,0.01,0.2,-0.2104253099767692,,,,,,,,,,,
3673.556779,189,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",-0.0004253099767692,0.01,0.2,-0.2104253099767692,,,,,,,,,,,
3673.557493,189,learning_update,8818734309448792929,,,,,,"(8, 1, 1, 8, 8)",-0.0004253099767692,0.01,0.2,-0.2104253099767692,,,,,,,,,,,
3673.558081,189,learning_update,7830638094315628080,,,,,,"(7, 3, 1, 8, 8)",-0.0004253099767692,0.01,0.2,-0.2104253099767692,,,,,,,,,,,
3673.581058,190,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.0187039925772665,0.0397176498235418,,,,,,,,,,,,,,,,
3673.581557,190,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0186673189927231,0.0397213689421391,,,,,,,,,,,,,,,,
3673.581875,190,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,-0.0178464377803179,0.039804706833146,,,,,,,,,,,,,,,,
3673.582199,190,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0174394902827388,0.0398460859523491,,,,,,,,,,,,,,,,
3673.582727,190,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",1,0.0060132306469694,0.0423049197801405,,,,,,,,,,,,,,,,
3673.583105,190,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398323367596684,,,,,,,,,,,,,,,,
3673.583404,190,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0178464377803179,0.039804706833146,,,,,,,,,,,,,,,,
3673.583735,190,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398323367596684,,,,,,,,,,,,,,,,
3673.583975,190,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398323367596684,,,,,,,,,,,,,,,,
3673.584428,190,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398323367596684,,,,,,,,,,,,,,,,
3673.584922,190,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0397725284227303,,,,,,,,,,,,,,,,
3673.585406,190,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0393992055473436,,,,,,,,,,,,,,,,
3673.585759,190,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.0174394902827388,0.0398460859523491,,,,,,,,,,,,,,,,
3673.586089,190,selection_info,8818734309448792929,25,"(8, 2, 1, 8, 8)",1,-0.0122970150726848,0.0403727029404262,,,,,,,,,,,,,,,,
3673.586468,190,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,0.0060132306469694,0.0423049197801405,,,,,,,,,,,,,,,,
3673.586884,190,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398323367596684,,,,,,,,,,,,,,,,
3673.587367,190,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398323367596684,,,,,,,,,,,,,,,,
3673.587807,190,selection_info,7830638094315628080,25,"(8, 3, 1, 8, 8)",0,-0.0174394902827388,0.0398460859523491,,,,,,,,,,,,,,,,
3673.588132,190,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0393992055473436,,,,,,,,,,,,,,,,
3673.588522,190,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398323367596684,,,,,,,,,,,,,,,,
3673.588946,190,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398323367596684,,,,,,,,,,,,,,,,
3673.589401,190,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0393992055473436,,,,,,,,,,,,,,,,
3673.589753,190,selection_info,8420893525106420796,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398323367596684,,,,,,,,,,,,,,,,
3673.590073,190,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0398323367596684,,,,,,,,,,,,,,,,
3673.590455,190,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0145878540973574,0.0401372545488267,,,,,,,,,,,,,,,,
3682.615775,190,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1560332775115966,47.25
3682.616255,190,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3443148136138916,9.154545454545454
3682.616678,190,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.344273567199707,22.577272727272728
3682.617209,190,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,2.3973276615142822,13.636363636363637
3694.735911,190,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0287361145019531,,
3694.73633,190,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0388989448547363,,
3694.736688,190,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0072243213653564,,
3694.737108,190,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0114901065826416,,
3694.737444,190,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.008202314376831,,
3694.737811,190,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0092239379882812,,
3694.738098,190,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0201218128204345,,
3694.738391,190,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0099172592163085,,
3694.738833,190,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0098562240600585,,
3694.739142,190,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0126862525939941,,
3694.739433,190,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0203304290771484,,
3694.739887,190,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0162022113800048,,
3694.740218,190,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0214300155639648,,
3694.740578,190,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.027184247970581,,
3694.74087,190,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0140838623046875,,
3694.741188,190,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0103411674499511,,
3694.741497,190,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0099532604217529,,
3694.741843,190,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.009902000427246,,
3694.742102,190,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0217757225036621,,
3694.742425,190,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0134761333465576,,
3694.742734,190,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.008028507232666,,
3694.743029,190,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0114176273345947,,
3694.74329,190,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0103025436401367,,
3694.743606,190,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0163111686706542,,
3694.743865,190,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0076889991760253,,
3694.747763,190,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 8, 8)",-2.775557561562892e-17,0.0,0.18,-0.18,,,,,,,,,,,
3694.74846,190,learning_update,8818734309448792929,,,,,,"(8, 2, 1, 8, 8)",-2.775557561562892e-17,0.0,0.18,-0.18,,,,,,,,,,,
3694.749176,190,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",-2.775557561562892e-17,0.0,0.18,-0.18,,,,,,,,,,,
3694.749867,190,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",-2.775557561562892e-17,0.0,0.18,-0.18,,,,,,,,,,,
3694.773032,191,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.0200573284192878,0.0397333516696653,,,,,,,,,,,,,,,,
3694.773427,191,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0186673189927231,0.0398753252061982,,,,,,,,,,,,,,,,
3694.773791,191,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,-0.0178464377803179,0.039959406955362,,,,,,,,,,,,,,,,
3694.774078,191,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",1,-0.0141310003345026,0.0403421969642004,,,,,,,,,,,,,,,,
3694.774372,191,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0399269412216355,,,,,,,,,,,,,,,,
3694.774793,191,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399872836967045,,,,,,,,,,,,,,,,
3694.775203,191,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0178464377803179,0.039959406955362,,,,,,,,,,,,,,,,
3694.775504,191,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399872836967045,,,,,,,,,,,,,,,,
3694.775922,191,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399872836967045,,,,,,,,,,,,,,,,
3694.776234,191,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399872836967045,,,,,,,,,,,,,,,,
3694.776657,191,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0399269412216355,,,,,,,,,,,,,,,,
3694.776995,191,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0395502945960812,,,,,,,,,,,,,,,,
3694.777424,191,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",1,-0.0141310003345026,0.0403421969642004,,,,,,,,,,,,,,,,
3694.777858,191,selection_info,8818734309448792929,25,"(8, 3, 1, 8, 8)",0,-0.0174394902827388,0.0400011557454866,,,,,,,,,,,,,,,,
3694.778149,191,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0399269412216355,,,,,,,,,,,,,,,,
3694.778501,191,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399872836967045,,,,,,,,,,,,,,,,
3694.778884,191,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399872836967045,,,,,,,,,,,,,,,,
3694.779202,191,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",1,-0.0141310003345026,0.0403421969642004,,,,,,,,,,,,,,,,
3694.779467,191,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0395502945960812,,,,,,,,,,,,,,,,
3694.779875,191,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399872836967045,,,,,,,,,,,,,,,,
3694.780216,191,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399872836967045,,,,,,,,,,,,,,,,
3694.780573,191,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0395502945960812,,,,,,,,,,,,,,,,
3694.780969,191,selection_info,8420893525106420796,25,"(7, 0, 0, 8, 8)",1,-0.0076685938090975,0.041016755090043,,,,,,,,,,,,,,,,
3694.781317,191,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399872836967045,,,,,,,,,,,,,,,,
3694.781648,191,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0163732662432601,0.04011074676179,,,,,,,,,,,,,,,,
3703.811794,191,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4222176074981689,9.045454545454543
3703.812304,191,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1959986686706543,24.38125
3703.812675,191,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,2.13944149017334,6.1
3703.812986,191,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2018136978149414,18.575
3703.813356,191,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.8924593925476076,18.172727272727272
3715.901333,191,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0161116123199462,,
3715.901757,191,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0118794441223144,,
3715.902106,191,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0116527080535888,,
3715.902477,191,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0133826732635498,,
3715.902856,191,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0209393501281738,,
3715.903186,191,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0303559303283691,,
3715.903609,191,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0184905529022216,,
3715.903942,191,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0088214874267578,,
3715.904189,191,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0169994831085205,,
3715.904448,191,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0182249546051025,,
3715.904692,191,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0199368000030517,,
3715.905028,191,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0106210708618164,,
3715.905307,191,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0151808261871337,,
3715.905657,191,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0097241401672363,,
3715.906031,191,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.011242389678955,,
3715.906316,191,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0081987380981445,,
3715.906668,191,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0101354122161865,,
3715.907074,191,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0249912738800048,,
3715.90741,191,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0152280330657958,,
3715.907681,191,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0101051330566406,,
3715.908057,191,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0130345821380615,,
3715.908392,191,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0199377536773681,,
3715.908692,191,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0070741176605224,,
3715.909069,191,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076825618743896,,
3715.909401,191,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0127606391906738,,
3715.913177,191,learning_update,8420893525106420796,,,,,,"(7, 0, 0, 8, 8)",-2.775557561562892e-17,0.0,0.14,-0.14,,,,,,,,,,,
3715.913915,191,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",-2.775557561562892e-17,0.0,0.14,-0.14,,,,,,,,,,,
3715.914637,191,learning_update,15368353039753191835,,,,,,"(8, 2, 1, 8, 8)",-2.775557561562892e-17,0.0,0.14,-0.14,,,,,,,,,,,
3715.915464,191,learning_update,7830638094315628080,,,,,,"(8, 2, 1, 8, 8)",-2.775557561562892e-17,0.0,0.14,-0.14,,,,,,,,,,,
3715.91631,191,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",-2.775557561562892e-17,0.0,0.14,-0.14,,,,,,,,,,,
3715.939319,192,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0186673189927231,0.0398402922224203,,,,,,,,,,,,,,,,
3715.939692,192,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399527152524391,,,,,,,,,,,,,,,,
3715.940059,192,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,-0.0178464377803179,0.039924722696525,,,,,,,,,,,,,,,,
3715.940389,192,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0174394902827388,0.0399666449695163,,,,,,,,,,,,,,,,
3715.940744,192,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0398921222068488,,,,,,,,,,,,,,,,
3715.941066,192,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399527152524391,,,,,,,,,,,,,,,,
3715.941465,192,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0178464377803179,0.039924722696525,,,,,,,,,,,,,,,,
3715.941827,192,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399527152524391,,,,,,,,,,,,,,,,
3715.942205,192,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399527152524391,,,,,,,,,,,,,,,,
3715.942607,192,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399527152524391,,,,,,,,,,,,,,,,
3715.943148,192,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",1,0.0019862645810774,0.0420198679933081,,,,,,,,,,,,,,,,
3715.943492,192,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0395139219941264,,,,,,,,,,,,,,,,
3715.943899,192,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.0174394902827388,0.0399666449695163,,,,,,,,,,,,,,,,
3715.944326,192,selection_info,8818734309448792929,25,"(8, 3, 1, 8, 8)",0,-0.0174394902827388,0.0399666449695163,,,,,,,,,,,,,,,,
3715.944709,192,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0398921222068488,,,,,,,,,,,,,,,,
3715.945138,192,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399527152524391,,,,,,,,,,,,,,,,
3715.945504,192,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399527152524391,,,,,,,,,,,,,,,,
3715.945894,192,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",0,-0.018331186564111,0.0398748429976825,,,,,,,,,,,,,,,,
3715.946261,192,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0395139219941264,,,,,,,,,,,,,,,,
3715.946644,192,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399527152524391,,,,,,,,,,,,,,,,
3715.947051,192,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399527152524391,,,,,,,,,,,,,,,,
3715.947376,192,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0395139219941264,,,,,,,,,,,,,,,,
3715.947714,192,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0101173694078994,0.0407285100582638,,,,,,,,,,,,,,,,
3715.948092,192,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0399527152524391,,,,,,,,,,,,,,,,
3715.948581,192,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0177568929770168,0.0399339435062568,,,,,,,,,,,,,,,,
3721.966482,192,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.5494575500488281,36.17727272727273
3721.967203,192,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,0.9827241897583008,6.3125
3734.081039,192,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0088245868682861,,
3734.081513,192,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0105209350585937,,
3734.08194,192,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.025759220123291,,
3734.082306,192,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.04429292678833,,
3734.082751,192,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0208797454833984,,
3734.083047,192,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0071361064910888,,
3734.083329,192,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0087528228759765,,
3734.083673,192,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080254077911376,,
3734.084009,192,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0153872966766357,,
3734.08436,192,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0269820690155029,,
3734.084709,192,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0087566375732421,,
3734.085012,192,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0072264671325683,,
3734.085334,192,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0090045928955078,,
3734.085674,192,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0244073867797851,,
3734.085988,192,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0148568153381347,,
3734.086243,192,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0128898620605468,,
3734.086592,192,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0111951828002929,,
3734.086895,192,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0091946125030517,,
3734.087192,192,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0140810012817382,,
3734.087466,192,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0197446346282959,,
3734.087772,192,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0313689708709716,,
3734.088121,192,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0092394351959228,,
3734.08847,192,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.035632848739624,,
3734.088756,192,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0137507915496826,,
3734.089064,192,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0134005546569824,,
3734.093187,192,learning_update,10577062229270185434,,,,,,"(7, 0, 2, 8, 8)",5.551115123125783e-17,0.0,0.09,-0.0899999999999999,,,,,,,,,,,
3734.093966,192,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",5.551115123125783e-17,0.0,0.09,-0.0899999999999999,,,,,,,,,,,
3734.117368,193,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",1,-0.017574661329854,0.0400617335661373,,,,,,,,,,,,,,,,
3734.117806,193,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",1,-0.017574661329854,0.0400617335661373,,,,,,,,,,,,,,,,
3734.118126,193,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",1,-0.0164896237014628,0.0401745568904921,,,,,,,,,,,,,,,,
3734.118445,193,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.018331186564111,0.0399832568225884,,,,,,,,,,,,,,,,
3734.118865,193,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0400006700963855,,,,,,,,,,,,,,,,
3734.119298,193,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400617335661373,,,,,,,,,,,,,,,,
3734.119705,193,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,-0.0164896237014628,0.0401745568904921,,,,,,,,,,,,,,,,
3734.12005,193,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400617335661373,,,,,,,,,,,,,,,,
3734.120369,193,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400617335661373,,,,,,,,,,,,,,,,
3734.120793,193,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400617335661373,,,,,,,,,,,,,,,,
3734.121186,193,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0400006700963855,,,,,,,,,,,,,,,,
3734.121665,193,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0396195442248929,,,,,,,,,,,,,,,,
3734.121996,193,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",0,-0.018331186564111,0.0399832568225884,,,,,,,,,,,,,,,,
3734.122268,193,selection_info,8818734309448792929,25,"(8, 3, 1, 8, 8)",1,-0.0174394902827388,0.0400757714946996,,,,,,,,,,,,,,,,
3734.122644,193,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0400006700963855,,,,,,,,,,,,,,,,
3734.123078,193,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400617335661373,,,,,,,,,,,,,,,,
3734.123443,193,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400617335661373,,,,,,,,,,,,,,,,
3734.123888,193,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",0,-0.018331186564111,0.0399832568225884,,,,,,,,,,,,,,,,
3734.124133,193,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0396195442248929,,,,,,,,,,,,,,,,
3734.124469,193,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400617335661373,,,,,,,,,,,,,,,,
3734.124829,193,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400617335661373,,,,,,,,,,,,,,,,
3734.125086,193,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0396195442248929,,,,,,,,,,,,,,,,
3734.125386,193,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0177568929770168,0.0400428160326021,,,,,,,,,,,,,,,,
3734.125658,193,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.017574661329854,0.0400617335661373,,,,,,,,,,,,,,,,
3734.125926,193,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0177568929770168,0.0400428160326021,,,,,,,,,,,,,,,,
3743.157813,193,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.7029616832733154,36.22272727272727
3743.158359,193,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2216086387634277,12.39375
3743.158813,193,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,3.182419538497925,13.63181818181818
3743.159199,193,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.186697244644165,9.05
3743.159551,193,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.553502082824707,22.713636363636365
3755.302749,193,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0182514190673828,,
3755.303154,193,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.016303539276123,,
3755.303514,193,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0085499286651611,,
3755.303875,193,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0138523578643798,,
3755.304165,193,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.010108470916748,,
3755.304527,193,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0201659202575683,,
3755.304887,193,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.028226613998413,,
3755.305164,193,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0154757499694824,,
3755.305478,193,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0176081657409667,,
3755.305903,193,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0144557952880859,,
3755.306257,193,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0095620155334472,,
3755.306677,193,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0079164505004882,,
3755.307047,193,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0442516803741455,,
3755.307399,193,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0069918632507324,,
3755.30782,193,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0121688842773437,,
3755.308088,193,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0105514526367187,,
3755.30852,193,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0132889747619628,,
3755.308951,193,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0140507221221923,,
3755.309283,193,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0108335018157958,,
3755.309639,193,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0152835845947265,,
3755.309981,193,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0305800437927246,,
3755.310275,193,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0115809440612792,,
3755.310708,193,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080499649047851,,
3755.310936,193,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0119159221649169,,
3755.3112,193,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0095133781433105,,
3755.315335,193,learning_update,16506691070021547649,,,,,,"(8, 2, 2, 8, 8)",-2.775557561562892e-17,0.01,0.2,-0.21,,,,,,,,,,,
3755.316089,193,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",-2.775557561562892e-17,0.01,0.2,-0.21,,,,,,,,,,,
3755.317059,193,learning_update,8818734309448792929,,,,,,"(8, 3, 1, 8, 8)",-2.775557561562892e-17,0.01,0.2,-0.21,,,,,,,,,,,
3755.318008,193,learning_update,16206290167654754491,,,,,,"(8, 0, 0, 8, 8)",-2.775557561562892e-17,0.01,0.2,-0.21,,,,,,,,,,,
3755.318837,193,learning_update,13644997368299628738,,,,,,"(8, 0, 0, 8, 8)",-2.775557561562892e-17,0.01,0.2,-0.21,,,,,,,,,,,
3755.342205,194,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0186673189927231,0.0401485637221919,,,,,,,,,,,,,,,,
3755.342656,194,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0186673189927231,0.0401485637221919,,,,,,,,,,,,,,,,
3755.343022,194,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0206545609436836,0.0399412693003695,,,,,,,,,,,,,,,,
3755.343335,194,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.0173250295695734,0.0402891898795456,,,,,,,,,,,,,,,,
3755.343723,194,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,-0.0181631924074432,0.0402013213486747,,,,,,,,,,,,,,,,
3755.344122,194,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398286774236028,,,,,,,,,,,,,,,,
3755.344535,194,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0206545609436836,0.0399412693003695,,,,,,,,,,,,,,,,
3755.344892,194,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398286774236028,,,,,,,,,,,,,,,,
3755.345239,194,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398286774236028,,,,,,,,,,,,,,,,
3755.345656,194,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398286774236028,,,,,,,,,,,,,,,,
3755.346016,194,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0402013213486747,,,,,,,,,,,,,,,,
3755.346386,194,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.039816368112317,,,,,,,,,,,,,,,,
3755.346673,194,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",1,-0.0173250295695734,0.0402891898795456,,,,,,,,,,,,,,,,
3755.347029,194,selection_info,8818734309448792929,25,"(8, 3, 1, 8, 8)",0,-0.0195220507924561,0.0400592728766359,,,,,,,,,,,,,,,,
3755.347391,194,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0181631924074432,0.0402013213486747,,,,,,,,,,,,,,,,
3755.347733,194,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398286774236028,,,,,,,,,,,,,,,,
3755.348058,194,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398286774236028,,,,,,,,,,,,,,,,
3755.348404,194,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",0,-0.018331186564111,0.0401837328031057,,,,,,,,,,,,,,,,
3755.348778,194,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.039816368112317,,,,,,,,,,,,,,,,
3755.349209,194,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398286774236028,,,,,,,,,,,,,,,,
3755.349623,194,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398286774236028,,,,,,,,,,,,,,,,
3755.349995,194,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.039816368112317,,,,,,,,,,,,,,,,
3755.350272,194,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0177568929770168,0.0402438916603219,,,,,,,,,,,,,,,,
3755.350622,194,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398286774236028,,,,,,,,,,,,,,,,
3755.351059,194,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0177568929770168,0.0402438916603219,,,,,,,,,,,,,,,,
3761.38213,194,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2117955684661865,18.08125
3761.382658,194,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2875170707702636,22.404545454545453
3761.382989,194,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,0.9751687049865724,6.2875
3761.383259,194,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1899514198303222,23.8125
3761.383599,194,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.360750675201416,9.1
3773.525954,194,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0139541625976562,,
3773.526538,194,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0336294174194335,,
3773.526869,194,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0130584239959716,,
3773.527362,194,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0143408775329589,,
3773.527723,194,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0122582912445068,,
3773.528022,194,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0200612545013427,,
3773.528368,194,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0124759674072265,,
3773.528674,194,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0089766979217529,,
3773.528933,194,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0070021152496337,,
3773.529212,194,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0093171596527099,,
3773.52953,194,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0086472034454345,,
3773.5299,194,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0084538459777832,,
3773.530202,194,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0233247280120849,,
3773.530562,194,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0329344272613525,,
3773.530861,194,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0105690956115722,,
3773.531275,194,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0083839893341064,,
3773.531506,194,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0189161300659179,,
3773.531755,194,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0295462608337402,,
3773.531973,194,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0234825611114501,,
3773.532376,194,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0228805541992187,,
3773.532631,194,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0100667476654052,,
3773.532962,194,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0153901576995849,,
3773.533437,194,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0088279247283935,,
3773.533832,194,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0150313377380371,,
3773.534164,194,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0148084163665771,,
3773.538528,194,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",-2.775557561562892e-17,0.0,0.15,-0.15,,,,,,,,,,,
3773.539224,194,learning_update,15368353039753191835,,,,,,"(8, 1, 1, 8, 8)",-2.775557561562892e-17,0.0,0.15,-0.15,,,,,,,,,,,
3773.539855,194,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",-2.775557561562892e-17,0.0,0.15,-0.15,,,,,,,,,,,
3773.5405,194,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",-2.775557561562892e-17,0.0,0.15,-0.15,,,,,,,,,,,
3773.541242,194,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",-2.775557561562892e-17,0.0,0.15,-0.15,,,,,,,,,,,
3773.564968,195,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",1,-0.0186673189927231,0.0401991928561036,,,,,,,,,,,,,,,,
3773.565408,195,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0186673189927231,0.0401991928561036,,,,,,,,,,,,,,,,
3773.565782,195,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0225251065798338,0.0397952390147998,,,,,,,,,,,,,,,,
3773.566084,195,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",1,-0.018331186564111,0.0402345833161199,,,,,,,,,,,,,,,,
3773.56643,195,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",1,-0.0184181168884217,0.0402254276752377,,,,,,,,,,,,,,,,
3773.566704,195,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398773001360581,,,,,,,,,,,,,,,,
3773.567137,195,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0225251065798338,0.0397952390147998,,,,,,,,,,,,,,,,
3773.567479,195,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398773001360581,,,,,,,,,,,,,,,,
3773.567763,195,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398773001360581,,,,,,,,,,,,,,,,
3773.568041,195,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398773001360581,,,,,,,,,,,,,,,,
3773.568355,195,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0196473235353646,0.0400961884554165,,,,,,,,,,,,,,,,
3773.568624,195,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0398649138760398,,,,,,,,,,,,,,,,
3773.568853,195,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",1,-0.018331186564111,0.0402345833161199,,,,,,,,,,,,,,,,
3773.569404,195,selection_info,8818734309448792929,25,"(8, 2, 1, 8, 8)",1,-0.018331186564111,0.0402345833161199,,,,,,,,,,,,,,,,
3773.569722,195,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0196473235353646,0.0400961884554165,,,,,,,,,,,,,,,,
3773.569965,195,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398773001360581,,,,,,,,,,,,,,,,
3773.570388,195,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398773001360581,,,,,,,,,,,,,,,,
3773.5708,195,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",0,-0.0202935730325021,0.0400284081791042,,,,,,,,,,,,,,,,
3773.571235,195,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0398649138760398,,,,,,,,,,,,,,,,
3773.571671,195,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398773001360581,,,,,,,,,,,,,,,,
3773.572141,195,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398773001360581,,,,,,,,,,,,,,,,
3773.572522,195,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0398649138760398,,,,,,,,,,,,,,,,
3773.572885,195,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0187987306811002,0.0401853653460075,,,,,,,,,,,,,,,,
3773.573264,195,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0398773001360581,,,,,,,,,,,,,,,,
3773.573654,195,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0187987306811002,0.0401853653460075,,,,,,,,,,,,,,,,
3782.601743,195,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.365156888961792,22.568181818181817
3782.602372,195,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.1952254772186279,24.64375
3782.602717,195,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2014460563659668,18.65625
3782.60299,195,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,2.765618085861206,13.63181818181818
3782.603552,195,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2328968048095703,12.30625
3794.757928,195,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0195028781890869,,
3794.758431,195,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0154163837432861,,
3794.758723,195,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.010127305984497,,
3794.759131,195,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0102474689483642,,
3794.759581,195,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0281577110290527,,
3794.759969,195,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.011533498764038,,
3794.760313,195,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0210814476013183,,
3794.760729,195,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0237388610839843,,
3794.761204,195,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0103487968444824,,
3794.761495,195,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0091845989227294,,
3794.761833,195,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0148987770080566,,
3794.762168,195,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0083086490631103,,
3794.762498,195,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0120010375976562,,
3794.762929,195,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0282974243164062,,
3794.763238,195,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0106496810913085,,
3794.763595,195,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.012291669845581,,
3794.763998,195,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0138428211212158,,
3794.764277,195,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0200705528259277,,
3794.764554,195,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0081920623779296,,
3794.764847,195,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0105378627777099,,
3794.765138,195,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0217266082763671,,
3794.765485,195,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0196478366851806,,
3794.765824,195,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0081899166107177,,
3794.766105,195,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0213625431060791,,
3794.76636,195,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0259764194488525,,
3794.772067,195,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",-1.1102230246251563e-16,0.0,0.17,-0.1700000000000001,,,,,,,,,,,
3794.772939,195,learning_update,15368353039753191835,,,,,,"(8, 2, 1, 8, 8)",-1.1102230246251563e-16,0.0,0.17,-0.1700000000000001,,,,,,,,,,,
3794.77378,195,learning_update,8818734309448792929,,,,,,"(8, 2, 1, 8, 8)",-1.1102230246251563e-16,0.0,0.17,-0.1700000000000001,,,,,,,,,,,
3794.774648,195,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 8, 8)",-1.1102230246251563e-16,0.0,0.17,-0.1700000000000001,,,,,,,,,,,
3794.775437,195,learning_update,16206290167654754491,,,,,,"(8, 1, 0, 8, 8)",-1.1102230246251563e-16,0.0,0.17,-0.1700000000000001,,,,,,,,,,,
3794.80012,196,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.0200573284192878,0.0400238604096548,,,,,,,,,,,,,,,,
3794.800487,196,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0203611617585694,0.0399918769755136,,,,,,,,,,,,,,,,
3794.800817,196,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0225251065798338,0.0397648243800738,,,,,,,,,,,,,,,,
3794.801099,196,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.0195220507924561,0.0400802693841238,,,,,,,,,,,,,,,,
3794.801387,196,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0200996987715332,0.0400193987019518,,,,,,,,,,,,,,,,
3794.801945,196,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.039847235261685,,,,,,,,,,,,,,,,
3794.802585,196,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0225251065798338,0.0397648243800738,,,,,,,,,,,,,,,,
3794.803107,196,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.039847235261685,,,,,,,,,,,,,,,,
3794.80348,196,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.039847235261685,,,,,,,,,,,,,,,,
3794.803885,196,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.039847235261685,,,,,,,,,,,,,,,,
3794.804257,196,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,-0.0196473235353646,0.0400670606888886,,,,,,,,,,,,,,,,
3794.804573,196,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0398347961543826,,,,,,,,,,,,,,,,
3794.805094,196,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",1,-0.0195220507924561,0.0400802693841238,,,,,,,,,,,,,,,,
3794.805493,196,selection_info,8818734309448792929,25,"(8, 2, 1, 8, 8)",0,-0.0233773368452969,0.0396757580682627,,,,,,,,,,,,,,,,
3794.805878,196,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,0.0009029332035996,0.0422931531740717,,,,,,,,,,,,,,,,
3794.806183,196,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.039847235261685,,,,,,,,,,,,,,,,
3794.806527,196,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.039847235261685,,,,,,,,,,,,,,,,
3794.807353,196,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",0,-0.0202935730325021,0.0399989895845797,,,,,,,,,,,,,,,,
3794.807745,196,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0398347961543826,,,,,,,,,,,,,,,,
3794.808147,196,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.039847235261685,,,,,,,,,,,,,,,,
3794.808519,196,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.039847235261685,,,,,,,,,,,,,,,,
3794.809181,196,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0398347961543826,,,,,,,,,,,,,,,,
3794.809577,196,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0187987306811002,0.0401566210956339,,,,,,,,,,,,,,,,
3794.810227,196,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.039847235261685,,,,,,,,,,,,,,,,
3794.810704,196,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0207252160732727,0.0399535879547343,,,,,,,,,,,,,,,,
3800.842722,196,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2042782306671142,18.1125
3800.843327,196,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,0.997356414794922,6.275
3800.843637,196,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.5224401950836182,36.23636363636364
3800.843988,196,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2100749015808105,23.9875
3800.844314,196,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1673076152801513,46.8625
3812.94413,196,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0242979526519775,,
3812.944647,196,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0241730213165283,,
3812.945147,196,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0225138664245605,,
3812.945513,196,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0281178951263427,,
3812.946044,196,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076239109039306,,
3812.946519,196,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0219881534576416,,
3812.946923,196,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0101978778839111,,
3812.947401,196,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0110390186309814,,
3812.947845,196,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.006866455078125,,
3812.948346,196,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0218749046325683,,
3812.948688,196,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0099766254425048,,
3812.949089,196,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0079522132873535,,
3812.949551,196,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0299761295318603,,
3812.950079,196,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0148587226867675,,
3812.950605,196,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0273032188415527,,
3812.951025,196,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0127036571502685,,
3812.951358,196,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0109081268310546,,
3812.951678,196,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0260977745056152,,
3812.952053,196,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.008882999420166,,
3812.952439,196,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0243699550628662,,
3812.952925,196,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0100221633911132,,
3812.953251,196,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0116579532623291,,
3812.953579,196,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0130078792572021,,
3812.953913,196,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0086011886596679,,
3812.954447,196,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0125117301940917,,
3812.959887,196,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",1.1102230246251563e-16,0.03,0.24,-0.2699999999999999,,,,,,,,,,,
3812.960741,196,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",1.1102230246251563e-16,0.03,0.24,-0.2699999999999999,,,,,,,,,,,
3812.961564,196,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",1.1102230246251563e-16,0.03,0.24,-0.2699999999999999,,,,,,,,,,,
3812.96248,196,learning_update,15368353039753191835,,,,,,"(8, 3, 1, 8, 8)",1.1102230246251563e-16,0.03,0.24,-0.2699999999999999,,,,,,,,,,,
3812.963423,196,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",1.1102230246251563e-16,0.03,0.24,-0.2699999999999999,,,,,,,,,,,
3812.989805,197,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",1,-0.0200573284192878,0.0401411972405506,,,,,,,,,,,,,,,,
3812.990213,197,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0203611617585694,0.0401089589146877,,,,,,,,,,,,,,,,
3812.990542,197,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0225251065798338,0.0398801005560328,,,,,,,,,,,,,,,,
3812.990862,197,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.024880326212922,0.0396324968498623,,,,,,,,,,,,,,,,
3812.991166,197,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",1,-0.0200996987715332,0.0401366999675315,,,,,,,,,,,,,,,,
3812.991581,197,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399631660992401,,,,,,,,,,,,,,,,
3812.992413,197,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0225251065798338,0.0398801005560328,,,,,,,,,,,,,,,,
3812.992834,197,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399631660992401,,,,,,,,,,,,,,,,
3812.993394,197,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399631660992401,,,,,,,,,,,,,,,,
3812.993779,197,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399631660992401,,,,,,,,,,,,,,,,
3812.994239,197,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,-0.0200996987715332,0.0401366999675315,,,,,,,,,,,,,,,,
3812.994651,197,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0399506281218843,,,,,,,,,,,,,,,,
3812.99517,197,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.024880326212922,0.0396324968498623,,,,,,,,,,,,,,,,
3812.995681,197,selection_info,8818734309448792929,25,"(8, 2, 1, 8, 8)",0,-0.0233773368452969,0.0397903276854679,,,,,,,,,,,,,,,,
3812.996032,197,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0223317475889548,0.0399004969239378,,,,,,,,,,,,,,,,
3812.996526,197,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399631660992401,,,,,,,,,,,,,,,,
3812.996962,197,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399631660992401,,,,,,,,,,,,,,,,
3812.997286,197,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",1,-0.0200345629843452,0.0401436138169669,,,,,,,,,,,,,,,,
3812.997598,197,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0399506281218843,,,,,,,,,,,,,,,,
3812.997968,197,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399631660992401,,,,,,,,,,,,,,,,
3812.998303,197,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399631660992401,,,,,,,,,,,,,,,,
3812.998674,197,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0399506281218843,,,,,,,,,,,,,,,,
3812.999018,197,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0214799319504191,0.0399904745060603,,,,,,,,,,,,,,,,
3812.999456,197,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399631660992401,,,,,,,,,,,,,,,,
3812.999934,197,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0110760077506135,0.041105956906661,,,,,,,,,,,,,,,,
3822.035301,197,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.5344860553741455,36.28636363636363
3822.035835,197,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3428332805633545,22.545454545454547
3822.036182,197,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2469756603240966,11.98125
3822.036434,197,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.9610130786895752,18.17727272727273
3822.036741,197,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3827574253082275,9.181818181818182
3834.179835,197,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0254609584808349,,
3834.180304,197,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0095276832580566,,
3834.180674,197,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0096626281738281,,
3834.181097,197,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0136809349060058,,
3834.181481,197,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0190351009368896,,
3834.181956,197,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0094950199127197,,
3834.18277,197,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0097134113311767,,
3834.184335,197,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0282280445098876,,
3834.184832,197,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0315971374511718,,
3834.185206,197,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0125126838684082,,
3834.18551,197,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0098845958709716,,
3834.185806,197,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0194449424743652,,
3834.186174,197,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0075604915618896,,
3834.186497,197,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0085339546203613,,
3834.186844,197,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0190019607543945,,
3834.187203,197,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.026543378829956,,
3834.187538,197,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0129740238189697,,
3834.188067,197,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0178995132446289,,
3834.188411,197,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0091278553009033,,
3834.188849,197,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0077912807464599,,
3834.189142,197,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0134799480438232,,
3834.18937,197,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0214202404022216,,
3834.189815,197,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0136349201202392,,
3834.190346,197,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076234340667724,,
3834.190861,197,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0113325119018554,,
3834.195042,197,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",0.0001352269512795,0.0,0.21,-0.2098647730487204,,,,,,,,,,,
3834.195788,197,learning_update,7830638094315628080,,,,,,"(8, 0, 1, 8, 8)",0.0001352269512795,0.0,0.21,-0.2098647730487204,,,,,,,,,,,
3834.196376,197,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",0.0001352269512795,0.0,0.21,-0.2098647730487204,,,,,,,,,,,
3834.196983,197,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 8, 8)",0.0001352269512795,0.0,0.21,-0.2098647730487204,,,,,,,,,,,
3834.197678,197,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",0.0001352269512795,0.0,0.21,-0.2098647730487204,,,,,,,,,,,
3834.222323,198,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.0187039925772665,0.0403204383002508,,,,,,,,,,,,,,,,
3834.222817,198,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",1,-0.0203611617585694,0.0401432503482047,,,,,,,,,,,,,,,,
3834.22313,198,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0225251065798338,0.0399130486099059,,,,,,,,,,,,,,,,
3834.223437,198,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.024880326212922,0.0396639989678554,,,,,,,,,,,,,,,,
3834.223845,198,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",1,-0.0159993162777469,0.0406113093167976,,,,,,,,,,,,,,,,
3834.224252,198,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399966009755153,,,,,,,,,,,,,,,,
3834.224562,198,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0225251065798338,0.0399130486099059,,,,,,,,,,,,,,,,
3834.225204,198,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399966009755153,,,,,,,,,,,,,,,,
3834.225578,198,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399966009755153,,,,,,,,,,,,,,,,
3834.225933,198,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399966009755153,,,,,,,,,,,,,,,,
3834.226198,198,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0242178497479312,0.0397338941796428,,,,,,,,,,,,,,,,
3834.226475,198,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.039983989460843,,,,,,,,,,,,,,,,
3834.226877,198,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.024880326212922,0.0396639989678554,,,,,,,,,,,,,,,,
3834.227218,198,selection_info,8818734309448792929,25,"(8, 2, 1, 8, 8)",0,-0.0233773368452969,0.0398227505906347,,,,,,,,,,,,,,,,
3834.227587,198,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0223317475889548,0.0399335644339132,,,,,,,,,,,,,,,,
3834.227961,198,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399966009755153,,,,,,,,,,,,,,,,
3834.228292,198,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399966009755153,,,,,,,,,,,,,,,,
3834.228623,198,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",1,-0.0202935730325021,0.0401504618198656,,,,,,,,,,,,,,,,
3834.229076,198,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.039983989460843,,,,,,,,,,,,,,,,
3834.229394,198,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399966009755153,,,,,,,,,,,,,,,,
3834.229787,198,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399966009755153,,,,,,,,,,,,,,,,
3834.230279,198,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.039983989460843,,,,,,,,,,,,,,,,
3834.230598,198,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0207252160732727,0.0401044293465001,,,,,,,,,,,,,,,,
3834.231056,198,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0399966009755153,,,,,,,,,,,,,,,,
3834.231417,198,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0207252160732727,0.0401044293465001,,,,,,,,,,,,,,,,
3843.252076,198,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2397656440734863,12.175
3843.252624,198,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1871085166931152,8.931818181818182
3843.253032,198,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.008030652999878,6.275
3843.253391,198,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3396806716918945,22.472727272727276
3843.253673,198,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,1.840603590011597,18.181818181818183
3855.367046,198,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0282633304595947,,
3855.367464,198,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0256402492523193,,
3855.367836,198,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0073750019073486,,
3855.368185,198,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0137789249420166,,
3855.368468,198,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0097348690032958,,
3855.36893,198,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.008782148361206,,
3855.369306,198,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0083010196685791,,
3855.369619,198,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0099997520446777,,
3855.370768,198,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0086276531219482,,
3855.371313,198,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0216319561004638,,
3855.371652,198,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0323104858398437,,
3855.372312,198,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0094795227050781,,
3855.372749,198,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0289044380187988,,
3855.373116,198,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0111629962921142,,
3855.373407,198,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0123305320739746,,
3855.374022,198,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0092706680297851,,
3855.37461,198,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0132722854614257,,
3855.375023,198,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0106372833251953,,
3855.375323,198,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0121557712554931,,
3855.375716,198,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0120010375976562,,
3855.376073,198,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0092654228210449,,
3855.376337,198,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0169084072113037,,
3855.376659,198,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0198948383331298,,
3855.377099,198,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0184061527252197,,
3855.377396,198,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0134351253509521,,
3855.381416,198,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",0.0001307297870268,0.02,0.14,-0.1598692702129732,,,,,,,,,,,
3855.382237,198,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",0.0001307297870268,0.02,0.14,-0.1598692702129732,,,,,,,,,,,
3855.383023,198,learning_update,7830638094315628080,,,,,,"(8, 1, 1, 8, 8)",0.0001307297870268,0.02,0.14,-0.1598692702129732,,,,,,,,,,,
3855.383815,198,learning_update,13644997368299628738,,,,,,"(8, 1, 0, 8, 8)",0.0001307297870268,0.02,0.14,-0.1598692702129732,,,,,,,,,,,
3855.384702,198,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",0.0001307297870268,0.02,0.14,-0.1598692702129732,,,,,,,,,,,
3855.408278,199,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.020283981286819,0.0401679288662224,,,,,,,,,,,,,,,,
3855.408633,199,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0219394932989406,0.0399907030671059,,,,,,,,,,,,,,,,
3855.408972,199,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0399995241393119,,,,,,,,,,,,,,,,
3855.409301,199,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.024880326212922,0.0396778071963772,,,,,,,,,,,,,,,,
3855.40967,199,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",1,-0.0139061801430119,0.0408580571307032,,,,,,,,,,,,,,,,
3855.410003,199,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",1,-0.0217382572525496,0.0400122039627873,,,,,,,,,,,,,,,,
3855.41033,199,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0399995241393119,,,,,,,,,,,,,,,,
3855.410698,199,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",1,-0.0217382572525496,0.0400122039627873,,,,,,,,,,,,,,,,
3855.411191,199,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0400122039627873,,,,,,,,,,,,,,,,
3855.41155,199,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0400122039627873,,,,,,,,,,,,,,,,
3855.411969,199,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0242178497479312,0.0397480784052902,,,,,,,,,,,,,,,,
3855.412345,199,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0399995241393119,,,,,,,,,,,,,,,,
3855.412791,199,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.024880326212922,0.0396778071963772,,,,,,,,,,,,,,,,
3855.413179,199,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0218997260359145,0.0399949510505975,,,,,,,,,,,,,,,,
3855.413557,199,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0223317475889548,0.0399488261919717,,,,,,,,,,,,,,,,
3855.413982,199,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0400122039627873,,,,,,,,,,,,,,,,
3855.414598,199,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0400122039627873,,,,,,,,,,,,,,,,
3855.415152,199,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",0,-0.0233773368452969,0.039837413710703,,,,,,,,,,,,,,,,
3855.41553,199,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0399995241393119,,,,,,,,,,,,,,,,
3855.415913,199,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0400122039627873,,,,,,,,,,,,,,,,
3855.41618,199,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0400122039627873,,,,,,,,,,,,,,,,
3855.416514,199,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0399995241393119,,,,,,,,,,,,,,,,
3855.416913,199,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0214799319504191,0.0400398214569919,,,,,,,,,,,,,,,,
3855.417261,199,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0217382572525496,0.0400122039627873,,,,,,,,,,,,,,,,
3855.417596,199,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0223099760022235,0.0399511493660136,,,,,,,,,,,,,,,,
3861.44721,199,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.0086429119110107,6.2625
3861.447939,199,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2531013488769531,12.35
3861.448307,199,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2828278541564941,22.513636363636365
3861.448819,199,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.154345989227295,12.475
3861.449155,199,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1597597599029541,11.7
3873.544902,199,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.009967565536499,,
3873.545327,199,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0106487274169921,,
3873.545751,199,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0116286277770996,,
3873.546093,199,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0399973392486572,,
3873.546591,199,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0127551555633544,,
3873.54694,199,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0150353908538818,,
3873.547269,199,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0076797008514404,,
3873.547664,199,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0503594875335693,,
3873.547933,199,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0153095722198486,,
3873.548202,199,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0085923671722412,,
3873.548482,199,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0078895092010498,,
3873.548767,199,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0161769390106201,,
3873.549113,199,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0283808708190917,,
3873.549527,199,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0213429927825927,,
3873.549904,199,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0261409282684326,,
3873.5503,199,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.01383638381958,,
3873.550599,199,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0073959827423095,,
3873.551061,199,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0095231533050537,,
3873.551517,199,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0128898620605468,,
3873.551888,199,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0117790699005126,,
3873.552274,199,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0161921977996826,,
3873.552769,199,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.010660171508789,,
3873.553122,199,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0099725723266601,,
3873.553455,199,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.019230842590332,,
3873.553844,199,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0121057033538818,,
3873.558251,199,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 8, 8)",-0.0001737440753579,0.04,0.12,-0.1601737440753579,,,,,,,,,,,
3873.558983,199,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",-0.0001737440753579,0.04,0.12,-0.1601737440753579,,,,,,,,,,,
3873.559519,199,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",-0.0001737440753579,0.04,0.12,-0.1601737440753579,,,,,,,,,,,
3873.560215,199,learning_update,13392168843036499530,,,,,,"(8, 0, 0, 8, 8)",-0.0001737440753579,0.04,0.12,-0.1601737440753579,,,,,,,,,,,
3873.560937,199,learning_update,1234113313308987156,,,,,,"(8, 0, 0, 8, 8)",-0.0001737440753579,0.04,0.12,-0.1601737440753579,,,,,,,,,,,
3873.584758,200,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.0124039247384152,0.0410513492498881,,,,,,,,,,,,,,,,
3873.585109,200,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0219394932989406,0.040013870108268,,,,,,,,,,,,,,,,
3873.585467,200,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",1,-0.0218569200390615,0.0400227406480872,,,,,,,,,,,,,,,,
3873.585855,200,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.0233773368452969,0.0398597226937483,,,,,,,,,,,,,,,,
3873.586222,200,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",1,-0.0154940114036224,0.0407122319028342,,,,,,,,,,,,,,,,
3873.586748,200,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0219394932989406,0.040013870108268,,,,,,,,,,,,,,,,
3873.587158,200,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",1,-0.0218569200390615,0.0400227406480872,,,,,,,,,,,,,,,,
3873.587543,200,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0219394932989406,0.040013870108268,,,,,,,,,,,,,,,,
3873.587928,200,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0396986149090999,,,,,,,,,,,,,,,,
3873.588166,200,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0396986149090999,,,,,,,,,,,,,,,,
3873.58845,200,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0242178497479312,0.0397698886957115,,,,,,,,,,,,,,,,
3873.588812,200,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0400227406480872,,,,,,,,,,,,,,,,
3873.589174,200,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",0,-0.0233773368452969,0.0398597226937483,,,,,,,,,,,,,,,,
3873.589505,200,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0218997260359145,0.0400181419127616,,,,,,,,,,,,,,,,
3873.589979,200,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0223317475889548,0.0399717585263487,,,,,,,,,,,,,,,,
3873.590277,200,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0396986149090999,,,,,,,,,,,,,,,,
3873.59061,200,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0396986149090999,,,,,,,,,,,,,,,,
3873.591018,200,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",0,-0.0233773368452969,0.0398597226937483,,,,,,,,,,,,,,,,
3873.591373,200,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0400227406480872,,,,,,,,,,,,,,,,
3873.591744,200,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0396986149090999,,,,,,,,,,,,,,,,
3873.592053,200,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0396986149090999,,,,,,,,,,,,,,,,
3873.592396,200,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0218569200390615,0.0400227406480872,,,,,,,,,,,,,,,,
3873.592789,200,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0230601894592223,0.0398936721028783,,,,,,,,,,,,,,,,
3873.59316,200,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0396986149090999,,,,,,,,,,,,,,,,
3873.5939,200,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.013250422348254,0.0409581715993919,,,,,,,,,,,,,,,,
3882.622438,200,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2356059551239013,12.4875
3882.62299,200,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.361025333404541,22.53181818181818
3882.623345,200,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.5817146301269531,22.61818181818182
3882.623723,200,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.8814377784729004,36.24090909090909
3882.62403,200,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3515074253082275,9.063636363636364
3894.767838,200,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0231165885925292,,
3894.768216,200,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.010124921798706,,
3894.768496,200,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.01556396484375,,
3894.768982,200,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0136423110961914,,
3894.76936,200,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0099711418151855,,
3894.769675,200,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0376584529876709,,
3894.770029,200,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0072755813598632,,
3894.770347,200,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0096800327301025,,
3894.77065,200,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0100173950195312,,
3894.771028,200,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0076258182525634,,
3894.771343,200,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0111079216003417,,
3894.771614,200,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0101733207702636,,
3894.771921,200,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0252838134765625,,
3894.772207,200,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.014505386352539,,
3894.772592,200,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0126955509185791,,
3894.772999,200,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0270800590515136,,
3894.773252,200,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0129115581512451,,
3894.77359,200,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.00946044921875,,
3894.773883,200,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0325167179107666,,
3894.77413,200,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0095977783203125,,
3894.774407,200,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0203547477722167,,
3894.774687,200,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0250172615051269,,
3894.774984,200,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0261218547821044,,
3894.775282,200,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080821514129638,,
3894.775595,200,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0122737884521484,,
3894.779625,200,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",0.0001309101021014,0.04,0.22,-0.2598690898978986,,,,,,,,,,,
3894.780367,200,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",0.0001309101021014,0.04,0.22,-0.2598690898978986,,,,,,,,,,,
3894.781045,200,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 8, 8)",0.0001309101021014,0.04,0.22,-0.2598690898978986,,,,,,,,,,,
3894.781731,200,learning_update,16506691070021547649,,,,,,"(8, 0, 2, 8, 8)",0.0001309101021014,0.04,0.22,-0.2598690898978986,,,,,,,,,,,
3894.782343,200,learning_update,5631037270461107728,,,,,,"(8, 0, 2, 8, 8)",0.0001309101021014,0.04,0.22,-0.2598690898978986,,,,,,,,,,,
3894.807201,201,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.0149902117126558,0.0408963503098366,,,,,,,,,,,,,,,,
3894.807602,201,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",1,-0.0219394932989406,0.0401367441856467,,,,,,,,,,,,,,,,
3894.808066,201,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0225251065798338,0.0400733807284849,,,,,,,,,,,,,,,,
3894.808514,201,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.0218997260359145,0.0401410506413124,,,,,,,,,,,,,,,,
3894.808943,201,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",1,-0.0180772082911978,0.0405571608932559,,,,,,,,,,,,,,,,
3894.80934,201,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0219394932989406,0.0401367441856467,,,,,,,,,,,,,,,,
3894.809761,201,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0225251065798338,0.0400733807284849,,,,,,,,,,,,,,,,
3894.810114,201,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0219394932989406,0.0401367441856467,,,,,,,,,,,,,,,,
3894.810486,201,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0398189381552172,,,,,,,,,,,,,,,,
3894.810922,201,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0398189381552172,,,,,,,,,,,,,,,,
3894.811227,201,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0242178497479312,0.0398907875350624,,,,,,,,,,,,,,,,
3894.811559,201,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.039592830830911,,,,,,,,,,,,,,,,
3894.812033,201,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",1,-0.0218997260359145,0.0401410506413124,,,,,,,,,,,,,,,,
3894.812429,201,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0221155072422814,0.0401176889229218,,,,,,,,,,,,,,,,
3894.812786,201,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0223317475889548,0.040094291135076,,,,,,,,,,,,,,,,
3894.813221,201,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0398189381552172,,,,,,,,,,,,,,,,
3894.813605,201,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0398189381552172,,,,,,,,,,,,,,,,
3894.81395,201,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",0,-0.0233773368452969,0.0399813479365987,,,,,,,,,,,,,,,,
3894.814243,201,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.039592830830911,,,,,,,,,,,,,,,,
3894.81465,201,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0398189381552172,,,,,,,,,,,,,,,,
3894.814943,201,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0398189381552172,,,,,,,,,,,,,,,,
3894.815225,201,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.039592830830911,,,,,,,,,,,,,,,,
3894.815486,201,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0230601894592223,0.0400155721300038,,,,,,,,,,,,,,,,
3894.815828,201,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0398189381552172,,,,,,,,,,,,,,,,
3894.816178,201,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0223099760022235,0.0400966462614558,,,,,,,,,,,,,,,,
3900.852433,201,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2607319355010986,12.1625
3900.852953,201,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1742842197418213,8.64090909090909
3900.853307,201,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2197082042694091,18.4125
3900.853643,201,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.2993621826171875,22.395454545454545
3900.853999,201,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2074546813964843,23.98125
3909.997058,201,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0139791965484619,,
3909.997449,201,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0223627090454101,,
3909.997964,201,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0077135562896728,,
3909.998386,201,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0088305473327636,,
3909.998738,201,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0168719291687011,,
3909.999114,201,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0239651203155517,,
3909.999423,201,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.008934736251831,,
3909.99975,201,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0143916606903076,,
3910.000144,201,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.033560037612915,,
3910.000497,201,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0156638622283935,,
3910.000844,201,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0091164112091064,,
3910.001181,201,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0149154663085937,,
3910.001604,201,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0278034210205078,,
3910.001965,201,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0096549987792968,,
3910.003503,201,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0086188316345214,,
3910.004253,201,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0097780227661132,,
3910.004706,201,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0309023857116699,,
3910.005018,201,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0141472816467285,,
3910.005343,201,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0117826461791992,,
3910.005915,201,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0088915824890136,,
3910.006216,201,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0087034702301025,,
3910.006491,201,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0082356929779052,,
3910.006924,201,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.020329475402832,,
3910.00721,201,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0395765304565429,,
3910.007564,201,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0099227428436279,,
3910.012363,201,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",-0.0001737440753581,0.04,0.16,-0.2001737440753581,,,,,,,,,,,
3910.013105,201,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 8, 8)",-0.0001737440753581,0.04,0.16,-0.2001737440753581,,,,,,,,,,,
3910.013875,201,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",-0.0001737440753581,0.04,0.16,-0.2001737440753581,,,,,,,,,,,
3910.014537,201,learning_update,15368353039753191835,,,,,,"(8, 1, 1, 8, 8)",-0.0001737440753581,0.04,0.16,-0.2001737440753581,,,,,,,,,,,
3910.015184,201,learning_update,13644997368299628738,,,,,,"(8, 1, 0, 8, 8)",-0.0001737440753581,0.04,0.16,-0.2001737440753581,,,,,,,,,,,
3910.038939,202,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.0165406646401374,0.0406590451401578,,,,,,,,,,,,,,,,
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3910.039547,202,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0225251065798338,0.0400046082457473,,,,,,,,,,,,,,,,
3910.039908,202,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0258574216276351,0.0396447750090727,,,,,,,,,,,,,,,,
3910.040317,202,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,-0.0122451320228726,0.0411353791268068,,,,,,,,,,,,,,,,
3910.040804,202,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0239209494558937,0.0398534851951247,,,,,,,,,,,,,,,,
3910.041205,202,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0225251065798338,0.0400046082457473,,,,,,,,,,,,,,,,
3910.041491,202,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0239209494558937,0.0398534851951247,,,,,,,,,,,,,,,,
3910.041905,202,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0397493300106483,,,,,,,,,,,,,,,,
3910.042297,202,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0397493300106483,,,,,,,,,,,,,,,,
3910.042695,202,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0223317475889548,0.040025587690963,,,,,,,,,,,,,,,,
3910.043071,202,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0395224869624913,,,,,,,,,,,,,,,,
3910.043453,202,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0258574216276351,0.0396447750090727,,,,,,,,,,,,,,,,
3910.043893,202,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",1,-0.0221155072422814,0.0400490627950497,,,,,,,,,,,,,,,,
3910.044267,202,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,-0.0019829220402546,0.0422960750197025,,,,,,,,,,,,,,,,
3910.044608,202,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0397493300106483,,,,,,,,,,,,,,,,
3910.045067,202,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0397493300106483,,,,,,,,,,,,,,,,
3910.045382,202,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",0,-0.0233773368452969,0.0399122722490175,,,,,,,,,,,,,,,,
3910.045893,202,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0395224869624913,,,,,,,,,,,,,,,,
3910.046259,202,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0397493300106483,,,,,,,,,,,,,,,,
3910.04667,202,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0397493300106483,,,,,,,,,,,,,,,,
3910.04703,202,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0395224869624913,,,,,,,,,,,,,,,,
3910.047352,202,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0223099760022235,0.0400279505965667,,,,,,,,,,,,,,,,
3910.047695,202,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0397493300106483,,,,,,,,,,,,,,,,
3910.048051,202,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0223099760022235,0.0400279505965667,,,,,,,,,,,,,,,,
3919.074542,202,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1616365909576416,46.9375
3919.075301,202,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2476859092712402,12.3125
3919.075592,202,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3309946060180664,22.563636363636363
3919.075955,202,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,2.490739583969116,13.636363636363637
3919.076299,202,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1551775932312011,8.436363636363636
3931.206333,202,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0103192329406738,,
3931.20676,202,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0208096504211425,,
3931.207167,202,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0224223136901855,,
3931.207542,202,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.031728982925415,,
3931.20787,202,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0086627006530761,,
3931.208219,202,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0089180469512939,,
3931.208558,202,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0096845626831054,,
3931.209747,202,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0133798122406005,,
3931.21017,202,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0089740753173828,,
3931.210489,202,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0085761547088623,,
3931.210781,202,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0085630416870117,,
3931.21108,202,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0127952098846435,,
3931.211499,202,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0103323459625244,,
3931.211841,202,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0228011608123779,,
3931.212181,202,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0287709236145019,,
3931.214873,202,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0179533958435058,,
3931.215252,202,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0098593235015869,,
3931.215568,202,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0444943904876709,,
3931.21593,202,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0167291164398193,,
3931.216347,202,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0263671875,,
3931.216628,202,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0136470794677734,,
3931.217133,202,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0398917198181152,,
3931.217467,202,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0212993621826171,,
3931.217825,202,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0068700313568115,,
3931.218215,202,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0122172832489013,,
3931.223058,202,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",-0.0001794972901796,0.06,0.2,-0.2601794972901797,,,,,,,,,,,
3931.223839,202,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",-0.0001794972901796,0.06,0.2,-0.2601794972901797,,,,,,,,,,,
3931.224458,202,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",-0.0001794972901796,0.06,0.2,-0.2601794972901797,,,,,,,,,,,
3931.22521,202,learning_update,8818734309448792929,,,,,,"(8, 0, 1, 8, 8)",-0.0001794972901796,0.06,0.2,-0.2601794972901797,,,,,,,,,,,
3931.225902,202,learning_update,13644997368299628738,,,,,,"(8, 2, 0, 8, 8)",-0.0001794972901796,0.06,0.2,-0.2601794972901797,,,,,,,,,,,
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3931.251683,203,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",1,-0.0217945142373501,0.0401176417480563,,,,,,,,,,,,,,,,
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3931.25232,203,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0258574216276351,0.0396759157240341,,,,,,,,,,,,,,,,
3931.25263,203,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,-0.0148346818637516,0.0408857842946956,,,,,,,,,,,,,,,,
3931.25305,203,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0239209494558937,0.0398858422383597,,,,,,,,,,,,,,,,
3931.253438,203,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0225251065798338,0.0400378494590133,,,,,,,,,,,,,,,,
3931.253826,203,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0239209494558937,0.0398858422383597,,,,,,,,,,,,,,,,
3931.254262,203,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0397810793624119,,,,,,,,,,,,,,,,
3931.254663,203,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0397810793624119,,,,,,,,,,,,,,,,
3931.255094,203,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",1,-0.0047658735210544,0.0420231624896169,,,,,,,,,,,,,,,,
3931.255642,203,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0395529175814107,,,,,,,,,,,,,,,,
3931.256228,203,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0258574216276351,0.0396759157240341,,,,,,,,,,,,,,,,
3931.256565,203,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0258574216276351,0.0396759157240341,,,,,,,,,,,,,,,,
3931.256889,203,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0223317475889548,0.0400589518762377,,,,,,,,,,,,,,,,
3931.257212,203,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0397810793624119,,,,,,,,,,,,,,,,
3931.257827,203,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0397810793624119,,,,,,,,,,,,,,,,
3931.258182,203,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",0,-0.0258574216276351,0.0396759157240341,,,,,,,,,,,,,,,,
3931.258596,203,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0395529175814107,,,,,,,,,,,,,,,,
3931.258939,203,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0397810793624119,,,,,,,,,,,,,,,,
3931.25931,203,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0397810793624119,,,,,,,,,,,,,,,,
3931.259663,203,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0395529175814107,,,,,,,,,,,,,,,,
3931.260182,203,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0223099760022235,0.0400613286356073,,,,,,,,,,,,,,,,
3931.26049,203,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0397810793624119,,,,,,,,,,,,,,,,
3931.26097,203,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0159173988077705,0.0407653280289754,,,,,,,,,,,,,,,,
3937.293213,203,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3898298740386963,9.118181818181816
3937.293914,203,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1941163539886474,8.759090909090908
3937.294236,203,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2625694274902344,12.3625
3937.294574,203,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6296031475067139,36.26363636363636
3937.29494,203,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3605730533599853,22.595454545454547
3949.400038,203,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0093390941619873,,
3949.400438,203,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0127701759338378,,
3949.400901,203,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0242037773132324,,
3949.401311,203,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0149264335632324,,
3949.401725,203,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0083229541778564,,
3949.402146,203,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0175106525421142,,
3949.402493,203,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0124599933624267,,
3949.402869,203,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0170292854309082,,
3949.403185,203,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0137007236480712,,
3949.403502,203,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0101256370544433,,
3949.403816,203,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0068695545196533,,
3949.404145,203,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0232782363891601,,
3949.404452,203,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0070767402648925,,
3949.404767,203,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0183258056640625,,
3949.405128,203,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0095551013946533,,
3949.405585,203,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0083429813385009,,
3949.405945,203,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0087809562683105,,
3949.406285,203,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0283007621765136,,
3949.406611,203,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0278618335723876,,
3949.407017,203,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0164415836334228,,
3949.407404,203,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0155780315399169,,
3949.407999,203,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0084998607635498,,
3949.408531,203,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0242576599121093,,
3949.408894,203,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0300872325897216,,
3949.409252,203,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0086846351623535,,
3949.414401,203,learning_update,10577062229270185434,,,,,,"(7, 0, 2, 8, 8)",-1.1102230246251563e-16,0.07,0.19,-0.2600000000000001,,,,,,,,,,,
3949.41536,203,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",-1.1102230246251563e-16,0.07,0.19,-0.2600000000000001,,,,,,,,,,,
3949.416179,203,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",-1.1102230246251563e-16,0.07,0.19,-0.2600000000000001,,,,,,,,,,,
3949.416976,203,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",-1.1102230246251563e-16,0.07,0.19,-0.2600000000000001,,,,,,,,,,,
3949.417822,203,learning_update,13644997368299628738,,,,,,"(8, 3, 0, 8, 8)",-1.1102230246251563e-16,0.07,0.19,-0.2600000000000001,,,,,,,,,,,
3949.443636,204,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.0217067930294506,0.04024863512953,,,,,,,,,,,,,,,,
3949.444079,204,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.0243727197231128,0.0399558328716772,,,,,,,,,,,,,,,,
3949.444437,204,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0225251065798338,0.0401585311644297,,,,,,,,,,,,,,,,
3949.444753,204,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0258574216276351,0.0397936905644002,,,,,,,,,,,,,,,,
3949.445092,204,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,-0.0174198471818878,0.0407239821441818,,,,,,,,,,,,,,,,
3949.44545,204,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0239209494558937,0.0400053010729097,,,,,,,,,,,,,,,,
3949.445797,204,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0225251065798338,0.0401585311644297,,,,,,,,,,,,,,,,
3949.446142,204,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0239209494558937,0.0400053010729097,,,,,,,,,,,,,,,,
3949.446409,204,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0398996971058638,,,,,,,,,,,,,,,,
3949.446635,204,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0398996971058638,,,,,,,,,,,,,,,,
3949.447024,204,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,-0.0223317475889548,0.0401798035781631,,,,,,,,,,,,,,,,
3949.447375,204,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0396697083640142,,,,,,,,,,,,,,,,
3949.44779,204,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0258574216276351,0.0397936905644002,,,,,,,,,,,,,,,,
3949.448383,204,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0258574216276351,0.0397936905644002,,,,,,,,,,,,,,,,
3949.450131,204,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0223317475889548,0.0401798035781631,,,,,,,,,,,,,,,,
3949.450584,204,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0398996971058638,,,,,,,,,,,,,,,,
3949.451882,204,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0398996971058638,,,,,,,,,,,,,,,,
3949.452337,204,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0247288639374091,0.0399168787091007,,,,,,,,,,,,,,,,
3949.452686,204,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0396697083640142,,,,,,,,,,,,,,,,
3949.45322,204,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0398996971058638,,,,,,,,,,,,,,,,
3949.454298,204,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0398996971058638,,,,,,,,,,,,,,,,
3949.454669,204,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0396697083640142,,,,,,,,,,,,,,,,
3949.455093,204,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0185590146037128,0.0405971235004937,,,,,,,,,,,,,,,,
3949.455417,204,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0398996971058638,,,,,,,,,,,,,,,,
3949.45578,204,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0223099760022235,0.040182199487721,,,,,,,,,,,,,,,,
3955.492093,204,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4380130767822265,9.045454545454543
3955.492553,204,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4152121543884277,22.577272727272728
3955.492825,204,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6488428115844727,36.23181818181818
3955.493221,204,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.245415449142456,12.5375
3955.49367,204,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.041811466217041,6.24375
3967.643342,204,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079038143157958,,
3967.643721,204,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0119547843933105,,
3967.644125,204,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0105273723602294,,
3967.644482,204,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0130615234375,,
3967.644787,204,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0123565196990966,,
3967.645202,204,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0212593078613281,,
3967.645546,204,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0481038093566894,,
3967.645817,204,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0078547000885009,,
3967.646147,204,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.008591890335083,,
3967.646617,204,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0289380550384521,,
3967.646976,204,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0159578323364257,,
3967.647331,204,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0085532665252685,,
3967.647741,204,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0107336044311523,,
3967.648121,204,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0132837295532226,,
3967.648658,204,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0100882053375244,,
3967.649085,204,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0180590152740478,,
3967.64945,204,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0151929855346679,,
3967.649871,204,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0084068775177001,,
3967.650208,204,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0304057598114013,,
3967.650594,204,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0199711322784423,,
3967.650951,204,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0134754180908203,,
3967.651202,204,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0277514457702636,,
3967.651483,204,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0094032287597656,,
3967.651739,204,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0147016048431396,,
3967.652082,204,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0085062980651855,,
3967.656289,204,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",8.326672684688674e-17,0.06,0.18,-0.2399999999999999,,,,,,,,,,,
3967.6572,204,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",8.326672684688674e-17,0.06,0.18,-0.2399999999999999,,,,,,,,,,,
3967.657926,204,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",8.326672684688674e-17,0.06,0.18,-0.2399999999999999,,,,,,,,,,,
3967.658712,204,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",8.326672684688674e-17,0.06,0.18,-0.2399999999999999,,,,,,,,,,,
3967.659566,204,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",8.326672684688674e-17,0.06,0.18,-0.2399999999999999,,,,,,,,,,,
3967.685061,205,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",0,-0.0240850862364212,0.0400497840205243,,,,,,,,,,,,,,,,
3967.685402,205,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.0243727197231128,0.0400180880387874,,,,,,,,,,,,,,,,
3967.685738,205,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",1,-0.0225251065798338,0.0402221249206282,,,,,,,,,,,,,,,,
3967.68608,205,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0258574216276351,0.0398548787112638,,,,,,,,,,,,,,,,
3967.686452,205,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,-0.0198024273347059,0.040524695275911,,,,,,,,,,,,,,,,
3967.686788,205,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0399615824793974,,,,,,,,,,,,,,,,
3967.68723,205,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",1,-0.0225251065798338,0.0402221249206282,,,,,,,,,,,,,,,,
3967.687469,205,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0399615824793974,,,,,,,,,,,,,,,,
3967.687802,205,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0399615824793974,,,,,,,,,,,,,,,,
3967.688124,205,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0399615824793974,,,,,,,,,,,,,,,,
3967.688436,205,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0242178497479312,0.0400351509302685,,,,,,,,,,,,,,,,
3967.688761,205,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0397300828671252,,,,,,,,,,,,,,,,
3967.689159,205,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0258574216276351,0.0398548787112638,,,,,,,,,,,,,,,,
3967.689601,205,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0258574216276351,0.0398548787112638,,,,,,,,,,,,,,,,
3967.690104,205,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0247263907607966,0.0399791493834324,,,,,,,,,,,,,,,,
3967.690514,205,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0399615824793974,,,,,,,,,,,,,,,,
3967.690826,205,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0399615824793974,,,,,,,,,,,,,,,,
3967.691233,205,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0247288639374091,0.0399788772238084,,,,,,,,,,,,,,,,
3967.691527,205,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0397300828671252,,,,,,,,,,,,,,,,
3967.691955,205,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0399615824793974,,,,,,,,,,,,,,,,
3967.692493,205,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0399615824793974,,,,,,,,,,,,,,,,
3967.69289,205,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0397300828671252,,,,,,,,,,,,,,,,
3967.693374,205,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0209404555891091,0.0403979507349875,,,,,,,,,,,,,,,,
3967.693824,205,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0399615824793974,,,,,,,,,,,,,,,,
3967.694172,205,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0230601894592223,0.0401629275012787,,,,,,,,,,,,,,,,
3976.729546,205,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.0560622215270996,6.28125
3976.730221,205,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6856386661529541,22.55
3976.730803,205,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3904464244842529,22.63636363636364
3976.731407,205,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.9870386123657228,36.25454545454546
3976.731786,205,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6388876438140869,9.05
3988.827773,205,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0097360610961914,,
3988.828229,205,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0092849731445312,,
3988.828626,205,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.010993480682373,,
3988.829047,205,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0106570720672607,,
3988.829443,205,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0172548294067382,,
3988.829758,205,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.009505271911621,,
3988.830057,205,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0157511234283447,,
3988.830364,205,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0150983333587646,,
3988.830655,205,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.014878511428833,,
3988.83095,205,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0110523700714111,,
3988.831447,205,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0071794986724853,,
3988.831768,205,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.027346134185791,,
3988.832021,205,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0116810798645019,,
3988.832436,205,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0410652160644531,,
3988.832808,205,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0126307010650634,,
3988.833202,205,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0074944496154785,,
3988.833517,205,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0255799293518066,,
3988.833853,205,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0123133659362792,,
3988.834275,205,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0110666751861572,,
3988.83459,205,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.008960485458374,,
3988.834884,205,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0156769752502441,,
3988.83532,205,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0239567756652832,,
3988.835598,205,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0093591213226318,,
3988.83584,205,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0128223896026611,,
3988.836129,205,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0202853679656982,,
3988.840519,205,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",0.0001352269512795,0.04,0.21,-0.2498647730487204,,,,,,,,,,,
3988.841393,205,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",0.0001352269512795,0.04,0.21,-0.2498647730487204,,,,,,,,,,,
3988.84202,205,learning_update,16506691070021547649,,,,,,"(8, 1, 2, 8, 8)",0.0001352269512795,0.04,0.21,-0.2498647730487204,,,,,,,,,,,
3988.842684,205,learning_update,5631037270461107728,,,,,,"(8, 1, 2, 8, 8)",0.0001352269512795,0.04,0.21,-0.2498647730487204,,,,,,,,,,,
3988.8437,205,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",0.0001352269512795,0.04,0.21,-0.2498647730487204,,,,,,,,,,,
3988.86982,206,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.016990913018044,0.0408956739173733,,,,,,,,,,,,,,,,
3988.87024,206,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",1,-0.0243727197231128,0.0400690144628252,,,,,,,,,,,,,,,,
3988.870631,206,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0274748757050246,0.0397266225302795,,,,,,,,,,,,,,,,
3988.870941,206,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0258574216276351,0.0399047779339868,,,,,,,,,,,,,,,,
3988.87131,206,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,-0.0222812726378584,0.0403015160469331,,,,,,,,,,,,,,,,
3988.871609,206,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400121528890295,,,,,,,,,,,,,,,,
3988.871984,206,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0274748757050246,0.0397266225302795,,,,,,,,,,,,,,,,
3988.872466,206,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400121528890295,,,,,,,,,,,,,,,,
3988.872847,206,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400121528890295,,,,,,,,,,,,,,,,
3988.873216,206,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400121528890295,,,,,,,,,,,,,,,,
3988.873529,206,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,-0.0242178497479312,0.0400861849387319,,,,,,,,,,,,,,,,
3988.873861,206,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0397791989333906,,,,,,,,,,,,,,,,
3988.874234,206,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0258574216276351,0.0399047779339868,,,,,,,,,,,,,,,,
3988.874493,206,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0258574216276351,0.0399047779339868,,,,,,,,,,,,,,,,
3988.874811,206,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0247263907607966,0.0400298304304421,,,,,,,,,,,,,,,,
3988.875186,206,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400121528890295,,,,,,,,,,,,,,,,
3988.875881,206,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400121528890295,,,,,,,,,,,,,,,,
3988.876578,206,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0247288639374091,0.0400295565564433,,,,,,,,,,,,,,,,
3988.87711,206,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0397791989333906,,,,,,,,,,,,,,,,
3988.877532,206,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400121528890295,,,,,,,,,,,,,,,,
3988.878025,206,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400121528890295,,,,,,,,,,,,,,,,
3988.878541,206,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0397791989333906,,,,,,,,,,,,,,,,
3988.878883,206,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0246944179473342,0.0400333711963754,,,,,,,,,,,,,,,,
3988.87932,206,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400121528890295,,,,,,,,,,,,,,,,
3988.879685,206,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0255357770002502,0.0399403007869177,,,,,,,,,,,,,,,,
3997.905887,206,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4549617767333984,22.62727272727273
3997.906441,206,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.1281933784484863,6.2625
3997.906723,206,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.029776096343994,36.3
3997.906991,206,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2429938316345214,12.35625
3997.907403,206,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1596016883850097,8.522727272727273
4009.992731,206,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0172553062438964,,
4009.993402,206,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0094022750854492,,
4009.993905,206,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0088865756988525,,
4009.994401,206,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0118060111999511,,
4009.99491,206,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0093050003051757,,
4009.995296,206,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0466258525848388,,
4009.995722,206,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0224401950836181,,
4009.996125,206,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0174682140350341,,
4009.996526,206,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0102865695953369,,
4009.996926,206,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0104415416717529,,
4009.997276,206,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.014409065246582,,
4009.997621,206,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0255525112152099,,
4009.998007,206,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0067782402038574,,
4009.998352,206,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0100409984588623,,
4009.998763,206,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0124197006225585,,
4009.999296,206,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0088701248168945,,
4009.999663,206,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0250322818756103,,
4009.999959,206,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0128836631774902,,
4010.000271,206,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0086231231689453,,
4010.000574,206,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0208759307861328,,
4010.000902,206,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0287339687347412,,
4010.001185,206,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.015021800994873,,
4010.001547,206,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.029128074645996,,
4010.001838,206,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0087537765502929,,
4010.002144,206,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0160894393920898,,
4010.006109,206,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",-0.0001797504746798,0.06,0.18,-0.2401797504746798,,,,,,,,,,,
4010.006736,206,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",-0.0001797504746798,0.06,0.18,-0.2401797504746798,,,,,,,,,,,
4010.007277,206,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",-0.0001797504746798,0.06,0.18,-0.2401797504746798,,,,,,,,,,,
4010.007815,206,learning_update,13644997368299628738,,,,,,"(8, 3, 0, 8, 8)",-0.0001797504746798,0.06,0.18,-0.2401797504746798,,,,,,,,,,,
4010.008353,206,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",-0.0001797504746798,0.06,0.18,-0.2401797504746798,,,,,,,,,,,
4010.032038,207,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.0193757196097728,0.0406256323821659,,,,,,,,,,,,,,,,
4010.032463,207,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.0267501445081365,0.0398011639382459,,,,,,,,,,,,,,,,
4010.032788,207,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0274748757050246,0.0397210467721311,,,,,,,,,,,,,,,,
4010.033094,207,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",1,-0.0247288639374091,0.0400254661618778,,,,,,,,,,,,,,,,
4010.03343,207,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,-0.0246607888699674,0.040033042439827,,,,,,,,,,,,,,,,
4010.033857,207,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400079768455191,,,,,,,,,,,,,,,,
4010.034185,207,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0274748757050246,0.0397210467721311,,,,,,,,,,,,,,,,
4010.034527,207,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400079768455191,,,,,,,,,,,,,,,,
4010.034793,207,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400079768455191,,,,,,,,,,,,,,,,
4010.035051,207,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400079768455191,,,,,,,,,,,,,,,,
4010.035357,207,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0175631714383863,0.0408308784124984,,,,,,,,,,,,,,,,
4010.035704,207,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0397738801367976,,,,,,,,,,,,,,,,
4010.036177,207,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0247288639374091,0.0400254661618778,,,,,,,,,,,,,,,,
4010.036546,207,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0258574216276351,0.039900074310506,,,,,,,,,,,,,,,,
4010.036862,207,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,-0.0247263907607966,0.0400257413840025,,,,,,,,,,,,,,,,
4010.03721,207,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400079768455191,,,,,,,,,,,,,,,,
4010.037592,207,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400079768455191,,,,,,,,,,,,,,,,
4010.037908,207,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0247288639374091,0.0400254661618778,,,,,,,,,,,,,,,,
4010.038146,207,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0397738801367976,,,,,,,,,,,,,,,,
4010.038509,207,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400079768455191,,,,,,,,,,,,,,,,
4010.038989,207,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400079768455191,,,,,,,,,,,,,,,,
4010.039382,207,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0397738801367976,,,,,,,,,,,,,,,,
4010.039763,207,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0255357770002502,0.0399357715413964,,,,,,,,,,,,,,,,
4010.040091,207,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400079768455191,,,,,,,,,,,,,,,,
4010.040471,207,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0255357770002502,0.0399357715413964,,,,,,,,,,,,,,,,
4016.074277,207,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6612741947174072,36.18181818181818
4016.074859,207,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2097949981689453,24.5625
4016.075209,207,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3711309432983398,22.522727272727277
4016.075499,207,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2439010143280029,12.26875
4016.075798,207,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1627802848815918,47.26875
4028.176839,207,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0084211826324462,,
4028.177282,207,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0216956138610839,,
4028.177689,207,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076105594635009,,
4028.178149,207,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0230553150177001,,
4028.178673,207,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0152952671051025,,
4028.179093,207,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0089302062988281,,
4028.179825,207,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0076189041137695,,
4028.181795,207,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0281445980072021,,
4028.182246,207,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0152957439422607,,
4028.182604,207,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0140819549560546,,
4028.182857,207,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0186541080474853,,
4028.183169,207,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0206134319305419,,
4028.183479,207,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0360088348388671,,
4028.183851,207,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0099527835845947,,
4028.184164,207,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0155951976776123,,
4028.184537,207,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0082716941833496,,
4028.184873,207,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0145633220672607,,
4028.185135,207,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0508649349212646,,
4028.185409,207,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0106468200683593,,
4028.18579,207,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0081989765167236,,
4028.186141,207,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0250685214996337,,
4028.186537,207,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0307612419128417,,
4028.186801,207,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0121448040008544,,
4028.187112,207,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0084984302520751,,
4028.187364,207,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0143027305603027,,
4028.192071,207,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",5.551115123125783e-17,0.06,0.27,-0.3299999999999999,,,,,,,,,,,
4028.192804,207,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",5.551115123125783e-17,0.06,0.27,-0.3299999999999999,,,,,,,,,,,
4028.193535,207,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",5.551115123125783e-17,0.06,0.27,-0.3299999999999999,,,,,,,,,,,
4028.194473,207,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",5.551115123125783e-17,0.06,0.27,-0.3299999999999999,,,,,,,,,,,
4028.195153,207,learning_update,4354536512509177290,,,,,,"(8, 0, 1, 8, 8)",5.551115123125783e-17,0.06,0.27,-0.3299999999999999,,,,,,,,,,,
4028.220506,208,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.022656343890163,0.0403487155898635,,,,,,,,,,,,,,,,
4028.220962,208,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",1,-0.0247004470118277,0.0401189102866164,,,,,,,,,,,,,,,,
4028.221274,208,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0274748757050246,0.0398090916157929,,,,,,,,,,,,,,,,
4028.221602,208,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0258574216276351,0.0399894196493771,,,,,,,,,,,,,,,,
4028.221896,208,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",0,-0.0279361280810974,0.0397578163080825,,,,,,,,,,,,,,,,
4028.222252,208,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",1,-0.0248860597653075,0.0400981079769827,,,,,,,,,,,,,,,,
4028.222606,208,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0274748757050246,0.0398090916157929,,,,,,,,,,,,,,,,
4028.223125,208,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",1,-0.0248860597653075,0.0400981079769827,,,,,,,,,,,,,,,,
4028.223633,208,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400981079769827,,,,,,,,,,,,,,,,
4028.223999,208,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400981079769827,,,,,,,,,,,,,,,,
4028.224408,208,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.0200083798372452,0.0406483672716981,,,,,,,,,,,,,,,,
4028.224797,208,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0398623083496038,,,,,,,,,,,,,,,,
4028.22516,208,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0397491337205476,,,,,,,,,,,,,,,,
4028.225684,208,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0397491337205476,,,,,,,,,,,,,,,,
4028.225976,208,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0280016643700358,0.0397505363004077,,,,,,,,,,,,,,,,
4028.226367,208,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400981079769827,,,,,,,,,,,,,,,,
4028.226841,208,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400981079769827,,,,,,,,,,,,,,,,
4028.227221,208,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0397491337205476,,,,,,,,,,,,,,,,
4028.22769,208,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0398623083496038,,,,,,,,,,,,,,,,
4028.228058,208,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400981079769827,,,,,,,,,,,,,,,,
4028.228384,208,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400981079769827,,,,,,,,,,,,,,,,
4028.228781,208,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0398623083496038,,,,,,,,,,,,,,,,
4028.22911,208,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0255357770002502,0.0400253766795348,,,,,,,,,,,,,,,,
4028.229437,208,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0248860597653075,0.0400981079769827,,,,,,,,,,,,,,,,
4028.229944,208,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0255357770002502,0.0400253766795348,,,,,,,,,,,,,,,,
4034.261078,208,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1547112464904785,11.53125
4034.261603,208,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6505012512207031,36.22272727272727
4034.261955,208,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2475757598876953,12.36875
4034.262282,208,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.1535773277282715,12.5125
4034.262621,208,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1794800758361816,8.695454545454545
4046.383062,208,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0106706619262695,,
4046.383461,208,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0103621482849121,,
4046.383861,208,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0121557712554931,,
4046.38436,208,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0137598514556884,,
4046.384728,208,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0206255912780761,,
4046.385089,208,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078597068786621,,
4046.385421,208,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0308949947357177,,
4046.385818,208,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0253877639770507,,
4046.386141,208,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0073258876800537,,
4046.386456,208,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0117585659027099,,
4046.386791,208,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0091302394866943,,
4046.387207,208,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0080022811889648,,
4046.387461,208,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0236208438873291,,
4046.387964,208,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0094134807586669,,
4046.388398,208,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0104110240936279,,
4046.388711,208,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0107109546661376,,
4046.389001,208,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0232572555541992,,
4046.389288,208,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0081803798675537,,
4046.389549,208,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0138633251190185,,
4046.389821,208,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0086481571197509,,
4046.390163,208,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0068445205688476,,
4046.390504,208,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0201282501220703,,
4046.390852,208,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.024177074432373,,
4046.391218,208,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0211870670318603,,
4046.391565,208,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0096595287322998,,
4046.396266,208,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",-1.1102230246251563e-16,0.04,0.16,-0.2000000000000001,,,,,,,,,,,
4046.396983,208,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",-1.1102230246251563e-16,0.04,0.16,-0.2000000000000001,,,,,,,,,,,
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4046.426294,209,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0397806607448812,,,,,,,,,,,,,,,,
4046.42663,209,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0397806607448812,,,,,,,,,,,,,,,,
4046.426995,209,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.021988371457408,0.0405488696957552,,,,,,,,,,,,,,,,
4046.427369,209,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.039982535723707,,,,,,,,,,,,,,,,
4046.427649,209,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0398684501366274,,,,,,,,,,,,,,,,
4046.428048,209,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0398684501366274,,,,,,,,,,,,,,,,
4046.428399,209,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0280016643700358,0.0398698639960646,,,,,,,,,,,,,,,,
4046.428678,209,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0397806607448812,,,,,,,,,,,,,,,,
4046.429149,209,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0397806607448812,,,,,,,,,,,,,,,,
4046.429483,209,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0398684501366274,,,,,,,,,,,,,,,,
4046.429704,209,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.039982535723707,,,,,,,,,,,,,,,,
4046.430124,209,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0397806607448812,,,,,,,,,,,,,,,,
4046.430549,209,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0397806607448812,,,,,,,,,,,,,,,,
4046.430927,209,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.039982535723707,,,,,,,,,,,,,,,,
4046.431341,209,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0255357770002502,0.0401469194738748,,,,,,,,,,,,,,,,
4046.431776,209,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0397806607448812,,,,,,,,,,,,,,,,
4046.432155,209,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0270790932656099,0.0399732951735102,,,,,,,,,,,,,,,,
4055.457266,209,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3105652332305908,22.581818181818186
4055.457692,209,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2475073337554931,12.35
4055.458138,209,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.872748613357544,36.22272727272727
4055.458454,209,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.2000083923339844,12.475
4055.4588,209,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1566042900085449,12.4375
4067.567898,209,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0276362895965576,,
4067.568378,209,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.010498046875,,
4067.568705,209,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0245633125305175,,
4067.569101,209,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0093321800231933,,
4067.569802,209,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0168631076812744,,
4067.570265,209,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0129330158233642,,
4067.570585,209,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0144367218017578,,
4067.571098,209,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0212578773498535,,
4067.571709,209,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0131230354309082,,
4067.572112,209,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0313880443572998,,
4067.572433,209,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0080432891845703,,
4067.572817,209,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0111055374145507,,
4067.573183,209,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0101258754730224,,
4067.573607,209,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0272777080535888,,
4067.573883,209,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0097773075103759,,
4067.574217,209,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081441402435302,,
4067.574689,209,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0434122085571289,,
4067.575129,209,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.023634910583496,,
4067.575514,209,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0164077281951904,,
4067.575903,209,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0223240852355957,,
4067.576279,209,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0075824260711669,,
4067.576657,209,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0085120201110839,,
4067.577022,209,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0098326206207275,,
4067.577475,209,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0131275653839111,,
4067.577836,209,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0140504837036132,,
4067.583358,209,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 8, 8)",2.775557561562892e-17,0.06,0.19,-0.2499999999999999,,,,,,,,,,,
4067.584256,209,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",2.775557561562892e-17,0.06,0.19,-0.2499999999999999,,,,,,,,,,,
4067.585113,209,learning_update,13392168843036499530,,,,,,"(8, 1, 0, 8, 8)",2.775557561562892e-17,0.06,0.19,-0.2499999999999999,,,,,,,,,,,
4067.585883,209,learning_update,1234113313308987156,,,,,,"(8, 1, 0, 8, 8)",2.775557561562892e-17,0.06,0.19,-0.2499999999999999,,,,,,,,,,,
4067.586693,209,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",2.775557561562892e-17,0.06,0.19,-0.2499999999999999,,,,,,,,,,,
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4067.617571,210,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0274748757050246,0.0400002965744871,,,,,,,,,,,,,,,,
4067.617928,210,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.0258574216276351,0.0401833205196292,,,,,,,,,,,,,,,,
4067.618376,210,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",0,-0.0269419167028646,0.0400605115832988,,,,,,,,,,,,,,,,
4067.618729,210,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",1,-0.0266757465648159,0.0400906180660593,,,,,,,,,,,,,,,,
4067.619037,210,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0274748757050246,0.0400002965744871,,,,,,,,,,,,,,,,
4067.619413,210,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",1,-0.0266757465648159,0.0400906180660593,,,,,,,,,,,,,,,,
4067.619735,210,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398510569881983,,,,,,,,,,,,,,,,
4067.620148,210,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398510569881983,,,,,,,,,,,,,,,,
4067.620621,210,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",0,-0.0269419167028646,0.0400605115832988,,,,,,,,,,,,,,,,
4067.62095,210,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0400543080335455,,,,,,,,,,,,,,,,
4067.621446,210,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0399394441547752,,,,,,,,,,,,,,,,
4067.621791,210,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0399394441547752,,,,,,,,,,,,,,,,
4067.62213,210,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0280016643700358,0.0399408676494611,,,,,,,,,,,,,,,,
4067.622553,210,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398510569881983,,,,,,,,,,,,,,,,
4067.62291,210,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398510569881983,,,,,,,,,,,,,,,,
4067.623278,210,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0399394441547752,,,,,,,,,,,,,,,,
4067.62358,210,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0400543080335455,,,,,,,,,,,,,,,,
4067.623937,210,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398510569881983,,,,,,,,,,,,,,,,
4067.624576,210,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398510569881983,,,,,,,,,,,,,,,,
4067.625013,210,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0400543080335455,,,,,,,,,,,,,,,,
4067.625412,210,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0270790932656099,0.0400450043829693,,,,,,,,,,,,,,,,
4067.625721,210,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398510569881983,,,,,,,,,,,,,,,,
4067.626086,210,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0234519485252312,0.0404570631818919,,,,,,,,,,,,,,,,
4073.661592,210,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.244737148284912,12.50625
4073.662319,210,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1603591442108154,11.625
4073.662788,210,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2174150943756103,24.2
4073.663239,210,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3859639167785644,9.072727272727272
4073.664792,210,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1606271266937255,8.30909090909091
4085.764327,210,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0303564071655273,,
4085.764747,210,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0086152553558349,,
4085.765063,210,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0083191394805908,,
4085.765523,210,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0135552883148193,,
4085.765921,210,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0263452529907226,,
4085.766228,210,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0200667381286621,,
4085.766598,210,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0219624042510986,,
4085.766914,210,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0213069915771484,,
4085.767219,210,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0076022148132324,,
4085.767554,210,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0098557472229003,,
4085.767863,210,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0173432826995849,,
4085.768131,210,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0161528587341308,,
4085.76853,210,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0101215839385986,,
4085.768841,210,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0073096752166748,,
4085.769094,210,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.010495901107788,,
4085.769416,210,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0154588222503662,,
4085.769704,210,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0138494968414306,,
4085.770052,210,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0087413787841796,,
4085.770407,210,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.017892837524414,,
4085.770802,210,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0104000568389892,,
4085.771183,210,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0268330574035644,,
4085.771608,210,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0148756504058837,,
4085.771919,210,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0247654914855957,,
4085.772231,210,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0090725421905517,,
4085.772595,210,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0178029537200927,,
4085.776498,210,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",0.000266137053381,0.0,0.12,-0.1197338629466189,,,,,,,,,,,
4085.777031,210,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",0.000266137053381,0.0,0.12,-0.1197338629466189,,,,,,,,,,,
4085.777756,210,learning_update,13644997368299628738,,,,,,"(8, 2, 0, 8, 8)",0.000266137053381,0.0,0.12,-0.1197338629466189,,,,,,,,,,,
4085.778602,210,learning_update,13392168843036499530,,,,,,"(8, 2, 0, 8, 8)",0.000266137053381,0.0,0.12,-0.1197338629466189,,,,,,,,,,,
4085.779459,210,learning_update,1234113313308987156,,,,,,"(8, 2, 0, 8, 8)",0.000266137053381,0.0,0.12,-0.1197338629466189,,,,,,,,,,,
4085.804545,211,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",0,-0.0271090538587266,0.0399935035460955,,,,,,,,,,,,,,,,
4085.804935,211,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",1,-0.0267501445081365,0.0400342409444385,,,,,,,,,,,,,,,,
4085.805313,211,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0400062417624402,,,,,,,,,,,,,,,,
4085.805664,211,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",1,-0.0233773368452969,0.0404190987661103,,,,,,,,,,,,,,,,
4085.806,211,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",1,-0.0208676151425376,0.040707872021942,,,,,,,,,,,,,,,,
4085.806367,211,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",0,-0.0267501445081365,0.0400342409444385,,,,,,,,,,,,,,,,
4085.806688,211,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0400062417624402,,,,,,,,,,,,,,,,
4085.807012,211,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",0,-0.0267501445081365,0.0400342409444385,,,,,,,,,,,,,,,,
4085.80742,211,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398022170961272,,,,,,,,,,,,,,,,
4085.807744,211,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398022170961272,,,,,,,,,,,,,,,,
4085.807998,211,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",0,-0.0269419167028646,0.0400124690063058,,,,,,,,,,,,,,,,
4085.808425,211,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0400062417624402,,,,,,,,,,,,,,,,
4085.808745,211,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0398909400439366,,,,,,,,,,,,,,,,
4085.809025,211,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0398909400439366,,,,,,,,,,,,,,,,
4085.809459,211,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0280016643700358,0.0398923689545318,,,,,,,,,,,,,,,,
4085.809784,211,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398022170961272,,,,,,,,,,,,,,,,
4085.81003,211,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398022170961272,,,,,,,,,,,,,,,,
4085.81042,211,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0398909400439366,,,,,,,,,,,,,,,,
4085.810804,211,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0400062417624402,,,,,,,,,,,,,,,,
4085.811173,211,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398022170961272,,,,,,,,,,,,,,,,
4085.811723,211,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398022170961272,,,,,,,,,,,,,,,,
4085.812052,211,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0400062417624402,,,,,,,,,,,,,,,,
4085.812391,211,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0246258352061722,0.0402762081273983,,,,,,,,,,,,,,,,
4085.812695,211,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398022170961272,,,,,,,,,,,,,,,,
4085.813019,211,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0246258352061722,0.0402762081273983,,,,,,,,,,,,,,,,
4094.846211,211,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3820137977600097,9.05
4094.846804,211,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.157240629196167,8.868181818181817
4094.847127,211,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2139298915863037,24.225
4094.8474,211,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3479883670806885,22.63636363636364
4094.847786,211,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.0839955806732178,6.29375
4106.955218,211,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0138924121856689,,
4106.955646,211,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.008674144744873,,
4106.9561,211,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0090553760528564,,
4106.956479,211,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0081279277801513,,
4106.957003,211,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0152559280395507,,
4106.957321,211,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0276460647583007,,
4106.957569,211,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0080571174621582,,
4106.957966,211,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0230743885040283,,
4106.958339,211,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.006948709487915,,
4106.958645,211,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0109262466430664,,
4106.959052,211,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0107250213623046,,
4106.959386,211,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0122842788696289,,
4106.959749,211,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.025482177734375,,
4106.960184,211,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0091395378112792,,
4106.960564,211,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0098838806152343,,
4106.960952,211,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0155038833618164,,
4106.961236,211,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0179436206817626,,
4106.961559,211,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080294609069824,,
4106.961927,211,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0307857990264892,,
4106.962211,211,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0214858055114746,,
4106.962654,211,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.022956371307373,,
4106.96304,211,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0117762088775634,,
4106.963329,211,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0113444328308105,,
4106.963641,211,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.04002046585083,,
4106.964009,211,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0090751647949218,,
4106.968164,211,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",-2.531845001985112e-07,0.02,0.14,-0.1600002531845002,,,,,,,,,,,
4106.968897,211,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",-2.531845001985112e-07,0.02,0.14,-0.1600002531845002,,,,,,,,,,,
4106.969433,211,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",-2.531845001985112e-07,0.02,0.14,-0.1600002531845002,,,,,,,,,,,
4106.970112,211,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",-2.531845001985112e-07,0.02,0.14,-0.1600002531845002,,,,,,,,,,,
4106.970837,211,learning_update,13644997368299628738,,,,,,"(8, 3, 0, 8, 8)",-2.531845001985112e-07,0.02,0.14,-0.1600002531845002,,,,,,,,,,,
4106.995289,212,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.0283233968954733,0.0399014159966132,,,,,,,,,,,,,,,,
4106.995698,212,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.0283233968954733,0.0399014159966132,,,,,,,,,,,,,,,,
4106.99601,212,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",1,-0.0269967868780972,0.0400526077033666,,,,,,,,,,,,,,,,
4106.996292,212,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.024880326212922,0.040295004428825,,,,,,,,,,,,,,,,
4106.996575,212,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",1,-0.0224467500592401,0.0405755338549975,,,,,,,,,,,,,,,,
4106.997006,212,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",0,-0.0283233968954733,0.0399014159966132,,,,,,,,,,,,,,,,
4106.997333,212,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",1,-0.0269967868780972,0.0400526077033666,,,,,,,,,,,,,,,,
4106.99768,212,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",0,-0.0283233968954733,0.0399014159966132,,,,,,,,,,,,,,,,
4106.998208,212,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398473227791064,,,,,,,,,,,,,,,,
4106.998608,212,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398473227791064,,,,,,,,,,,,,,,,
4106.998977,212,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0224467500592401,0.0405755338549975,,,,,,,,,,,,,,,,
4106.999318,212,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0400526077033666,,,,,,,,,,,,,,,,
4106.999743,212,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0399365931193399,,,,,,,,,,,,,,,,
4107.000111,212,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0399365931193399,,,,,,,,,,,,,,,,
4107.00045,212,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0280016643700358,0.0399380308540297,,,,,,,,,,,,,,,,
4107.000738,212,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398473227791064,,,,,,,,,,,,,,,,
4107.001076,212,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398473227791064,,,,,,,,,,,,,,,,
4107.001369,212,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0399365931193399,,,,,,,,,,,,,,,,
4107.001733,212,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0400526077033666,,,,,,,,,,,,,,,,
4107.002126,212,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398473227791064,,,,,,,,,,,,,,,,
4107.002404,212,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398473227791064,,,,,,,,,,,,,,,,
4107.002715,212,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0269967868780972,0.0400526077033666,,,,,,,,,,,,,,,,
4107.003043,212,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0277829141550184,0.0399629449680803,,,,,,,,,,,,,,,,
4107.003352,212,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398473227791064,,,,,,,,,,,,,,,,
4107.003775,212,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0270790932656099,0.0400432107240188,,,,,,,,,,,,,,,,
4116.030292,212,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.7719664573669434,36.24090909090909
4116.030838,212,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2099194526672363,24.1125
4116.031229,212,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4557023048400879,22.681818181818183
4116.031536,212,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4452614784240722,22.181818181818183
4116.031994,212,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.8627233505249023,36.28181818181818
4128.136013,212,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0101687908172607,,
4128.136425,212,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0078654289245605,,
4128.136725,212,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.012803316116333,,
4128.13705,212,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0107591152191162,,
4128.137443,212,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.027369737625122,,
4128.137803,212,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0362319946289062,,
4128.138186,212,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.008676528930664,,
4128.138585,212,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0110397338867187,,
4128.13889,212,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0100629329681396,,
4128.139168,212,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0213370323181152,,
4128.139608,212,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0129058361053466,,
4128.13992,212,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0206875801086425,,
4128.14025,212,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0089707374572753,,
4128.140615,212,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0187084674835205,,
4128.14093,212,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0071539878845214,,
4128.141298,212,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0138475894927978,,
4128.14168,212,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0095834732055664,,
4128.142055,212,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0260267257690429,,
4128.14242,212,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0133945941925048,,
4128.142803,212,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0074827671051025,,
4128.143179,212,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0105464458465576,,
4128.143601,212,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0240347385406494,,
4128.143925,212,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0399987697601318,,
4128.144309,212,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0252552032470703,,
4128.144756,212,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0111801624298095,,
4128.149604,212,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",2.775557561562892e-17,0.03,0.3,-0.3299999999999999,,,,,,,,,,,
4128.15035,212,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",2.775557561562892e-17,0.03,0.3,-0.3299999999999999,,,,,,,,,,,
4128.151059,212,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",2.775557561562892e-17,0.03,0.3,-0.3299999999999999,,,,,,,,,,,
4128.151747,212,learning_update,16506691070021547649,,,,,,"(8, 0, 2, 8, 8)",2.775557561562892e-17,0.03,0.3,-0.3299999999999999,,,,,,,,,,,
4128.152565,212,learning_update,5631037270461107728,,,,,,"(8, 0, 2, 8, 8)",2.775557561562892e-17,0.03,0.3,-0.3299999999999999,,,,,,,,,,,
4128.17865,213,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.0301547211173044,0.0397722315043179,,,,,,,,,,,,,,,,
4128.179048,213,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.0283233968954733,0.0399814677326018,,,,,,,,,,,,,,,,
4128.179466,213,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",1,-0.0274748757050246,0.0400787875426566,,,,,,,,,,,,,,,,
4128.179839,213,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0281554458867091,0.0400007118344396,,,,,,,,,,,,,,,,
4128.180134,213,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",0,-0.0289985790058717,0.0399041976366624,,,,,,,,,,,,,,,,
4128.180531,213,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",0,-0.0283233968954733,0.0399814677326018,,,,,,,,,,,,,,,,
4128.18082,213,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",1,-0.0274748757050246,0.0400787875426566,,,,,,,,,,,,,,,,
4128.181093,213,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",0,-0.0283233968954733,0.0399814677326018,,,,,,,,,,,,,,,,
4128.181471,213,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399269938070818,,,,,,,,,,,,,,,,
4128.181864,213,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399269938070818,,,,,,,,,,,,,,,,
4128.182233,213,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,-0.0289985790058717,0.0399041976366624,,,,,,,,,,,,,,,,
4128.182712,213,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0393907405722698,,,,,,,,,,,,,,,,
4128.183069,213,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0400168926310486,,,,,,,,,,,,,,,,
4128.183475,213,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0400168926310486,,,,,,,,,,,,,,,,
4128.183833,213,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,-0.0075192005141444,0.0424371344780436,,,,,,,,,,,,,,,,
4128.184181,213,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399269938070818,,,,,,,,,,,,,,,,
4128.184613,213,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399269938070818,,,,,,,,,,,,,,,,
4128.184886,213,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0400168926310486,,,,,,,,,,,,,,,,
4128.185246,213,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0393907405722698,,,,,,,,,,,,,,,,
4128.185551,213,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399269938070818,,,,,,,,,,,,,,,,
4128.185871,213,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399269938070818,,,,,,,,,,,,,,,,
4128.186162,213,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0393907405722698,,,,,,,,,,,,,,,,
4128.186491,213,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0277829141550184,0.0400434301960072,,,,,,,,,,,,,,,,
4128.186807,213,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399269938070818,,,,,,,,,,,,,,,,
4128.187144,213,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0270790932656099,0.0401242621712195,,,,,,,,,,,,,,,,
4134.220063,213,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4272108078002929,22.67727272727273
4134.220571,213,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.9225132465362548,36.24545454545454
4134.220876,213,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1582119464874267,47.15625
4134.22118,213,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5399811267852783,9.004545454545454
4134.221569,213,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.0876097679138184,6.275
4146.365348,213,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0091230869293212,,
4146.365741,213,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0105223655700683,,
4146.366091,213,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0276062488555908,,
4146.366423,213,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0244548320770263,,
4146.366732,213,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.013085126876831,,
4146.367055,213,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0147287845611572,,
4146.367345,213,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0101075172424316,,
4146.367724,213,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0280814170837402,,
4146.368105,213,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0087683200836181,,
4146.368437,213,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0297143459320068,,
4146.368904,213,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0294926166534423,,
4146.36933,213,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0083093643188476,,
4146.369686,213,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0257411003112792,,
4146.370041,213,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0151622295379638,,
4146.370414,213,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0103421211242675,,
4146.370737,213,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0173554420471191,,
4146.371027,213,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0094635486602783,,
4146.371435,213,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0105695724487304,,
4146.371765,213,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0123560428619384,,
4146.372184,213,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0115532875061035,,
4146.372626,213,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0275678634643554,,
4146.372997,213,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0328781604766845,,
4146.37347,213,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0209870338439941,,
4146.373836,213,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0146479606628417,,
4146.374169,213,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0106980800628662,,
4146.37862,213,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",-2.775557561562892e-17,0.0,0.24,-0.24,,,,,,,,,,,
4146.379304,213,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",-2.775557561562892e-17,0.0,0.24,-0.24,,,,,,,,,,,
4146.379885,213,learning_update,16506691070021547649,,,,,,"(8, 1, 2, 8, 8)",-2.775557561562892e-17,0.0,0.24,-0.24,,,,,,,,,,,
4146.380613,213,learning_update,5631037270461107728,,,,,,"(8, 1, 2, 8, 8)",-2.775557561562892e-17,0.0,0.24,-0.24,,,,,,,,,,,
4146.38131,213,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",-2.775557561562892e-17,0.0,0.24,-0.24,,,,,,,,,,,
4146.407435,214,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0288976851826973,0.0399574799579751,,,,,,,,,,,,,,,,
4146.407817,214,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",0,-0.0301547211173044,0.0398131060482378,,,,,,,,,,,,,,,,
4146.408121,214,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",1,-0.0206545609436836,0.0409172853931863,,,,,,,,,,,,,,,,
4146.40844,214,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0281554458867091,0.040042973821726,,,,,,,,,,,,,,,,
4146.408725,214,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",0,-0.0289985790058717,0.0399458727358681,,,,,,,,,,,,,,,,
4146.409052,214,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",0,-0.0301547211173044,0.0398131060482378,,,,,,,,,,,,,,,,
4146.409369,214,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,-0.0206545609436836,0.0409172853931863,,,,,,,,,,,,,,,,
4146.409669,214,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",0,-0.0301547211173044,0.0398131060482378,,,,,,,,,,,,,,,,
4146.409974,214,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399688074199658,,,,,,,,,,,,,,,,
4146.410283,214,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399688074199658,,,,,,,,,,,,,,,,
4146.410572,214,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,-0.0265355372981442,0.0402301966722679,,,,,,,,,,,,,,,,
4146.41083,214,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0394293133267479,,,,,,,,,,,,,,,,
4146.411139,214,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0400592531265982,,,,,,,,,,,,,,,,
4146.411502,214,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0400592531265982,,,,,,,,,,,,,,,,
4146.411874,214,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,-0.0280016643700358,0.0400607098077157,,,,,,,,,,,,,,,,
4146.412214,214,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399688074199658,,,,,,,,,,,,,,,,
4146.412594,214,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399688074199658,,,,,,,,,,,,,,,,
4146.412897,214,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.0400592531265982,,,,,,,,,,,,,,,,
4146.413287,214,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0394293133267479,,,,,,,,,,,,,,,,
4146.413578,214,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399688074199658,,,,,,,,,,,,,,,,
4146.413853,214,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399688074199658,,,,,,,,,,,,,,,,
4146.414211,214,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0394293133267479,,,,,,,,,,,,,,,,
4146.414598,214,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0294381243259561,0.0398953450426795,,,,,,,,,,,,,,,,
4146.41489,214,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399688074199658,,,,,,,,,,,,,,,,
4146.415274,214,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0255357770002502,0.040346181730882,,,,,,,,,,,,,,,,
4155.440186,214,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.52616286277771,22.681818181818183
4155.44085,214,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1575078964233398,47.2375
4155.441287,214,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5252170562744141,9.10909090909091
4155.441605,214,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.9168107509613036,36.29090909090909
4155.441994,214,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6572303771972656,36.20454545454545
4167.534168,214,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0082960128784179,,
4167.534623,214,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0361316204071044,,
4167.53499,214,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0115535259246826,,
4167.535337,214,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0080206394195556,,
4167.535677,214,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.015834093093872,,
4167.536136,214,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0390942096710205,,
4167.536473,214,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0086903572082519,,
4167.536998,214,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0259780883789062,,
4167.537297,214,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0126302242279052,,
4167.537645,214,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078599452972412,,
4167.538033,214,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0075728893280029,,
4167.538311,214,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0214178562164306,,
4167.538606,214,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0077109336853027,,
4167.53893,214,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0166492462158203,,
4167.539192,214,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0102581977844238,,
4167.539478,214,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0140068531036376,,
4167.539772,214,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.011418342590332,,
4167.540098,214,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0134890079498291,,
4167.540468,214,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0128486156463623,,
4167.540764,214,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.016413927078247,,
4167.54106,214,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0228705406188964,,
4167.54142,214,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0241196155548095,,
4167.541678,214,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0127365589141845,,
4167.542257,214,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0219526290893554,,
4167.542692,214,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.008765697479248,,
4167.547333,214,learning_update,16506691070021547649,,,,,,"(8, 2, 2, 8, 8)",0.0,0.01,0.31,-0.32,,,,,,,,,,,
4167.548212,214,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",0.0,0.01,0.31,-0.32,,,,,,,,,,,
4167.548934,214,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",0.0,0.01,0.31,-0.32,,,,,,,,,,,
4167.549881,214,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",0.0,0.01,0.31,-0.32,,,,,,,,,,,
4167.550572,214,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",0.0,0.01,0.31,-0.32,,,,,,,,,,,
4167.576108,215,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399177033285212,,,,,,,,,,,,,,,,
4167.576425,215,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",0,-0.0301547211173044,0.0397614211518357,,,,,,,,,,,,,,,,
4167.576708,215,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-0.0178464377803179,0.0412032805660407,,,,,,,,,,,,,,,,
4167.577147,215,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0281554458867091,0.0399921474659157,,,,,,,,,,,,,,,,
4167.577448,215,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0297090017608461,0.0398127438114275,,,,,,,,,,,,,,,,
4167.577786,215,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0288976851826973,0.0399063335089384,,,,,,,,,,,,,,,,
4167.578243,215,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",1,-0.0178464377803179,0.0412032805660407,,,,,,,,,,,,,,,,
4167.578589,215,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0288976851826973,0.0399063335089384,,,,,,,,,,,,,,,,
4167.578927,215,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399177033285212,,,,,,,,,,,,,,,,
4167.579384,215,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399177033285212,,,,,,,,,,,,,,,,
4167.579792,215,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0297090017608461,0.0398127438114275,,,,,,,,,,,,,,,,
4167.580112,215,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.039376209928357,,,,,,,,,,,,,,,,
4167.58045,215,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",1,-0.0280142920926837,0.040008487825713,,,,,,,,,,,,,,,,
4167.580778,215,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",1,-0.0280142920926837,0.040008487825713,,,,,,,,,,,,,,,,
4167.581176,215,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0297090017608461,0.0398127438114275,,,,,,,,,,,,,,,,
4167.581557,215,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399177033285212,,,,,,,,,,,,,,,,
4167.58196,215,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399177033285212,,,,,,,,,,,,,,,,
4167.582323,215,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0280142920926837,0.040008487825713,,,,,,,,,,,,,,,,
4167.582745,215,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.039376209928357,,,,,,,,,,,,,,,,
4167.583243,215,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399177033285212,,,,,,,,,,,,,,,,
4167.583591,215,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399177033285212,,,,,,,,,,,,,,,,
4167.583995,215,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.039376209928357,,,,,,,,,,,,,,,,
4167.584385,215,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0294381243259561,0.0398439665363104,,,,,,,,,,,,,,,,
4167.584868,215,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399177033285212,,,,,,,,,,,,,,,,
4167.585172,215,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.0174608498448049,0.0412492853713168,,,,,,,,,,,,,,,,
4176.618496,215,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.0410804748535156,36.27727272727273
4176.619254,215,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4837236404418945,9.018181818181818
4176.619509,215,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,3.654261350631714,13.627272727272729
4176.619844,215,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.5623657703399658,22.65
4176.620332,215,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1994261741638183,17.78125
4188.732946,215,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0103495121002197,,
4188.733448,215,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0099005699157714,,
4188.733834,215,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0089321136474609,,
4188.734242,215,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0106773376464843,,
4188.7347,215,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0234606266021728,,
4188.734997,215,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0190780162811279,,
4188.735367,215,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0093755722045898,,
4188.735693,215,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0331737995147705,,
4188.736001,215,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0209448337554931,,
4188.736232,215,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0091040134429931,,
4188.736808,215,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0072357654571533,,
4188.737102,215,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0090284347534179,,
4188.737404,215,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.032106876373291,,
4188.737806,215,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.008824348449707,,
4188.73815,215,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0293049812316894,,
4188.738579,215,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0087900161743164,,
4188.738938,215,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0362029075622558,,
4188.739462,215,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.023510456085205,,
4188.739917,215,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0083875656127929,,
4188.740398,215,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0133230686187744,,
4188.74075,215,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0183618068695068,,
4188.741081,215,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0126802921295166,,
4188.741497,215,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0352075099945068,,
4188.741898,215,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0125105381011962,,
4188.742283,215,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0143027305603027,,
4188.747218,215,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",-0.0001737440753581,0.04,0.21,-0.2501737440753582,,,,,,,,,,,
4188.748106,215,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",-0.0001737440753581,0.04,0.21,-0.2501737440753582,,,,,,,,,,,
4188.749054,215,learning_update,5631037270461107728,,,,,,"(8, 3, 2, 8, 8)",-0.0001737440753581,0.04,0.21,-0.2501737440753582,,,,,,,,,,,
4188.749775,215,learning_update,15368353039753191835,,,,,,"(8, 0, 1, 8, 8)",-0.0001737440753581,0.04,0.21,-0.2501737440753582,,,,,,,,,,,
4188.750643,215,learning_update,8818734309448792929,,,,,,"(8, 0, 1, 8, 8)",-0.0001737440753581,0.04,0.21,-0.2501737440753582,,,,,,,,,,,
4188.777643,216,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399099567984595,,,,,,,,,,,,,,,,
4188.778094,216,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0288976851826973,0.0398985320699916,,,,,,,,,,,,,,,,
4188.778412,216,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,-0.016717037807504,0.0413374159357471,,,,,,,,,,,,,,,,
4188.778837,216,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",1,-0.0249674889446053,0.0403572422069842,,,,,,,,,,,,,,,,
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4194.817823,216,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.001451015472412,36.20909090909091
4194.818081,216,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2166590690612793,18.35
4194.818359,216,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.9487812519073486,9.118181818181816
4206.924955,216,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.01517915725708,,
4206.925383,216,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0161523818969726,,
4206.925698,216,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0087935924530029,,
4206.926033,216,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0162317752838134,,
4206.926366,216,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0163702964782714,,
4206.926751,216,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.022416353225708,,
4206.927155,216,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0136468410491943,,
4206.927563,216,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0333547592163085,,
4206.927861,216,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0110538005828857,,
4206.928304,216,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0087380409240722,,
4206.928751,216,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0079517364501953,,
4206.929133,216,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0095109939575195,,
4206.929502,216,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0198297500610351,,
4206.929764,216,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0096762180328369,,
4206.930088,216,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0158939361572265,,
4206.930385,216,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080571174621582,,
4206.930751,216,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0084805488586425,,
4206.931079,216,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0098986625671386,,
4206.931579,216,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0409913063049316,,
4206.931977,216,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0077004432678222,,
4206.932251,216,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0152719020843505,,
4206.932625,216,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0347247123718261,,
4206.932961,216,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0349278450012207,,
4206.933288,216,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0278699398040771,,
4206.93371,216,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0140864849090576,,
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4206.974212,217,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0301700281324018,0.0397399777219629,,,,,,,,,,,,,,,,
4206.974626,217,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398995377902999,,,,,,,,,,,,,,,,
4206.97518,217,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.0227238722082569,0.040614466695122,,,,,,,,,,,,,,,,
4216.001734,217,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2109699249267578,24.38125
4216.002366,217,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2001738548278808,18.18125
4216.002655,217,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.9922821521759032,36.27727272727273
4216.00294,217,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.7772626876831055,22.663636363636364
4216.003366,217,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5585401058197021,9.03181818181818
4228.094269,217,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.007704734802246,,
4228.094713,217,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0113935470581054,,
4228.095187,217,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.009963035583496,,
4228.095501,217,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081644058227539,,
4228.095805,217,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0206990242004394,,
4228.096169,217,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0220131874084472,,
4228.096488,217,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0167930126190185,,
4228.096735,217,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0127649307250976,,
4228.097039,217,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0108065605163574,,
4228.097311,217,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0170753002166748,,
4228.097635,217,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0238690376281738,,
4228.097926,217,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0247097015380859,,
4228.098273,217,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0142841339111328,,
4228.098575,217,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0136284828186035,,
4228.098842,217,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0098698139190673,,
4228.099192,217,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0113444328308105,,
4228.099548,217,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0266704559326171,,
4228.099823,217,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0125830173492431,,
4228.100152,217,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0098788738250732,,
4228.100448,217,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0323333740234375,,
4228.100714,217,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0079004764556884,,
4228.100977,217,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.007249116897583,,
4228.101401,217,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0315794944763183,,
4228.101666,217,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.008298635482788,,
4228.102138,217,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0371296405792236,,
4228.105991,217,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",5.551115123125783e-17,0.08,0.22,-0.2999999999999999,,,,,,,,,,,
4228.106658,217,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",5.551115123125783e-17,0.08,0.22,-0.2999999999999999,,,,,,,,,,,
4228.107307,217,learning_update,5631037270461107728,,,,,,"(8, 5, 2, 8, 8)",5.551115123125783e-17,0.08,0.22,-0.2999999999999999,,,,,,,,,,,
4228.1079,217,learning_update,15368353039753191835,,,,,,"(8, 2, 1, 8, 8)",5.551115123125783e-17,0.08,0.22,-0.2999999999999999,,,,,,,,,,,
4228.108633,217,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",5.551115123125783e-17,0.08,0.22,-0.2999999999999999,,,,,,,,,,,
4228.134343,218,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398621739589059,,,,,,,,,,,,,,,,
4228.134718,218,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398621739589059,,,,,,,,,,,,,,,,
4228.135128,218,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,-0.0162886781583134,0.0413545566130498,,,,,,,,,,,,,,,,
4228.135407,218,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.0336597354438426,0.0392970030718471,,,,,,,,,,,,,,,,
4228.135718,218,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",1,-0.0100960234883333,0.0421138213419068,,,,,,,,,,,,,,,,
4228.136078,218,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398621739589059,,,,,,,,,,,,,,,,
4228.136352,218,selection_info,5631037270461107728,25,"(8, 5, 2, 8, 8)",1,-0.0162886781583134,0.0413545566130498,,,,,,,,,,,,,,,,
4228.136707,218,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398621739589059,,,,,,,,,,,,,,,,
4228.137001,218,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398621739589059,,,,,,,,,,,,,,,,
4228.137337,218,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398621739589059,,,,,,,,,,,,,,,,
4228.137636,218,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.031189028742183,0.0395832851381833,,,,,,,,,,,,,,,,
4228.137893,218,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0393132976222678,,,,,,,,,,,,,,,,
4228.138261,218,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.0281554458867091,0.0399376419529666,,,,,,,,,,,,,,,,
4228.13863,218,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.029784878061879,0.0397469132833742,,,,,,,,,,,,,,,,
4228.139038,218,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0297090017608461,0.039755774519892,,,,,,,,,,,,,,,,
4228.139399,218,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398621739589059,,,,,,,,,,,,,,,,
4228.13979,218,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398621739589059,,,,,,,,,,,,,,,,
4228.140191,218,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0393826198943407,,,,,,,,,,,,,,,,
4228.140547,218,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0393132976222678,,,,,,,,,,,,,,,,
4228.140955,218,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398621739589059,,,,,,,,,,,,,,,,
4228.141469,218,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398621739589059,,,,,,,,,,,,,,,,
4228.141816,218,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0393132976222678,,,,,,,,,,,,,,,,
4228.142171,218,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0301700281324018,0.0397019638659675,,,,,,,,,,,,,,,,
4228.142489,218,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398621739589059,,,,,,,,,,,,,,,,
4228.142791,218,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0163421767657187,0.0413480572906524,,,,,,,,,,,,,,,,
4237.169613,218,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.2236464023590088,36.28181818181818
4237.170248,218,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5735034942626953,9.045454545454543
4237.170537,218,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3636465072631836,22.5
4237.170825,218,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.8462948799133301,22.695454545454545
4249.334419,218,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0207347869873046,,
4249.334955,218,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0097410678863525,,
4249.335393,218,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0092058181762695,,
4249.335751,218,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0206372737884521,,
4249.336121,218,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0177333354949951,,
4249.336424,218,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0169088840484619,,
4249.336777,218,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0300431251525878,,
4249.337258,218,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0216801166534423,,
4249.337594,218,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0065410137176513,,
4249.337961,218,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0151882171630859,,
4249.338363,218,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0217847824096679,,
4249.338649,218,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0086212158203125,,
4249.339007,218,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0082495212554931,,
4249.339365,218,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.014965534210205,,
4249.339752,218,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081722736358642,,
4249.340025,218,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0082285404205322,,
4249.340388,218,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0163919925689697,,
4249.340668,218,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0229108333587646,,
4249.341158,218,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0298495292663574,,
4249.341564,218,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0103311538696289,,
4249.341921,218,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.022191047668457,,
4249.342302,218,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0147230625152587,,
4249.342611,218,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.012425422668457,,
4249.342959,218,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0116443634033203,,
4249.343364,218,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0131042003631591,,
4249.348339,218,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",-5.551115123125783e-17,0.09,0.2,-0.29,,,,,,,,,,,
4249.349025,218,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 8, 8)",-5.551115123125783e-17,0.09,0.2,-0.29,,,,,,,,,,,
4249.349778,218,learning_update,5631037270461107728,,,,,,"(8, 5, 2, 8, 8)",-5.551115123125783e-17,0.09,0.2,-0.29,,,,,,,,,,,
4249.350516,218,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",-5.551115123125783e-17,0.09,0.2,-0.29,,,,,,,,,,,
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4249.379014,219,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399378570066753,,,,,,,,,,,,,,,,
4249.379321,219,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.031189028742183,0.0396570395225115,,,,,,,,,,,,,,,,
4249.379665,219,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0393851943709977,,,,,,,,,,,,,,,,
4249.380144,219,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",1,-0.0281554458867091,0.040013848601945,,,,,,,,,,,,,,,,
4249.380391,219,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.029784878061879,0.0398217980417758,,,,,,,,,,,,,,,,
4249.380693,219,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.031189028742183,0.0396570395225115,,,,,,,,,,,,,,,,
4249.3811,219,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399378570066753,,,,,,,,,,,,,,,,
4249.381348,219,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399378570066753,,,,,,,,,,,,,,,,
4249.381622,219,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.039454992718908,,,,,,,,,,,,,,,,
4249.381958,219,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0393851943709977,,,,,,,,,,,,,,,,
4249.382255,219,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399378570066753,,,,,,,,,,,,,,,,
4249.382625,219,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399378570066753,,,,,,,,,,,,,,,,
4249.383018,219,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0393851943709977,,,,,,,,,,,,,,,,
4249.383347,219,selection_info,8420893525106420796,25,"(7, 0, 0, 8, 8)",1,-0.0090829641956776,0.0423318662534777,,,,,,,,,,,,,,,,
4249.383761,219,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0399378570066753,,,,,,,,,,,,,,,,
4249.384155,219,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.019225834588953,0.0410828888602319,,,,,,,,,,,,,,,,
4258.412216,219,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.9006655216217041,36.23181818181818
4258.412968,219,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.096644163131714,6.275
4258.413281,219,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.5813724994659424,22.60909090909091
4258.413582,219,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2015502452850341,18.625
4258.414021,219,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5566351413726807,9.181818181818182
4270.518441,219,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.01157808303833,,
4270.518868,219,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0073962211608886,,
4270.51928,219,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0082497596740722,,
4270.519614,219,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0400750637054443,,
4270.520004,219,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0157015323638916,,
4270.520435,219,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0126597881317138,,
4270.520754,219,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0159804821014404,,
4270.521197,219,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0115344524383544,,
4270.52192,219,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0213632583618164,,
4270.522228,219,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0160629749298095,,
4270.522543,219,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0121436119079589,,
4270.523014,219,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0132899284362792,,
4270.523452,219,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0134539604187011,,
4270.523874,219,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0167114734649658,,
4270.524377,219,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0148596763610839,,
4270.524823,219,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0085337162017822,,
4270.525162,219,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0171446800231933,,
4270.525412,219,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0133206844329833,,
4270.525861,219,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0168514251708984,,
4270.526245,219,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0300183296203613,,
4270.526565,219,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0122594833374023,,
4270.526924,219,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0119252204895019,,
4270.527253,219,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0113677978515625,,
4270.527611,219,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0200703144073486,,
4270.528055,219,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0134451389312744,,
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4270.534204,219,learning_update,15368353039753191835,,,,,,"(8, 3, 1, 8, 8)",-1.1102230246251563e-16,0.1,0.19,-0.2900000000000001,,,,,,,,,,,
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4270.564493,220,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398960136225691,,,,,,,,,,,,,,,,
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4270.567274,220,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398960136225691,,,,,,,,,,,,,,,,
4270.567572,220,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0394112461193855,,,,,,,,,,,,,,,,
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4270.568378,220,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398960136225691,,,,,,,,,,,,,,,,
4270.568685,220,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398960136225691,,,,,,,,,,,,,,,,
4270.569151,220,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0393411751180539,,,,,,,,,,,,,,,,
4270.570065,220,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0301700281324018,0.0397340552454166,,,,,,,,,,,,,,,,
4270.570361,220,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0398960136225691,,,,,,,,,,,,,,,,
4270.570732,220,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0221066087543641,0.040696284651454,,,,,,,,,,,,,,,,
4279.604949,220,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1583898067474365,46.4125
4279.605478,220,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4031352996826172,9.036363636363635
4279.605827,220,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.429999828338623,22.62272727272727
4279.606103,220,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2004601955413818,18.1625
4279.606554,220,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.8357160091400146,36.268181818181816
4291.71107,220,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0344059467315673,,
4291.711541,220,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0091869831085205,,
4291.711863,220,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0141010284423828,,
4291.71221,220,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0077624320983886,,
4291.712662,220,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0104680061340332,,
4291.713116,220,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.008970022201538,,
4291.713553,220,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0230970382690429,,
4291.713932,220,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.012958288192749,,
4291.714326,220,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0231819152832031,,
4291.714655,220,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0088336467742919,,
4291.715062,220,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0120553970336914,,
4291.715542,220,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0095875263214111,,
4291.715968,220,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0116047859191894,,
4291.716321,220,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0117886066436767,,
4291.716671,220,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0321650505065918,,
4291.71692,220,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0077719688415527,,
4291.717163,220,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0086739063262939,,
4291.717444,220,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.029041051864624,,
4291.717759,220,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.010265827178955,,
4291.718003,220,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0075581073760986,,
4291.718262,220,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.008169412612915,,
4291.718626,220,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0232748985290527,,
4291.718943,220,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0110087394714355,,
4291.719222,220,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0123558044433593,,
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4291.762209,221,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0287992513807329,0.0401072204291203,,,,,,,,,,,,,,,,
4291.762556,221,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0254845021456097,0.0405056841795562,,,,,,,,,,,,,,,,
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4297.796027,221,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.7247750759124756,36.23636363636364
4297.796331,221,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3920021057128906,9.05
4309.894202,221,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0147845745086669,,
4309.894835,221,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0192220211029052,,
4309.895389,221,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0073845386505126,,
4309.89579,221,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0129749774932861,,
4309.896105,221,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0101430416107177,,
4309.896514,221,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0193328857421875,,
4309.896917,221,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0093019008636474,,
4309.897486,221,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0226223468780517,,
4309.898046,221,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0135056972503662,,
4309.898525,221,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0211501121520996,,
4309.898967,221,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0167226791381835,,
4309.901357,221,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.013925552368164,,
4309.901948,221,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0127003192901611,,
4309.902436,221,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0289757251739501,,
4309.902997,221,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0093247890472412,,
4309.903377,221,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0118346214294433,,
4309.903757,221,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0172150135040283,,
4309.904129,221,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0114576816558837,,
4309.904487,221,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0079188346862792,,
4309.904889,221,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0091476440429687,,
4309.905271,221,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.01186203956604,,
4309.905706,221,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0103595256805419,,
4309.906121,221,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0125198364257812,,
4309.906532,221,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0312113761901855,,
4309.906913,221,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0099363327026367,,
4309.912544,221,learning_update,5631037270461107728,,,,,,"(8, 4, 2, 8, 8)",0.0,0.07,0.17,-0.24,,,,,,,,,,,
4309.913704,221,learning_update,15368353039753191835,,,,,,"(8, 4, 1, 8, 8)",0.0,0.07,0.17,-0.24,,,,,,,,,,,
4309.91448,221,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",0.0,0.07,0.17,-0.24,,,,,,,,,,,
4309.915432,221,learning_update,16206290167654754491,,,,,,"(8, 0, 0, 8, 8)",0.0,0.07,0.17,-0.24,,,,,,,,,,,
4309.916352,221,learning_update,13644997368299628738,,,,,,"(8, 0, 0, 8, 8)",0.0,0.07,0.17,-0.24,,,,,,,,,,,
4309.946894,222,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",1,-0.0288976851826973,0.0402851545744516,,,,,,,,,,,,,,,,
4309.947401,222,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0288976851826973,0.0402851545744516,,,,,,,,,,,,,,,,
4309.947936,222,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,-0.0245163183447384,0.0408176961440877,,,,,,,,,,,,,,,,
4309.948297,222,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.029784878061879,0.0401781678793544,,,,,,,,,,,,,,,,
4309.948648,222,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.031189028742183,0.0400094215824457,,,,,,,,,,,,,,,,
4309.949025,222,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397308916188753,,,,,,,,,,,,,,,,
4309.949334,222,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",1,-0.0245163183447384,0.0408176961440877,,,,,,,,,,,,,,,,
4309.949807,222,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397308916188753,,,,,,,,,,,,,,,,
4309.950231,222,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397308916188753,,,,,,,,,,,,,,,,
4309.95095,222,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397308916188753,,,,,,,,,,,,,,,,
4309.951609,222,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.031189028742183,0.0400094215824457,,,,,,,,,,,,,,,,
4309.952038,222,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0397310199944596,,,,,,,,,,,,,,,,
4309.952462,222,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",1,-0.0257322413283752,0.0406692026603623,,,,,,,,,,,,,,,,
4309.952805,222,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0398024989882398,,,,,,,,,,,,,,,,
4309.953176,222,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.031189028742183,0.0400094215824457,,,,,,,,,,,,,,,,
4309.953736,222,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397308916188753,,,,,,,,,,,,,,,,
4309.954391,222,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397308916188753,,,,,,,,,,,,,,,,
4309.95481,222,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0398024989882398,,,,,,,,,,,,,,,,
4309.955165,222,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0397310199944596,,,,,,,,,,,,,,,,
4309.955618,222,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397308916188753,,,,,,,,,,,,,,,,
4309.956007,222,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397308916188753,,,,,,,,,,,,,,,,
4309.956355,222,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0397310199944596,,,,,,,,,,,,,,,,
4309.956788,222,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0301700281324018,0.0401318110776685,,,,,,,,,,,,,,,,
4309.957209,222,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397308916188753,,,,,,,,,,,,,,,,
4309.957684,222,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0278590176434641,0.0404107696684623,,,,,,,,,,,,,,,,
4318.983718,222,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2432889938354492,12.30625
4318.984501,222,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2024943828582763,18.53125
4318.984869,222,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.7557961940765381,36.25909090909091
4318.985245,222,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5719239711761475,9.077272727272726
4318.985653,222,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.467031717300415,22.49090909090909
4331.091345,222,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0226151943206787,,
4331.09181,222,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.009171724319458,,
4331.092176,222,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0273463726043701,,
4331.092593,222,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0099756717681884,,
4331.092945,222,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0345330238342285,,
4331.093272,222,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0103354454040527,,
4331.093621,222,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.018155813217163,,
4331.093974,222,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0359728336334228,,
4331.094287,222,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0107514858245849,,
4331.094586,222,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0204024314880371,,
4331.094834,222,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0107629299163818,,
4331.095167,222,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8191489361702128,0.746268656716418,0.9625,0.7129629629629629,134,0.0129187107086181,,
4331.095507,222,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0101182460784912,,
4331.095891,222,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0155165195465087,,
4331.096228,222,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0069906711578369,,
4331.096514,222,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0128977298736572,,
4331.097129,222,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0091571807861328,,
4331.097654,222,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0128536224365234,,
4331.098078,222,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0098588466644287,,
4331.098492,222,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0248036384582519,,
4331.098882,222,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0111889839172363,,
4331.09927,222,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8113207547169812,0.7324414715719063,0.9608938547486032,0.7020408163265306,299,0.0146493911743164,,
4331.099659,222,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0071518421173095,,
4331.100016,222,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0113224983215332,,
4331.100233,222,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8333333333333334,0.7637795275590551,0.986842105263158,0.7211538461538461,127,0.0110180377960205,,
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4331.105431,222,learning_update,5631037270461107728,,,,,,"(8, 4, 2, 8, 8)",-0.0008768879293892,0.09,0.2,-0.2908768879293892,,,,,,,,,,,
4331.106168,222,learning_update,15368353039753191835,,,,,,"(8, 4, 1, 8, 8)",-0.0008768879293892,0.09,0.2,-0.2908768879293892,,,,,,,,,,,
4331.106906,222,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",-0.0008768879293892,0.09,0.2,-0.2908768879293892,,,,,,,,,,,
4331.107869,222,learning_update,16206290167654754491,,,,,,"(8, 1, 0, 8, 8)",-0.0008768879293892,0.09,0.2,-0.2908768879293892,,,,,,,,,,,
4331.135826,223,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",1,-0.0301547211173044,0.0402545133141319,,,,,,,,,,,,,,,,
4331.136345,223,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.03178886970022,0.040056835233765,,,,,,,,,,,,,,,,
4331.136728,223,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,-0.0302819392140757,0.0402390891660755,,,,,,,,,,,,,,,,
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4331.138162,223,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398485198794105,,,,,,,,,,,,,,,,
4331.138452,223,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",1,-0.0302819392140757,0.0402390891660755,,,,,,,,,,,,,,,,
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4331.139472,223,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398485198794105,,,,,,,,,,,,,,,,
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4331.140186,223,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0398486492820792,,,,,,,,,,,,,,,,
4331.140752,223,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",1,-0.0286152779663407,0.0404416274398596,,,,,,,,,,,,,,,,
4331.141067,223,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0399207004782694,,,,,,,,,,,,,,,,
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4331.141815,223,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398485198794105,,,,,,,,,,,,,,,,
4331.142156,223,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398485198794105,,,,,,,,,,,,,,,,
4331.142548,223,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0399207004782694,,,,,,,,,,,,,,,,
4331.142929,223,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0398486492820792,,,,,,,,,,,,,,,,
4331.1432,223,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398485198794105,,,,,,,,,,,,,,,,
4331.143734,223,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398485198794105,,,,,,,,,,,,,,,,
4331.144118,223,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0398486492820792,,,,,,,,,,,,,,,,
4331.144688,223,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0301700281324018,0.0402526571515844,,,,,,,,,,,,,,,,
4331.145139,223,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398485198794105,,,,,,,,,,,,,,,,
4331.145488,223,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",0,-0.0307399275051145,0.0401836107712364,,,,,,,,,,,,,,,,
4337.179439,223,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.1231532096862793,6.3
4337.179966,223,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.5720574855804443,22.695454545454545
4337.180303,223,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2045900821685791,18.625
4337.180675,223,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2488453388214111,12.26875
4337.180983,223,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.8691635131835938,36.25
4346.319342,223,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0147078037261962,,
4346.319744,223,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0170671939849853,,
4346.320047,223,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0218546390533447,,
4346.320485,223,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0238034725189209,,
4346.320886,223,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082578659057617,,
4346.32121,223,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0129590034484863,,
4346.321448,223,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0166125297546386,,
4346.321754,223,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0085947513580322,,
4346.322058,223,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0140924453735351,,
4346.322455,223,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0098257064819335,,
4346.322775,223,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.013573408126831,,
4346.323152,223,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0088312625885009,,
4346.323482,223,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0281579494476318,,
4346.323843,223,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.031665563583374,,
4346.324132,223,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0209906101226806,,
4346.324502,223,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0111129283905029,,
4346.32481,223,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0117061138153076,,
4346.325149,223,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0069336891174316,,
4346.32553,223,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0214927196502685,,
4346.325849,223,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0148518085479736,,
4346.326287,223,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.011554479598999,,
4346.326699,223,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0104482173919677,,
4346.327073,223,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0090599060058593,,
4346.327478,223,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0192646980285644,,
4346.328322,223,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0080366134643554,,
4346.333948,223,learning_update,15368353039753191835,,,,,,"(8, 4, 1, 8, 8)",0.0005295357588229,0.06,0.19,-0.249470464241177,,,,,,,,,,,
4346.334706,223,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",0.0005295357588229,0.06,0.19,-0.249470464241177,,,,,,,,,,,
4346.335451,223,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",0.0005295357588229,0.06,0.19,-0.249470464241177,,,,,,,,,,,
4346.336157,223,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",0.0005295357588229,0.06,0.19,-0.249470464241177,,,,,,,,,,,
4346.336926,223,learning_update,5631037270461107728,,,,,,"(8, 4, 2, 8, 8)",0.0005295357588229,0.06,0.19,-0.249470464241177,,,,,,,,,,,
4346.363131,224,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.0283233968954733,0.0403760169380335,,,,,,,,,,,,,,,,
4346.363577,224,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.03178886970022,0.0399546043719151,,,,,,,,,,,,,,,,
4346.363898,224,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",0,-0.0352083201977679,0.0395430996031837,,,,,,,,,,,,,,,,
4346.364214,224,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0398181358724473,,,,,,,,,,,,,,,,
4346.364496,224,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",1,-0.0202381623031108,0.0413765703811525,,,,,,,,,,,,,,,,
4346.364818,224,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397457792659255,,,,,,,,,,,,,,,,
4346.365051,224,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",0,-0.0352083201977679,0.0395430996031837,,,,,,,,,,,,,,,,
4346.365382,224,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397457792659255,,,,,,,,,,,,,,,,
4346.365674,224,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397457792659255,,,,,,,,,,,,,,,,
4346.36607,224,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397457792659255,,,,,,,,,,,,,,,,
4346.366369,224,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.031189028742183,0.0400272308872964,,,,,,,,,,,,,,,,
4346.366719,224,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0397459089835452,,,,,,,,,,,,,,,,
4346.367087,224,selection_info,15368353039753191835,25,"(8, 5, 1, 8, 8)",1,-0.0168507536864656,0.0418030996312585,,,,,,,,,,,,,,,,
4346.367395,224,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0398181358724473,,,,,,,,,,,,,,,,
4346.367804,224,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.031189028742183,0.0400272308872964,,,,,,,,,,,,,,,,
4346.368176,224,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397457792659255,,,,,,,,,,,,,,,,
4346.368496,224,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397457792659255,,,,,,,,,,,,,,,,
4346.36888,224,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0398181358724473,,,,,,,,,,,,,,,,
4346.369332,224,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0397459089835452,,,,,,,,,,,,,,,,
4346.369625,224,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397457792659255,,,,,,,,,,,,,,,,
4346.369897,224,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397457792659255,,,,,,,,,,,,,,,,
4346.370346,224,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0397459089835452,,,,,,,,,,,,,,,,
4346.370733,224,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0294381243259561,0.040239979843187,,,,,,,,,,,,,,,,
4346.371154,224,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397457792659255,,,,,,,,,,,,,,,,
4346.371764,224,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.0256437130770658,0.0407049198921853,,,,,,,,,,,,,,,,
4355.405648,224,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2376356124877929,12.31875
4355.406205,224,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1998605728149414,18.30625
4355.406692,224,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.12626051902771,6.28125
4355.407339,224,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3267574310302734,22.59090909090909
4355.407665,224,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.3835842609405517,9.018181818181818
4367.506681,224,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0138676166534423,,
4367.507168,224,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0087664127349853,,
4367.507482,224,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0157299041748046,,
4367.508006,224,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0405330657958984,,
4367.508422,224,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0083973407745361,,
4367.508748,224,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0073933601379394,,
4367.509094,224,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0170032978057861,,
4367.50945,224,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0231490135192871,,
4367.509755,224,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0090906620025634,,
4367.510265,224,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0109407901763916,,
4367.510741,224,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0219395160675048,,
4367.511174,224,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0236501693725585,,
4367.511606,224,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0098669528961181,,
4367.512001,224,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0160698890686035,,
4367.512368,224,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0080378055572509,,
4367.512765,224,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0083472728729248,,
4367.513249,224,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0136904716491699,,
4367.513565,224,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0442175865173339,,
4367.514025,224,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0115377902984619,,
4367.514298,224,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0225677490234375,,
4367.514612,224,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.006995677947998,,
4367.515061,224,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0195615291595459,,
4367.515429,224,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081627368927001,,
4367.515727,224,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0104811191558837,,
4367.516106,224,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0180544853210449,,
4367.520766,224,learning_update,15368353039753191835,,,,,,"(8, 5, 1, 8, 8)",0.0002620005192774,0.06,0.13,-0.1897379994807225,,,,,,,,,,,
4367.521458,224,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 8, 8)",0.0002620005192774,0.06,0.13,-0.1897379994807225,,,,,,,,,,,
4367.522321,224,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",0.0002620005192774,0.06,0.13,-0.1897379994807225,,,,,,,,,,,
4367.523077,224,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",0.0002620005192774,0.06,0.13,-0.1897379994807225,,,,,,,,,,,
4367.524001,224,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",0.0002620005192774,0.06,0.13,-0.1897379994807225,,,,,,,,,,,
4367.550649,225,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.0271090538587266,0.0404809786580535,,,,,,,,,,,,,,,,
4367.551029,225,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.03178886970022,0.0399086228975276,,,,,,,,,,,,,,,,
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4367.557045,225,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0396989927125853,,,,,,,,,,,,,,,,
4367.557654,225,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0396989927125853,,,,,,,,,,,,,,,,
4367.558139,225,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.031189028742183,0.03998153070022,,,,,,,,,,,,,,,,
4367.558503,225,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0396991229285876,,,,,,,,,,,,,,,,
4367.558915,225,selection_info,15368353039753191835,25,"(8, 5, 1, 8, 8)",1,-0.0187312829275864,0.0415261837236588,,,,,,,,,,,,,,,,
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4367.559853,225,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.031189028742183,0.03998153070022,,,,,,,,,,,,,,,,
4367.560192,225,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0396989927125853,,,,,,,,,,,,,,,,
4367.560522,225,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0396989927125853,,,,,,,,,,,,,,,,
4367.560864,225,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0397716276488318,,,,,,,,,,,,,,,,
4367.561312,225,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0396991229285876,,,,,,,,,,,,,,,,
4367.561604,225,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0396989927125853,,,,,,,,,,,,,,,,
4367.56197,225,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0396989927125853,,,,,,,,,,,,,,,,
4367.562373,225,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0396991229285876,,,,,,,,,,,,,,,,
4367.562679,225,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0313060661964374,0.0399672949057903,,,,,,,,,,,,,,,,
4367.563105,225,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0396989927125853,,,,,,,,,,,,,,,,
4367.563471,225,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.027515449358796,0.040430951462968,,,,,,,,,,,,,,,,
4376.595691,225,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.2502946853637695,36.28181818181818
4376.596283,225,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2437090873718261,12.225
4376.596783,225,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6266987323760986,9.072727272727272
4376.597175,225,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2003045082092285,18.2125
4376.597485,225,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6620883941650391,22.595454545454547
4388.746708,225,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0084662437438964,,
4388.747157,225,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0116369724273681,,
4388.747499,225,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0093605518341064,,
4388.747864,225,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0086100101470947,,
4388.748181,225,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0212383270263671,,
4388.748485,225,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0143420696258544,,
4388.749016,225,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0183501243591308,,
4388.749445,225,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0081706047058105,,
4388.749683,225,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0182948112487792,,
4388.749986,225,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0115885734558105,,
4388.750222,225,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0248548984527587,,
4388.750533,225,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0108325481414794,,
4388.750781,225,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0313107967376709,,
4388.751085,225,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0128901004791259,,
4388.751348,225,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0127496719360351,,
4388.751619,225,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0165488719940185,,
4388.751927,225,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0110163688659667,,
4388.752231,225,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0120782852172851,,
4388.752451,225,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0207908153533935,,
4388.752741,225,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0093874931335449,,
4388.752999,225,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0096805095672607,,
4388.753238,225,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0103428363800048,,
4388.753436,225,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078849792480468,,
4388.753695,225,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0138969421386718,,
4388.753961,225,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0092520713806152,,
4388.757762,225,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",-0.0001739972598583,0.09,0.2,-0.2901739972598584,,,,,,,,,,,
4388.758439,225,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",-0.0001739972598583,0.09,0.2,-0.2901739972598584,,,,,,,,,,,
4388.759144,225,learning_update,5631037270461107728,,,,,,"(8, 3, 2, 8, 8)",-0.0001739972598583,0.09,0.2,-0.2901739972598584,,,,,,,,,,,
4388.759886,225,learning_update,15368353039753191835,,,,,,"(8, 5, 1, 8, 8)",-0.0001739972598583,0.09,0.2,-0.2901739972598584,,,,,,,,,,,
4388.760566,225,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",-0.0001739972598583,0.09,0.2,-0.2901739972598584,,,,,,,,,,,
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4388.787823,226,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.031189028742183,0.0399964104557943,,,,,,,,,,,,,,,,
4388.788233,226,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397123520598202,,,,,,,,,,,,,,,,
4388.788495,226,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",0,-0.0352083201977679,0.0395078077435495,,,,,,,,,,,,,,,,
4388.788874,226,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397123520598202,,,,,,,,,,,,,,,,
4388.789154,226,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397123520598202,,,,,,,,,,,,,,,,
4388.78945,226,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397123520598202,,,,,,,,,,,,,,,,
4388.789786,226,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",1,-0.0222138619335665,0.041109394335127,,,,,,,,,,,,,,,,
4388.790339,226,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0397124829742133,,,,,,,,,,,,,,,,
4388.790715,226,selection_info,15368353039753191835,25,"(8, 5, 1, 8, 8)",1,-0.0216142916172574,0.0411848394419442,,,,,,,,,,,,,,,,
4388.791102,226,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0397853768957737,,,,,,,,,,,,,,,,
4388.791649,226,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,-0.0222138619335665,0.041109394335127,,,,,,,,,,,,,,,,
4388.792228,226,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397123520598202,,,,,,,,,,,,,,,,
4388.792573,226,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397123520598202,,,,,,,,,,,,,,,,
4388.792979,226,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0397853768957737,,,,,,,,,,,,,,,,
4388.793337,226,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0397124829742133,,,,,,,,,,,,,,,,
4388.793692,226,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397123520598202,,,,,,,,,,,,,,,,
4388.794195,226,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397123520598202,,,,,,,,,,,,,,,,
4388.794645,226,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0397124829742133,,,,,,,,,,,,,,,,
4388.795023,226,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0313060661964374,0.0399820978130356,,,,,,,,,,,,,,,,
4388.795323,226,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0397123520598202,,,,,,,,,,,,,,,,
4388.795681,226,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",0,-0.0303896738820357,0.0400943015601734,,,,,,,,,,,,,,,,
4397.828534,226,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.5859427452087402,36.190909090909095
4397.829022,226,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4439015388488769,22.522727272727277
4397.829321,226,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2452623844146728,12.56875
4397.829633,226,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2045736312866211,18.01875
4397.830013,226,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1590919494628906,46.84375
4409.926826,226,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0102391242980957,,
4409.927293,226,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080130100250244,,
4409.927578,226,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0189898014068603,,
4409.928001,226,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0223317146301269,,
4409.92835,226,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0100014209747314,,
4409.928732,226,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0154011249542236,,
4409.92938,226,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0113580226898193,,
4409.929691,226,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.012923240661621,,
4409.930005,226,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0116777420043945,,
4409.930292,226,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0265378952026367,,
4409.930642,226,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0177662372589111,,
4409.931002,226,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0281994342803955,,
4409.93124,226,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0158514976501464,,
4409.931523,226,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070617198944091,,
4409.931924,226,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0110905170440673,,
4409.932297,226,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.011301040649414,,
4409.932827,226,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0117585659027099,,
4409.933242,226,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0100975036621093,,
4409.933584,226,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0086081027984619,,
4409.934012,226,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0095191001892089,,
4409.934333,226,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0168912410736084,,
4409.934672,226,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0131173133850097,,
4409.935018,226,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.012397289276123,,
4409.935332,226,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0227653980255126,,
4409.935582,226,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0254569053649902,,
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4409.941131,226,learning_update,10577062229270185434,,,,,,"(7, 0, 2, 8, 8)",-0.0001794972901795,0.07,0.26,-0.3301794972901796,,,,,,,,,,,
4409.941784,226,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",-0.0001794972901795,0.07,0.26,-0.3301794972901796,,,,,,,,,,,
4409.942503,226,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",-0.0001794972901795,0.07,0.26,-0.3301794972901796,,,,,,,,,,,
4409.943352,226,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",-0.0001794972901795,0.07,0.26,-0.3301794972901796,,,,,,,,,,,
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4409.970287,227,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398490280046128,,,,,,,,,,,,,,,,
4409.970563,227,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",0,-0.0352083201977679,0.0396427509976099,,,,,,,,,,,,,,,,
4409.970884,227,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0399226727271921,,,,,,,,,,,,,,,,
4409.971185,227,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,-0.031189028742183,0.0401355015033383,,,,,,,,,,,,,,,,
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4409.971929,227,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0319428250320881,0.0400426244806444,,,,,,,,,,,,,,,,
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4409.976345,227,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0398491600296917,,,,,,,,,,,,,,,,
4409.97671,227,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398490280046128,,,,,,,,,,,,,,,,
4409.977176,227,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398490280046128,,,,,,,,,,,,,,,,
4409.977472,227,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0398491600296917,,,,,,,,,,,,,,,,
4409.977857,227,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0313060661964374,0.0401210669273569,,,,,,,,,,,,,,,,
4409.97819,227,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398490280046128,,,,,,,,,,,,,,,,
4409.978526,227,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.028637566878851,0.0404514747400224,,,,,,,,,,,,,,,,
4419.01141,227,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3028304576873779,22.69090909090909
4419.011997,227,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4313158988952636,9.081818181818182
4419.012361,227,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2683861255645752,12.34375
4419.01266,227,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6597483158111572,36.25454545454546
4419.013187,227,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.1986265182495117,17.825
4431.128851,227,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0095326900482177,,
4431.129196,227,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0310490131378173,,
4431.129483,227,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0274014472961425,,
4431.129986,227,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080440044403076,,
4431.130347,227,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0229370594024658,,
4431.130619,227,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0109720230102539,,
4431.13096,227,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0085494518280029,,
4431.131382,227,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0246298313140869,,
4431.131704,227,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0096733570098876,,
4431.132042,227,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0221152305603027,,
4431.132389,227,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0151903629302978,,
4431.132722,227,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0217459201812744,,
4431.132999,227,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0079696178436279,,
4431.133299,227,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0106136798858642,,
4431.133618,227,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.013002872467041,,
4431.133945,227,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0144455432891845,,
4431.134286,227,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0245273113250732,,
4431.1346,227,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0092222690582275,,
4431.135069,227,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0077762603759765,,
4431.135442,227,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0116357803344726,,
4431.135911,227,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0097496509552001,,
4431.136263,227,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.010941743850708,,
4431.136644,227,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0109763145446777,,
4431.137154,227,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0095734596252441,,
4431.137546,227,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.010941743850708,,
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4431.175904,228,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398585708544545,,,,,,,,,,,,,,,,
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4431.176828,228,selection_info,15368353039753191835,25,"(8, 5, 1, 8, 8)",1,-0.0275695778262434,0.0405979216205877,,,,,,,,,,,,,,,,
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4431.177614,228,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0364734552917503,0.0394965601219981,,,,,,,,,,,,,,,,
4431.178036,228,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398585708544545,,,,,,,,,,,,,,,,
4431.178401,228,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398585708544545,,,,,,,,,,,,,,,,
4431.178859,228,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0399326037181286,,,,,,,,,,,,,,,,
4431.179139,228,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0398587035747507,,,,,,,,,,,,,,,,
4431.179472,228,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398585708544545,,,,,,,,,,,,,,,,
4431.179944,228,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398585708544545,,,,,,,,,,,,,,,,
4431.180242,228,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0398587035747507,,,,,,,,,,,,,,,,
4431.180628,228,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0313060661964374,0.0401320469568044,,,,,,,,,,,,,,,,
4431.181185,228,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398585708544545,,,,,,,,,,,,,,,,
4431.181712,228,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0313089293119721,0.0401316920341218,,,,,,,,,,,,,,,,
4440.2075,228,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3836395740509033,22.509090909090908
4440.208026,228,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2422285079956054,12.35
4440.208341,228,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.7511417865753174,36.268181818181816
4440.208654,228,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.7338342666625977,36.29545454545455
4440.209093,228,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2026102542877197,18.51875
4452.374447,228,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0137848854064941,,
4452.375024,228,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0170373916625976,,
4452.37541,228,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0082712173461914,,
4452.375825,228,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080523490905761,,
4452.376101,228,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0170443058013916,,
4452.376807,228,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0106322765350341,,
4452.377217,228,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0141577720642089,,
4452.3775,228,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0213112831115722,,
4452.377907,228,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0166010856628417,,
4452.378236,228,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0200536251068115,,
4452.37851,228,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0114505290985107,,
4452.378927,228,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0106017589569091,,
4452.379252,228,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0236263275146484,,
4452.379546,228,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0089850425720214,,
4452.379989,228,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0089309215545654,,
4452.380328,228,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0243463516235351,,
4452.380699,228,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0090367794036865,,
4452.381179,228,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0087010860443115,,
4452.381531,228,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.02388596534729,,
4452.381906,228,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0101194381713867,,
4452.38226,228,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0232634544372558,,
4452.38262,228,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0438158512115478,,
4452.383018,228,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0194528102874755,,
4452.38339,228,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0171430110931396,,
4452.383883,228,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0270400047302246,,
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4452.389056,228,learning_update,15368353039753191835,,,,,,"(8, 5, 1, 8, 8)",0.0001350466362048,0.06,0.26,-0.3198649533637951,,,,,,,,,,,
4452.389909,228,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 8, 8)",0.0001350466362048,0.06,0.26,-0.3198649533637951,,,,,,,,,,,
4452.390796,228,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",0.0001350466362048,0.06,0.26,-0.3198649533637951,,,,,,,,,,,
4452.39155,228,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",0.0001350466362048,0.06,0.26,-0.3198649533637951,,,,,,,,,,,
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4452.420863,229,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",1,-0.0301028832503062,0.0403210974859963,,,,,,,,,,,,,,,,
4452.421297,229,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0399701346082603,,,,,,,,,,,,,,,,
4452.421799,229,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",1,-0.0289985790058717,0.0404595650763389,,,,,,,,,,,,,,,,
4452.42223,229,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039895660138562,,,,,,,,,,,,,,,,
4452.422552,229,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,-0.0301028832503062,0.0403210974859963,,,,,,,,,,,,,,,,
4452.422958,229,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039895660138562,,,,,,,,,,,,,,,,
4452.423298,229,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039895660138562,,,,,,,,,,,,,,,,
4452.423604,229,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039895660138562,,,,,,,,,,,,,,,,
4452.424,229,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0289985790058717,0.0404595650763389,,,,,,,,,,,,,,,,
4452.424355,229,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0398957936499131,,,,,,,,,,,,,,,,
4452.424738,229,selection_info,15368353039753191835,25,"(8, 5, 1, 8, 8)",1,-0.0307406577820551,0.0402413435629075,,,,,,,,,,,,,,,,
4452.425081,229,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0399701346082603,,,,,,,,,,,,,,,,
4452.425537,229,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0364734552917503,0.0395315000460392,,,,,,,,,,,,,,,,
4452.425917,229,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039895660138562,,,,,,,,,,,,,,,,
4452.426213,229,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039895660138562,,,,,,,,,,,,,,,,
4452.426536,229,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0399701346082603,,,,,,,,,,,,,,,,
4452.42691,229,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0398957936499131,,,,,,,,,,,,,,,,
4452.427273,229,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039895660138562,,,,,,,,,,,,,,,,
4452.427617,229,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039895660138562,,,,,,,,,,,,,,,,
4452.428038,229,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0398957936499131,,,,,,,,,,,,,,,,
4452.428382,229,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0326279756124232,0.0400062567531512,,,,,,,,,,,,,,,,
4452.428805,229,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039895660138562,,,,,,,,,,,,,,,,
4452.429184,229,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0313089293119721,0.0401704139241822,,,,,,,,,,,,,,,,
4461.450978,229,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.012385606765747,36.25
4461.451429,229,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.5549497604370117,22.545454545454547
4461.451817,229,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.208371877670288,18.6125
4461.452093,229,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.7625365257263184,36.20909090909091
4461.452519,229,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4082090854644775,22.527272727272727
4473.579205,229,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0112075805664062,,
4473.579656,229,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0116469860076904,,
4473.580052,229,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0173044204711914,,
4473.580429,229,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.02301025390625,,
4473.58084,229,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0362904071807861,,
4473.581137,229,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0203104019165039,,
4473.581513,229,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0279695987701416,,
4473.581851,229,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0294256210327148,,
4473.582138,229,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0150136947631835,,
4473.582446,229,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0129013061523437,,
4473.582816,229,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0108606815338134,,
4473.583099,229,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070230960845947,,
4473.583353,229,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.010876178741455,,
4473.583619,229,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.013972520828247,,
4473.584066,229,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0084795951843261,,
4473.584359,229,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0154988765716552,,
4473.584672,229,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0087573528289794,,
4473.584963,229,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0106017589569091,,
4473.585269,229,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0089972019195556,,
4473.585623,229,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.008307933807373,,
4473.586172,229,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0153660774230957,,
4473.586577,229,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.008336067199707,,
4473.586947,229,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0087635517120361,,
4473.587274,229,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.016996145248413,,
4473.587581,229,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0181269645690917,,
4473.59242,229,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",0.0,0.05,0.29,-0.3399999999999999,,,,,,,,,,,
4473.59343,229,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",0.0,0.05,0.29,-0.3399999999999999,,,,,,,,,,,
4473.594271,229,learning_update,16506691070021547649,,,,,,"(8, 2, 2, 8, 8)",0.0,0.05,0.29,-0.3399999999999999,,,,,,,,,,,
4473.595104,229,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",0.0,0.05,0.29,-0.3399999999999999,,,,,,,,,,,
4473.595905,229,learning_update,15368353039753191835,,,,,,"(8, 5, 1, 8, 8)",0.0,0.05,0.29,-0.3399999999999999,,,,,,,,,,,
4473.623444,230,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.0299564690688657,0.04027722012786,,,,,,,,,,,,,,,,
4473.623855,230,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398319214963604,,,,,,,,,,,,,,,,
4473.624162,230,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-0.0319428250320881,0.0400283740453326,,,,,,,,,,,,,,,,
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4473.624922,230,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",0,-0.0356883618729229,0.0395633170482876,,,,,,,,,,,,,,,,
4473.625237,230,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398319214963604,,,,,,,,,,,,,,,,
4473.625486,230,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0319428250320881,0.0400283740453326,,,,,,,,,,,,,,,,
4473.625797,230,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398319214963604,,,,,,,,,,,,,,,,
4473.626092,230,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398319214963604,,,,,,,,,,,,,,,,
4473.626396,230,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398319214963604,,,,,,,,,,,,,,,,
4473.626686,230,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.0269419167028646,0.0406578348801147,,,,,,,,,,,,,,,,
4473.627035,230,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0398320554642478,,,,,,,,,,,,,,,,
4473.627365,230,selection_info,15368353039753191835,25,"(8, 5, 1, 8, 8)",0,-0.034109917124273,0.0397586390842368,,,,,,,,,,,,,,,,
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4473.628386,230,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398319214963604,,,,,,,,,,,,,,,,
4473.628864,230,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398319214963604,,,,,,,,,,,,,,,,
4473.629244,230,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0399066509779319,,,,,,,,,,,,,,,,
4473.629532,230,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0398320554642478,,,,,,,,,,,,,,,,
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4473.630338,230,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398319214963604,,,,,,,,,,,,,,,,
4473.630732,230,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0398320554642478,,,,,,,,,,,,,,,,
4473.631023,230,selection_info,8420893525106420796,25,"(7, 0, 0, 8, 8)",1,-0.0121636648069125,0.0425764040641017,,,,,,,,,,,,,,,,
4473.631395,230,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0398319214963604,,,,,,,,,,,,,,,,
4473.631847,230,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0313060661964374,0.0401079778315827,,,,,,,,,,,,,,,,
4482.660986,230,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.1409425735473633,6.3125
4482.661455,230,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2684817314147949,12.3125
4482.661864,230,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6784887313842773,36.10909090909091
4482.662158,230,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4094357490539551,9.145454545454545
4482.662468,230,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4231958389282226,22.463636363636365
4494.776462,230,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0179378986358642,,
4494.776974,230,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0103785991668701,,
4494.777376,230,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0084884166717529,,
4494.777759,230,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0134975910186767,,
4494.778104,230,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0426063537597656,,
4494.77847,230,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.009495735168457,,
4494.778886,230,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0096690654754638,,
4494.779197,230,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0088021755218505,,
4494.779519,230,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0092296600341796,,
4494.77989,230,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081658363342285,,
4494.780243,230,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0153357982635498,,
4494.780522,230,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0308611392974853,,
4494.780931,230,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0182092189788818,,
4494.781276,230,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0070228576660156,,
4494.781586,230,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0120527744293212,,
4494.781946,230,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0091533660888671,,
4494.782281,230,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0125997066497802,,
4494.782612,230,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0328748226165771,,
4494.782921,230,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.020249605178833,,
4494.783188,230,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0146369934082031,,
4494.783445,230,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.020892858505249,,
4494.783722,230,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0138332843780517,,
4494.78406,230,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0096580982208251,,
4494.78436,230,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0071380138397216,,
4494.784755,230,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0080375671386718,,
4494.789289,230,learning_update,8420893525106420796,,,,,,"(7, 0, 0, 8, 8)",-8.326672684688674e-17,0.05,0.18,-0.2300000000000001,,,,,,,,,,,
4494.789996,230,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",-8.326672684688674e-17,0.05,0.18,-0.2300000000000001,,,,,,,,,,,
4494.790826,230,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",-8.326672684688674e-17,0.05,0.18,-0.2300000000000001,,,,,,,,,,,
4494.791549,230,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",-8.326672684688674e-17,0.05,0.18,-0.2300000000000001,,,,,,,,,,,
4494.792437,230,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",-8.326672684688674e-17,0.05,0.18,-0.2300000000000001,,,,,,,,,,,
4494.819202,231,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.0322265125997968,0.0401472682394985,,,,,,,,,,,,,,,,
4494.819545,231,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039984797661961,,,,,,,,,,,,,,,,
4494.819913,231,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,-0.034210882207056,0.0398982309874746,,,,,,,,,,,,,,,,
4494.820227,231,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",1,-0.0329189530720562,0.0400601912779294,,,,,,,,,,,,,,,,
4494.820659,231,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",0,-0.0356883618729229,0.0397138119560386,,,,,,,,,,,,,,,,
4494.821048,231,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039984797661961,,,,,,,,,,,,,,,,
4494.821359,231,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0368419318699498,0.0395704161289653,,,,,,,,,,,,,,,,
4494.821684,231,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039984797661961,,,,,,,,,,,,,,,,
4494.821989,231,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039984797661961,,,,,,,,,,,,,,,,
4494.822344,231,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039984797661961,,,,,,,,,,,,,,,,
4494.822683,231,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",1,-0.0279361280810974,0.0406910355444219,,,,,,,,,,,,,,,,
4494.823049,231,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0399849328198096,,,,,,,,,,,,,,,,
4494.823375,231,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",1,-0.0309754866122672,0.0403050695753753,,,,,,,,,,,,,,,,
4494.823736,231,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0400601912779294,,,,,,,,,,,,,,,,
4494.82409,231,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0364734552917503,0.0396161636596598,,,,,,,,,,,,,,,,
4494.824391,231,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039984797661961,,,,,,,,,,,,,,,,
4494.824911,231,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039984797661961,,,,,,,,,,,,,,,,
4494.82524,231,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0329189530720562,0.0400601912779294,,,,,,,,,,,,,,,,
4494.825532,231,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0399849328198096,,,,,,,,,,,,,,,,
4494.825924,231,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039984797661961,,,,,,,,,,,,,,,,
4494.826328,231,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039984797661961,,,,,,,,,,,,,,,,
4494.826707,231,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0399849328198096,,,,,,,,,,,,,,,,
4494.827061,231,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0326279756124232,0.040096759743678,,,,,,,,,,,,,,,,
4494.827293,231,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.039984797661961,,,,,,,,,,,,,,,,
4494.827818,231,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0335747601302409,0.0399778952520602,,,,,,,,,,,,,,,,
4503.849149,231,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2060489654541015,18.40625
4503.849721,231,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.2033522129058838,6.2375
4503.85006,231,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2748489379882812,12.2125
4503.850389,231,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2371678352355957,24.7
4503.850886,231,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.8857502937316895,36.25
4513.016825,231,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0163404941558837,,
4513.017236,231,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0124471187591552,,
4513.017596,231,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0083470344543457,,
4513.018171,231,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0158624649047851,,
4513.01854,231,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0232460498809814,,
4513.018896,231,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0164778232574462,,
4513.019157,231,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0072224140167236,,
4513.019478,231,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0208337306976318,,
4513.019796,231,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0199308395385742,,
4513.020104,231,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0170164108276367,,
4513.020385,231,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0222353935241699,,
4513.020696,231,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0093920230865478,,
4513.021107,231,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0084450244903564,,
4513.02146,231,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0164332389831542,,
4513.02189,231,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0074093341827392,,
4513.022213,231,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0172431468963623,,
4513.022596,231,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0084316730499267,,
4513.022912,231,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0102322101593017,,
4513.023302,231,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0248582363128662,,
4513.023636,231,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0230774879455566,,
4513.023938,231,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0091767311096191,,
4513.024299,231,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0245704650878906,,
4513.024608,231,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0095651149749755,,
4513.025115,231,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0380251407623291,,
4513.025455,231,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0100312232971191,,
4513.03036,231,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 8, 8)",1.8031507462157317e-07,0.07,0.18,-0.2499998196849253,,,,,,,,,,,
4513.031091,231,learning_update,15368353039753191835,,,,,,"(8, 4, 1, 8, 8)",1.8031507462157317e-07,0.07,0.18,-0.2499998196849253,,,,,,,,,,,
4513.031767,231,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",1.8031507462157317e-07,0.07,0.18,-0.2499998196849253,,,,,,,,,,,
4513.032531,231,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",1.8031507462157317e-07,0.07,0.18,-0.2499998196849253,,,,,,,,,,,
4513.033561,231,learning_update,4354536512509177290,,,,,,"(8, 0, 1, 8, 8)",1.8031507462157317e-07,0.07,0.18,-0.2499998196849253,,,,,,,,,,,
4513.061442,232,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",0,-0.0346942842840463,0.0398627828898189,,,,,,,,,,,,,,,,
4513.06194,232,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0400106145929101,,,,,,,,,,,,,,,,
4513.06229,232,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0368419318699498,0.0395938927382737,,,,,,,,,,,,,,,,
4513.062779,232,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.029784878061879,0.0404843295307218,,,,,,,,,,,,,,,,
4513.063271,232,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",0,-0.0356883618729229,0.039738095958885,,,,,,,,,,,,,,,,
4513.063689,232,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0400106145929101,,,,,,,,,,,,,,,,
4513.064022,232,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0368419318699498,0.0395938927382737,,,,,,,,,,,,,,,,
4513.064315,232,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0400106145929101,,,,,,,,,,,,,,,,
4513.064692,232,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0400106145929101,,,,,,,,,,,,,,,,
4513.065084,232,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0400106145929101,,,,,,,,,,,,,,,,
4513.065424,232,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",1,-0.0304081901498656,0.0404048822278791,,,,,,,,,,,,,,,,
4513.065859,232,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",1,-0.0335186258431001,0.0400107505176486,,,,,,,,,,,,,,,,
4513.066163,232,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",1,-0.0334445093225042,0.0400200971591008,,,,,,,,,,,,,,,,
4513.06652,232,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0353578256407418,0.0397795117044009,,,,,,,,,,,,,,,,
4513.06702,232,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,-0.0289009735819356,0.0405972598230222,,,,,,,,,,,,,,,,
4513.067398,232,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0400106145929101,,,,,,,,,,,,,,,,
4513.068021,232,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0400106145929101,,,,,,,,,,,,,,,,
4513.068399,232,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0353578256407418,0.0397795117044009,,,,,,,,,,,,,,,,
4513.068843,232,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0400107505176486,,,,,,,,,,,,,,,,
4513.069219,232,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0400106145929101,,,,,,,,,,,,,,,,
4513.069611,232,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0400106145929101,,,,,,,,,,,,,,,,
4513.069959,232,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0335186258431001,0.0400107505176486,,,,,,,,,,,,,,,,
4513.070379,232,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0335747601302409,0.0400036730215876,,,,,,,,,,,,,,,,
4513.070859,232,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0400106145929101,,,,,,,,,,,,,,,,
4513.071168,232,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0335747601302409,0.0400036730215876,,,,,,,,,,,,,,,,
4519.102867,232,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2038502693176269,18.26875
4519.103336,232,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.163428783416748,47.93125
4519.10365,232,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2136390209197998,24.38125
4519.104015,232,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.162379503250122,21.35
4519.104287,232,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.980940580368042,36.27727272727273
4531.211746,232,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.024153709411621,,
4531.212138,232,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0122218132019042,,
4531.212485,232,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.015432596206665,,
4531.212908,232,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0148141384124755,,
4531.213263,232,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0098800659179687,,
4531.213698,232,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0091364383697509,,
4531.214014,232,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.024493932723999,,
4531.214424,232,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0121595859527587,,
4531.21488,232,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0252482891082763,,
4531.215199,232,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0168366432189941,,
4531.215562,232,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0196783542633056,,
4531.215946,232,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0100116729736328,,
4531.216317,232,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0084283351898193,,
4531.216676,232,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0418777465820312,,
4531.217067,232,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0143959522247314,,
4531.217419,232,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0085208415985107,,
4531.217774,232,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0092155933380126,,
4531.21812,232,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0097885131835937,,
4531.218411,232,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0318291187286376,,
4531.218699,232,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0110621452331542,,
4531.219002,232,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0286428928375244,,
4531.219305,232,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0098862648010253,,
4531.219719,232,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0067946910858154,,
4531.219995,232,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0336852073669433,,
4531.220343,232,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0068387985229492,,
4531.225401,232,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",0.0001309101021013,0.05,0.28,-0.3298690898978986,,,,,,,,,,,
4531.226121,232,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",0.0001309101021013,0.05,0.28,-0.3298690898978986,,,,,,,,,,,
4531.226838,232,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 8, 8)",0.0001309101021013,0.05,0.28,-0.3298690898978986,,,,,,,,,,,
4531.227561,232,learning_update,15368353039753191835,,,,,,"(8, 4, 1, 8, 8)",0.0001309101021013,0.05,0.28,-0.3298690898978986,,,,,,,,,,,
4531.228456,232,learning_update,11806130149938443739,,,,,,"(8, 0, 2, 8, 8)",0.0001309101021013,0.05,0.28,-0.3298690898978986,,,,,,,,,,,
4531.25609,233,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.0301815244060544,0.0405405138507883,,,,,,,,,,,,,,,,
4531.256576,233,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",1,-0.0335197038198784,0.0401141355507051,,,,,,,,,,,,,,,,
4531.256925,233,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0368419318699498,0.0396942470314282,,,,,,,,,,,,,,,,
4531.257215,233,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.0336597354438426,0.040096347952542,,,,,,,,,,,,,,,,
4531.25755,233,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0360024697477399,0.0397999278606438,,,,,,,,,,,,,,,,
4531.257963,233,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",1,-0.0335197038198784,0.0401141355507051,,,,,,,,,,,,,,,,
4531.25834,233,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0368419318699498,0.0396942470314282,,,,,,,,,,,,,,,,
4531.258684,233,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",1,-0.0335197038198784,0.0401141355507051,,,,,,,,,,,,,,,,
4531.259028,233,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0401141355507051,,,,,,,,,,,,,,,,
4531.259383,233,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0401141355507051,,,,,,,,,,,,,,,,
4531.259839,233,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",0,-0.0336764728586947,0.0400942224005122,,,,,,,,,,,,,,,,
4531.260188,233,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",1,-0.032074048864996,0.040298232588181,,,,,,,,,,,,,,,,
4531.260563,233,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",0,-0.0367097557121607,0.0397108682038431,,,,,,,,,,,,,,,,
4531.261048,233,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0353578256407418,0.0398812737849452,,,,,,,,,,,,,,,,
4531.261449,233,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0364734552917503,0.0397406003637819,,,,,,,,,,,,,,,,
4531.261851,233,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0401141355507051,,,,,,,,,,,,,,,,
4531.262192,233,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0401141355507051,,,,,,,,,,,,,,,,
4531.262543,233,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0353578256407418,0.0398812737849452,,,,,,,,,,,,,,,,
4531.263009,233,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0397031913973016,,,,,,,,,,,,,,,,
4531.263388,233,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0401141355507051,,,,,,,,,,,,,,,,
4531.263899,233,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0401141355507051,,,,,,,,,,,,,,,,
4531.264249,233,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0397031913973016,,,,,,,,,,,,,,,,
4531.264562,233,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0335747601302409,0.0401071410498357,,,,,,,,,,,,,,,,
4531.265076,233,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0335197038198784,0.0401141355507051,,,,,,,,,,,,,,,,
4531.26549,233,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0351038668943203,0.0399133657954695,,,,,,,,,,,,,,,,
4540.29612,233,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1682410240173339,21.74090909090909
4540.296681,233,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2513546943664551,12.48125
4540.297034,233,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1687185764312744,8.75
4540.297402,233,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.443934440612793,12.4875
4540.297772,233,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1567473411560058,12.28125
4552.40364,233,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0209615230560302,,
4552.404211,233,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0087082386016845,,
4552.404541,233,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0201766490936279,,
4552.404903,233,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0148999691009521,,
4552.405235,233,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0266730785369873,,
4552.405709,233,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.011819839477539,,
4552.40616,233,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0180840492248535,,
4552.406556,233,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0160048007965087,,
4552.406903,233,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0083668231964111,,
4552.407283,233,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0157792568206787,,
4552.407721,233,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0109353065490722,,
4552.408089,233,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0202894210815429,,
4552.408434,233,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.008209228515625,,
4552.408903,233,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0197870731353759,,
4552.409266,233,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.017380952835083,,
4552.409681,233,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0092265605926513,,
4552.410148,233,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.037322998046875,,
4552.410552,233,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0088601112365722,,
4552.410958,233,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0172183513641357,,
4552.411307,233,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0080499649047851,,
4552.411667,233,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0175020694732666,,
4552.411999,233,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0083227157592773,,
4552.41223,233,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0111348628997802,,
4552.412538,233,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0080006122589111,,
4552.412892,233,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0084102153778076,,
4552.41746,233,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",-0.0003534945500377,0.01,0.13,-0.1403534945500378,,,,,,,,,,,
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4561.489825,234,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.501595258712769,12.46875
4561.490233,234,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2040448188781738,17.49375
4561.490573,234,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1786725521087646,8.718181818181819
4561.490947,234,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2417266368865966,12.45625
4573.614978,234,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0254657268524169,,
4573.61536,234,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0109150409698486,,
4573.615853,234,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0087547302246093,,
4573.616164,234,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0101790428161621,,
4573.616536,234,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0132465362548828,,
4573.616893,234,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0082631111145019,,
4573.617151,234,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0132958889007568,,
4573.617475,234,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0097951889038085,,
4573.617861,234,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.007655382156372,,
4573.618234,234,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0120625495910644,,
4573.618514,234,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0201520919799804,,
4573.618813,234,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0362641811370849,,
4573.61908,234,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.020984411239624,,
4573.619473,234,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0080511569976806,,
4573.619913,234,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0329573154449462,,
4573.620244,234,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078208446502685,,
4573.620642,234,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0100584030151367,,
4573.621003,234,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0090250968933105,,
4573.621281,234,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0147268772125244,,
4573.621718,234,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0158603191375732,,
4573.622066,234,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0182600021362304,,
4573.622377,234,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0088112354278564,,
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4573.663092,235,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397276651916913,,,,,,,,,,,,,,,,
4573.663527,235,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.0312933464963645,0.0405299120007233,,,,,,,,,,,,,,,,
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4573.664716,235,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0353578256407418,0.0400063068645659,,,,,,,,,,,,,,,,
4573.665127,235,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0364734552917503,0.0398637731548045,,,,,,,,,,,,,,,,
4573.66543,235,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397276651916913,,,,,,,,,,,,,,,,
4573.665842,235,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397276651916913,,,,,,,,,,,,,,,,
4573.666136,235,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0353578256407418,0.0400063068645659,,,,,,,,,,,,,,,,
4573.666495,235,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0398258703408778,,,,,,,,,,,,,,,,
4573.666899,235,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397276651916913,,,,,,,,,,,,,,,,
4573.66723,235,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397276651916913,,,,,,,,,,,,,,,,
4573.667635,235,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0398258703408778,,,,,,,,,,,,,,,,
4573.668009,235,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0335747601302409,0.0402351716244344,,,,,,,,,,,,,,,,
4573.668455,235,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397276651916913,,,,,,,,,,,,,,,,
4573.668859,235,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0351038668943203,0.0400388239754185,,,,,,,,,,,,,,,,
4582.698174,235,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.4752960205078125,12.50625
4582.698765,235,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2008440494537353,18.10625
4582.699057,235,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.9403080940246582,36.304545454545455
4582.699344,235,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4497191905975342,22.527272727272727
4582.699706,235,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1684684753417968,8.745454545454546
4594.845862,235,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0210216045379638,,
4594.846397,235,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0125508308410644,,
4594.846799,235,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0101761817932128,,
4594.84722,235,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0133335590362548,,
4594.847718,235,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0104103088378906,,
4594.848108,235,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.026555061340332,,
4594.848415,235,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0079402923583984,,
4594.848803,235,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0127637386322021,,
4594.8491,235,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0117390155792236,,
4594.849353,235,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0118780136108398,,
4594.849779,235,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0232048034667968,,
4594.850157,235,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0264809131622314,,
4594.85047,235,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0073575973510742,,
4594.850801,235,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0077009201049804,,
4594.851183,235,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0084588527679443,,
4594.851447,235,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0125889778137207,,
4594.851813,235,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.012460708618164,,
4594.852136,235,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.028010606765747,,
4594.852366,235,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0282630920410156,,
4594.852767,235,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0166149139404296,,
4594.853095,235,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0186498165130615,,
4594.85341,235,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.018801212310791,,
4594.853824,235,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0081429481506347,,
4594.854133,235,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0120894908905029,,
4594.854461,235,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082383155822753,,
4594.859435,235,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",-0.0003534945500379,0.03,0.2,-0.2303534945500379,,,,,,,,,,,
4594.860186,235,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 8, 8)",-0.0003534945500379,0.03,0.2,-0.2303534945500379,,,,,,,,,,,
4594.860943,235,learning_update,13644997368299628738,,,,,,"(8, 2, 0, 8, 8)",-0.0003534945500379,0.03,0.2,-0.2303534945500379,,,,,,,,,,,
4594.861527,235,learning_update,13392168843036499530,,,,,,"(8, 2, 0, 8, 8)",-0.0003534945500379,0.03,0.2,-0.2303534945500379,,,,,,,,,,,
4594.862293,235,learning_update,15368353039753191835,,,,,,"(8, 3, 1, 8, 8)",-0.0003534945500379,0.03,0.2,-0.2303534945500379,,,,,,,,,,,
4594.889635,236,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.0336502253379208,0.0402004410011391,,,,,,,,,,,,,,,,
4594.89018,236,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",1,-0.0336502253379208,0.0402004410011391,,,,,,,,,,,,,,,,
4594.890621,236,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0397991043529277,,,,,,,,,,,,,,,,
4594.890915,236,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.0336597354438426,0.0401992117791478,,,,,,,,,,,,,,,,
4594.891216,236,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0364734552917503,0.0398371721220871,,,,,,,,,,,,,,,,
4594.891557,236,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",1,-0.0336502253379208,0.0402004410011391,,,,,,,,,,,,,,,,
4594.891952,236,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0397991043529277,,,,,,,,,,,,,,,,
4594.892223,236,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0359164961300051,0.0399085759618785,,,,,,,,,,,,,,,,
4594.892588,236,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397004726566332,,,,,,,,,,,,,,,,
4594.892982,236,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397004726566332,,,,,,,,,,,,,,,,
4594.893316,236,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.0335655880953685,0.0402113823838053,,,,,,,,,,,,,,,,
4594.893686,236,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0368419318699498,0.0397900025498941,,,,,,,,,,,,,,,,
4594.894018,236,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",0,-0.0367097557121607,0.0398069163100475,,,,,,,,,,,,,,,,
4594.894371,236,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0353578256407418,0.0399803277734057,,,,,,,,,,,,,,,,
4594.894791,236,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0364734552917503,0.0398371721220871,,,,,,,,,,,,,,,,
4594.895135,236,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397004726566332,,,,,,,,,,,,,,,,
4594.89549,236,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397004726566332,,,,,,,,,,,,,,,,
4594.895912,236,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0353578256407418,0.0399803277734057,,,,,,,,,,,,,,,,
4594.896193,236,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0397991043529277,,,,,,,,,,,,,,,,
4594.896593,236,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397004726566332,,,,,,,,,,,,,,,,
4594.896974,236,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397004726566332,,,,,,,,,,,,,,,,
4594.897296,236,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0397991043529277,,,,,,,,,,,,,,,,
4594.897553,236,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0351038668943203,0.0400129871310744,,,,,,,,,,,,,,,,
4594.897975,236,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397004726566332,,,,,,,,,,,,,,,,
4594.898332,236,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",1,-0.0146356799393551,0.0427348750816049,,,,,,,,,,,,,,,,
4603.927072,236,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4935653209686279,9.03181818181818
4603.927657,236,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.514690637588501,12.48125
4603.928009,236,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2512094974517822,12.0375
4603.928301,236,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6401488780975342,36.154545454545456
4603.928706,236,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2095894813537597,8.759090909090908
4616.030399,236,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0111737251281738,,
4616.030868,236,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0314624309539794,,
4616.031213,236,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0152845382690429,,
4616.031555,236,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0092167854309082,,
4616.031929,236,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0107233524322509,,
4616.032315,236,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0181090831756591,,
4616.032806,236,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0278995037078857,,
4616.033136,236,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0102622509002685,,
4616.03337,236,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0156848430633544,,
4616.033689,236,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0085635185241699,,
4616.034038,236,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0091660022735595,,
4616.034325,236,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0094053745269775,,
4616.034589,236,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0198678970336914,,
4616.034878,236,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0094990730285644,,
4616.035162,236,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0140683650970458,,
4616.035423,236,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.008202314376831,,
4616.035785,236,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0233211517333984,,
4616.036095,236,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.021116018295288,,
4616.036427,236,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0200939178466796,,
4616.036873,236,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0074374675750732,,
4616.037192,236,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0273423194885253,,
4616.037554,236,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0099353790283203,,
4616.037892,236,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0545892715454101,,
4616.038169,236,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0120837688446044,,
4616.038425,236,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0238275527954101,,
4616.042962,236,learning_update,15492424130391261209,,,,,,"(7, 0, 0, 8, 8)",0.0,0.05,0.16,-0.21,,,,,,,,,,,
4616.043711,236,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",0.0,0.05,0.16,-0.21,,,,,,,,,,,
4616.044395,236,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",0.0,0.05,0.16,-0.21,,,,,,,,,,,
4616.045051,236,learning_update,13644997368299628738,,,,,,"(8, 3, 0, 8, 8)",0.0,0.05,0.16,-0.21,,,,,,,,,,,
4616.045738,236,learning_update,13392168843036499530,,,,,,"(8, 3, 0, 8, 8)",0.0,0.05,0.16,-0.21,,,,,,,,,,,
4616.072852,237,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.0398061898993698,0.0394644659884208,,,,,,,,,,,,,,,,
4616.073224,237,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",1,-0.0346942842840463,0.0401217888324252,,,,,,,,,,,,,,,,
4616.073537,237,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0398534668259342,,,,,,,,,,,,,,,,
4616.073882,237,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.0330886577992338,0.0403305019137467,,,,,,,,,,,,,,,,
4616.074217,237,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0364734552917503,0.0398917782407383,,,,,,,,,,,,,,,,
4616.074556,237,selection_info,13392168843036499530,25,"(8, 4, 0, 8, 8)",1,-0.0346942842840463,0.0401217888324252,,,,,,,,,,,,,,,,
4616.075074,237,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0398534668259342,,,,,,,,,,,,,,,,
4616.075421,237,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0359164961300051,0.0399636395834893,,,,,,,,,,,,,,,,
4616.075675,237,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397542047129609,,,,,,,,,,,,,,,,
4616.076024,237,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397542047129609,,,,,,,,,,,,,,,,
4616.076387,237,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",0,-0.0356320225072732,0.0400003935630806,,,,,,,,,,,,,,,,
4616.076978,237,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0368419318699498,0.0398443067957813,,,,,,,,,,,,,,,,
4616.077402,237,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.0353250747297466,0.0400400891166736,,,,,,,,,,,,,,,,
4616.077888,237,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0353578256407418,0.040035851778348,,,,,,,,,,,,,,,,
4616.078207,237,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0364734552917503,0.0398917782407383,,,,,,,,,,,,,,,,
4616.078525,237,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397542047129609,,,,,,,,,,,,,,,,
4616.078849,237,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397542047129609,,,,,,,,,,,,,,,,
4616.079206,237,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0353578256407418,0.040035851778348,,,,,,,,,,,,,,,,
4616.079558,237,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0398534668259342,,,,,,,,,,,,,,,,
4616.08,237,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397542047129609,,,,,,,,,,,,,,,,
4616.080328,237,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397542047129609,,,,,,,,,,,,,,,,
4616.080775,237,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0398534668259342,,,,,,,,,,,,,,,,
4616.081215,237,selection_info,8420893525106420796,25,"(7, 0, 0, 8, 8)",1,-0.0169052579420105,0.0424957441363269,,,,,,,,,,,,,,,,
4616.08149,237,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0397542047129609,,,,,,,,,,,,,,,,
4616.081867,237,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0351038668943203,0.0400687209049939,,,,,,,,,,,,,,,,
4625.119154,237,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.2418506145477295,6.24375
4625.119816,237,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4012429714202881,9.072727272727272
4625.120194,237,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2173874378204345,24.23125
4625.120615,237,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.473210334777832,12.4875
4625.120896,237,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1948721408843994,8.681818181818182
4637.282534,237,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.008347749710083,,
4637.283183,237,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0092201232910156,,
4637.283516,237,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0124752521514892,,
4637.283939,237,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0424995422363281,,
4637.284319,237,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0097937583923339,,
4637.284671,237,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0273044109344482,,
4637.284946,237,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0271351337432861,,
4637.285286,237,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0150370597839355,,
4637.285681,237,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0155417919158935,,
4637.286086,237,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0127038955688476,,
4637.286503,237,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.029752492904663,,
4637.286909,237,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0169348716735839,,
4637.287221,237,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0116114616394042,,
4637.287582,237,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0207359790802001,,
4637.287982,237,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0075292587280273,,
4637.288351,237,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0145692825317382,,
4637.288699,237,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0169382095336914,,
4637.289068,237,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0203983783721923,,
4637.2894,237,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0121035575866699,,
4637.289804,237,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0106692314147949,,
4637.290186,237,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.007988691329956,,
4637.290558,237,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0329170227050781,,
4637.290995,237,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.007089614868164,,
4637.291391,237,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0092344284057617,,
4637.29183,237,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0210893154144287,,
4637.295902,237,learning_update,8420893525106420796,,,,,,"(7, 0, 0, 8, 8)",0.0002661370533811,0.04,0.11,-0.1497338629466188,,,,,,,,,,,
4637.296527,237,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",0.0002661370533811,0.04,0.11,-0.1497338629466188,,,,,,,,,,,
4637.297161,237,learning_update,13644997368299628738,,,,,,"(8, 4, 0, 8, 8)",0.0002661370533811,0.04,0.11,-0.1497338629466188,,,,,,,,,,,
4637.29792,237,learning_update,13392168843036499530,,,,,,"(8, 4, 0, 8, 8)",0.0002661370533811,0.04,0.11,-0.1497338629466188,,,,,,,,,,,
4637.298633,237,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",0.0002661370533811,0.04,0.11,-0.1497338629466188,,,,,,,,,,,
4637.326173,238,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.0398061898993698,0.0395144825941123,,,,,,,,,,,,,,,,
4637.326566,238,selection_info,13644997368299628738,25,"(8, 5, 0, 8, 8)",1,-0.0332040474272745,0.040370889448219,,,,,,,,,,,,,,,,
4637.326964,238,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0399059433571982,,,,,,,,,,,,,,,,
4637.327246,238,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0345529077709008,0.0401944242723372,,,,,,,,,,,,,,,,
4637.327615,238,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0364734552917503,0.0399444980836936,,,,,,,,,,,,,,,,
4637.328198,238,selection_info,13392168843036499530,25,"(8, 5, 0, 8, 8)",1,-0.0332040474272745,0.040370889448219,,,,,,,,,,,,,,,,
4637.328565,238,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0399059433571982,,,,,,,,,,,,,,,,
4637.328915,238,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0359164961300051,0.0400168163118191,,,,,,,,,,,,,,,,
4637.329266,238,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398060517080147,,,,,,,,,,,,,,,,
4637.329603,238,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398060517080147,,,,,,,,,,,,,,,,
4637.329989,238,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,-0.0356883618729229,0.0400464761344172,,,,,,,,,,,,,,,,
4637.330337,238,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",1,-0.033488420708676,0.040333621868491,,,,,,,,,,,,,,,,
4637.330735,238,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",1,-0.0336597354438426,0.0403111874020187,,,,,,,,,,,,,,,,
4637.331057,238,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0353578256407418,0.0400894882809878,,,,,,,,,,,,,,,,
4637.331413,238,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0345483227274199,0.0401950228039847,,,,,,,,,,,,,,,,
4637.331792,238,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398060517080147,,,,,,,,,,,,,,,,
4637.332059,238,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398060517080147,,,,,,,,,,,,,,,,
4637.33238,238,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0353578256407418,0.0400894882809878,,,,,,,,,,,,,,,,
4637.33275,238,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0399059433571982,,,,,,,,,,,,,,,,
4637.333058,238,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398060517080147,,,,,,,,,,,,,,,,
4637.333486,238,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398060517080147,,,,,,,,,,,,,,,,
4637.334097,238,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0399059433571982,,,,,,,,,,,,,,,,
4637.334391,238,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0365523396960155,0.0399342659288754,,,,,,,,,,,,,,,,
4637.334637,238,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398060517080147,,,,,,,,,,,,,,,,
4637.335084,238,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0335747601302409,0.0403223137569402,,,,,,,,,,,,,,,,
4643.369467,238,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5662307739257812,9.081818181818182
4643.370158,238,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2026522159576416,18.425
4643.370554,238,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1853108406066894,21.663636363636364
4643.370929,238,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2091822624206543,9.240909090909092
4643.371316,238,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.515044927597046,12.50625
4655.485031,238,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0163397789001464,,
4655.485418,238,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0161590576171875,,
4655.485779,238,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0200781822204589,,
4655.486145,238,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0329117774963378,,
4655.486428,238,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0086414813995361,,
4655.486785,238,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0203275680541992,,
4655.487078,238,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0085868835449218,,
4655.487379,238,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0129287242889404,,
4655.487772,238,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0174217224121093,,
4655.488169,238,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0177562236785888,,
4655.488512,238,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0074412822723388,,
4655.488849,238,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0222179889678955,,
4655.489184,238,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0326428413391113,,
4655.48948,238,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0114433765411376,,
4655.489846,238,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0142936706542968,,
4655.490154,238,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0162160396575927,,
4655.490479,238,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0131614208221435,,
4655.490816,238,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0120937824249267,,
4655.491144,238,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0181772708892822,,
4655.491404,238,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.019214391708374,,
4655.491701,238,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082418918609619,,
4655.49204,238,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0142238140106201,,
4655.492314,238,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0098140239715576,,
4655.492592,238,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.01165771484375,,
4655.492908,238,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0100328922271728,,
4655.496853,238,learning_update,13644997368299628738,,,,,,"(8, 5, 0, 8, 8)",-1.1102230246251563e-16,0.06,0.14,-0.2000000000000001,,,,,,,,,,,
4655.497611,238,learning_update,13392168843036499530,,,,,,"(8, 5, 0, 8, 8)",-1.1102230246251563e-16,0.06,0.14,-0.2000000000000001,,,,,,,,,,,
4655.498316,238,learning_update,11806130149938443739,,,,,,"(8, 1, 2, 8, 8)",-1.1102230246251563e-16,0.06,0.14,-0.2000000000000001,,,,,,,,,,,
4655.499262,238,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",-1.1102230246251563e-16,0.06,0.14,-0.2000000000000001,,,,,,,,,,,
4655.500044,238,learning_update,15368353039753191835,,,,,,"(8, 2, 1, 8, 8)",-1.1102230246251563e-16,0.06,0.14,-0.2000000000000001,,,,,,,,,,,
4655.527536,239,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.0371407036944503,0.0399001454891413,,,,,,,,,,,,,,,,
4655.527969,239,selection_info,13644997368299628738,25,"(8, 5, 0, 8, 8)",0,-0.0371356725364674,0.0399008007248034,,,,,,,,,,,,,,,,
4655.528264,239,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0399483492021643,,,,,,,,,,,,,,,,
4655.528641,239,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.0345529077709008,0.0402385931177308,,,,,,,,,,,,,,,,
4655.528974,239,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0364734552917503,0.0399871389403623,,,,,,,,,,,,,,,,
4655.529275,239,selection_info,13392168843036499530,25,"(8, 5, 0, 8, 8)",0,-0.0371356725364674,0.0399008007248034,,,,,,,,,,,,,,,,
4655.529551,239,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0399483492021643,,,,,,,,,,,,,,,,
4655.529938,239,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398478495363837,,,,,,,,,,,,,,,,
4655.530256,239,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398478495363837,,,,,,,,,,,,,,,,
4655.530488,239,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398478495363837,,,,,,,,,,,,,,,,
4655.530906,239,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,-0.0356883618729229,0.0400897395083835,,,,,,,,,,,,,,,,
4655.531337,239,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0354549322879673,0.0401202961849433,,,,,,,,,,,,,,,,
4655.53197,239,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",1,-0.0353250747297466,0.0401373050341864,,,,,,,,,,,,,,,,
4655.532244,239,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",1,-0.0353578256407418,0.0401330146132072,,,,,,,,,,,,,,,,
4655.532576,239,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,-0.0345483227274199,0.0402391953181072,,,,,,,,,,,,,,,,
4655.532939,239,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398478495363837,,,,,,,,,,,,,,,,
4655.533369,239,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398478495363837,,,,,,,,,,,,,,,,
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4655.534201,239,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0399483492021643,,,,,,,,,,,,,,,,
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4655.534904,239,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398478495363837,,,,,,,,,,,,,,,,
4655.535221,239,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0399483492021643,,,,,,,,,,,,,,,,
4655.535588,239,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0365523396960155,0.0399768443967342,,,,,,,,,,,,,,,,
4655.535967,239,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398478495363837,,,,,,,,,,,,,,,,
4655.536204,239,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0313089293119721,0.0406669182346617,,,,,,,,,,,,,,,,
4664.571245,239,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2119722366333007,24.30625
4664.571769,239,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5354142189025879,9.104545454545455
4664.572056,239,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1616978645324707,46.6
4664.572304,239,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,3.2344775199890137,13.636363636363637
4664.572566,239,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2025396823883056,18.5125
4676.669299,239,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0090675354003906,,
4676.669728,239,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0096118450164794,,
4676.670116,239,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0091860294342041,,
4676.670455,239,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0199146270751953,,
4676.670866,239,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0069606304168701,,
4676.671267,239,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0117766857147216,,
4676.671538,239,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0269851684570312,,
4676.672073,239,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0285639762878417,,
4676.672527,239,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0209386348724365,,
4676.672975,239,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0110082626342773,,
4676.673261,239,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0145623683929443,,
4676.673571,239,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0101022720336914,,
4676.673987,239,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0139343738555908,,
4676.674346,239,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0094969272613525,,
4676.674683,239,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.007932424545288,,
4676.675185,239,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0148968696594238,,
4676.675556,239,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0099842548370361,,
4676.675867,239,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0358383655548095,,
4676.676255,239,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.014707326889038,,
4676.676609,239,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0209913253784179,,
4676.67697,239,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0143210887908935,,
4676.677285,239,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0184414386749267,,
4676.677645,239,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0146505832672119,,
4676.677993,239,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0102646350860595,,
4676.678352,239,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0082538127899169,,
4676.683212,239,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",-0.0003534945500378,0.02,0.2,-0.2203534945500379,,,,,,,,,,,
4676.684019,239,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",-0.0003534945500378,0.02,0.2,-0.2203534945500379,,,,,,,,,,,
4676.684779,239,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",-0.0003534945500378,0.02,0.2,-0.2203534945500379,,,,,,,,,,,
4676.685531,239,learning_update,15368353039753191835,,,,,,"(8, 3, 1, 8, 8)",-0.0003534945500378,0.02,0.2,-0.2203534945500379,,,,,,,,,,,
4676.68628,239,learning_update,8818734309448792929,,,,,,"(8, 0, 1, 8, 8)",-0.0003534945500378,0.02,0.2,-0.2203534945500379,,,,,,,,,,,
4676.717596,240,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",1,-0.0359164961300051,0.0401011563375094,,,,,,,,,,,,,,,,
4676.718062,240,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",0,-0.0375782563888539,0.0398831492991799,,,,,,,,,,,,,,,,
4676.718395,240,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0399889318217523,,,,,,,,,,,,,,,,
4676.718717,240,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",1,-0.0356410637619718,0.0401374053787815,,,,,,,,,,,,,,,,
4676.719128,240,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0364734552917503,0.0400279561814252,,,,,,,,,,,,,,,,
4676.719477,240,selection_info,13392168843036499530,25,"(8, 4, 0, 8, 8)",0,-0.0375782563888539,0.0398831492991799,,,,,,,,,,,,,,,,
4676.719995,240,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0399889318217523,,,,,,,,,,,,,,,,
4676.720504,240,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398878251654434,,,,,,,,,,,,,,,,
4676.721095,240,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398878251654434,,,,,,,,,,,,,,,,
4676.721674,240,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398878251654434,,,,,,,,,,,,,,,,
4676.72227,240,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,-0.0360024697477399,0.0400898482464716,,,,,,,,,,,,,,,,
4676.723001,240,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",1,-0.0354549322879673,0.0401619202798071,,,,,,,,,,,,,,,,
4676.723528,240,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.0374932846005172,0.0398942679776386,,,,,,,,,,,,,,,,
4676.724293,240,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0367316832125499,0.0399940630948053,,,,,,,,,,,,,,,,
4676.724967,240,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0364734552917503,0.0400279561814252,,,,,,,,,,,,,,,,
4676.725657,240,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398878251654434,,,,,,,,,,,,,,,,
4676.726147,240,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398878251654434,,,,,,,,,,,,,,,,
4676.726435,240,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0375383674787477,0.0398883684334211,,,,,,,,,,,,,,,,
4676.726823,240,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0399889318217523,,,,,,,,,,,,,,,,
4676.727111,240,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398878251654434,,,,,,,,,,,,,,,,
4676.727473,240,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398878251654434,,,,,,,,,,,,,,,,
4676.727895,240,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0399889318217523,,,,,,,,,,,,,,,,
4676.728289,240,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0365523396960155,0.0400175993522361,,,,,,,,,,,,,,,,
4676.728561,240,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0398878251654434,,,,,,,,,,,,,,,,
4676.729931,240,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.0303896738820357,0.0408348313275617,,,,,,,,,,,,,,,,
4682.761864,240,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.7080709934234619,36.21363636363637
4682.762353,240,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2177474498748779,24.1375
4682.762713,240,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1781647205352783,21.822727272727278
4682.763179,240,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5245547294616699,9.127272727272729
4682.763515,240,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2409286499023437,12.49375
4694.887556,240,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0099945068359375,,
4694.888167,240,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0117983818054199,,
4694.888509,240,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0127303600311279,,
4694.889,240,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0304069519042968,,
4694.889448,240,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0108575820922851,,
4694.889826,240,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0265357494354248,,
4694.890133,240,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0287191867828369,,
4694.890362,240,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0081915855407714,,
4694.890765,240,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0246040821075439,,
4694.891285,240,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0145051479339599,,
4694.891579,240,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0189511775970459,,
4694.891986,240,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0105197429656982,,
4694.892331,240,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0197582244873046,,
4694.89263,240,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0138614177703857,,
4694.892999,240,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0091958045959472,,
4694.893286,240,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.020404577255249,,
4694.893622,240,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0229911804199218,,
4694.894032,240,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0091257095336914,,
4694.894363,240,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0101239681243896,,
4694.894779,240,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0119557380676269,,
4694.89516,240,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.009110689163208,,
4694.895562,240,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.010425329208374,,
4694.895985,240,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.015291690826416,,
4694.896289,240,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0084702968597412,,
4694.896602,240,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0232563018798828,,
4694.900897,240,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",0.0001352269512795,0.02,0.21,-0.2298647730487204,,,,,,,,,,,
4694.901682,240,learning_update,11806130149938443739,,,,,,"(8, 1, 2, 8, 8)",0.0001352269512795,0.02,0.21,-0.2298647730487204,,,,,,,,,,,
4694.902504,240,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",0.0001352269512795,0.02,0.21,-0.2298647730487204,,,,,,,,,,,
4694.90326,240,learning_update,16206290167654754491,,,,,,"(8, 1, 0, 8, 8)",0.0001352269512795,0.02,0.21,-0.2298647730487204,,,,,,,,,,,
4694.904087,240,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",0.0001352269512795,0.02,0.21,-0.2298647730487204,,,,,,,,,,,
4694.932194,241,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.0371407036944503,0.0400044862018968,,,,,,,,,,,,,,,,
4694.932589,241,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.0398061898993698,0.0396544736406474,,,,,,,,,,,,,,,,
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4694.933433,241,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0374932846005172,0.0399580110899416,,,,,,,,,,,,,,,,
4694.933874,241,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",1,-0.0367346355432719,0.040058078664956,,,,,,,,,,,,,,,,
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4694.934553,241,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.040053303211953,,,,,,,,,,,,,,,,
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4694.935322,241,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0399515255584806,,,,,,,,,,,,,,,,
4694.935678,241,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0399515255584806,,,,,,,,,,,,,,,,
4694.936098,241,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0382651150084794,0.039856461388051,,,,,,,,,,,,,,,,
4694.936498,241,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0368419318699498,0.0400439108294034,,,,,,,,,,,,,,,,
4694.936943,241,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",0,-0.037920740416244,0.0399017388167789,,,,,,,,,,,,,,,,
4694.937314,241,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",1,-0.0367316832125499,0.0400584685733503,,,,,,,,,,,,,,,,
4694.937674,241,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,-0.0364734552917503,0.0400925869039395,,,,,,,,,,,,,,,,
4694.938077,241,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0399515255584806,,,,,,,,,,,,,,,,
4694.938433,241,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0399515255584806,,,,,,,,,,,,,,,,
4694.938984,241,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0375383674787477,0.0399520724284102,,,,,,,,,,,,,,,,
4694.939378,241,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.040053303211953,,,,,,,,,,,,,,,,
4694.939798,241,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0399515255584806,,,,,,,,,,,,,,,,
4694.940087,241,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0399515255584806,,,,,,,,,,,,,,,,
4694.94042,241,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.040053303211953,,,,,,,,,,,,,,,,
4694.940823,241,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0365523396960155,0.0400821612307536,,,,,,,,,,,,,,,,
4694.941077,241,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0399515255584806,,,,,,,,,,,,,,,,
4694.941449,241,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0307399275051145,0.040857659275566,,,,,,,,,,,,,,,,
4703.972422,241,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5214323997497559,9.081818181818182
4703.972945,241,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4896140098571777,22.668181818181814
4703.973273,241,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.214015245437622,6.2875
4703.973653,241,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1602599620819091,46.7
4703.974238,241,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,2.9804282188415527,13.622727272727271
4716.096767,241,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0235376358032226,,
4716.097194,241,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0176382064819335,,
4716.097518,241,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0171442031860351,,
4716.097883,241,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0124652385711669,,
4716.098205,241,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.026585578918457,,
4716.098605,241,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0181396007537841,,
4716.098932,241,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0161223411560058,,
4716.099287,241,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0087978839874267,,
4716.099664,241,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0176689624786376,,
4716.100116,241,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0145654678344726,,
4716.100433,241,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0094504356384277,,
4716.100795,241,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0091578960418701,,
4716.101145,241,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0093522071838378,,
4716.1015,241,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0118701457977294,,
4716.101884,241,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.007615327835083,,
4716.102259,241,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0073001384735107,,
4716.102633,241,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0140879154205322,,
4716.10306,241,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.01027512550354,,
4716.103343,241,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0080287456512451,,
4716.103666,241,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0147686004638671,,
4716.104083,241,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0087242126464843,,
4716.104378,241,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0098958015441894,,
4716.104768,241,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0209319591522216,,
4716.105128,241,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0355215072631835,,
4716.105507,241,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0110385417938232,,
4716.11008,241,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",-6.897445155668036e-06,0.03,0.19,-0.2200068974451556,,,,,,,,,,,
4716.110757,241,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",-6.897445155668036e-06,0.03,0.19,-0.2200068974451556,,,,,,,,,,,
4716.111571,241,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",-6.897445155668036e-06,0.03,0.19,-0.2200068974451556,,,,,,,,,,,
4716.112247,241,learning_update,8818734309448792929,,,,,,"(8, 1, 1, 8, 8)",-6.897445155668036e-06,0.03,0.19,-0.2200068974451556,,,,,,,,,,,
4716.112976,241,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 8, 8)",-6.897445155668036e-06,0.03,0.19,-0.2200068974451556,,,,,,,,,,,
4716.141863,242,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0381902452324423,0.0398772181834777,,,,,,,,,,,,,,,,
4716.142467,242,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",0,-0.0371407036944503,0.0400161373352051,,,,,,,,,,,,,,,,
4716.142808,242,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",1,-0.036770796923433,0.0400652140956552,,,,,,,,,,,,,,,,
4716.143209,242,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0374932846005172,0.039969415213487,,,,,,,,,,,,,,,,
4716.143594,242,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0386531757483607,0.0398160972628851,,,,,,,,,,,,,,,,
4716.143995,242,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",0,-0.0371407036944503,0.0400161373352051,,,,,,,,,,,,,,,,
4716.144277,242,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",1,-0.036770796923433,0.0400652140956552,,,,,,,,,,,,,,,,
4716.144607,242,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0399628952338931,,,,,,,,,,,,,,,,
4716.144982,242,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0399628952338931,,,,,,,,,,,,,,,,
4716.145271,242,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0399628952338931,,,,,,,,,,,,,,,,
4716.145625,242,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0386531757483607,0.0398160972628851,,,,,,,,,,,,,,,,
4716.146055,242,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0368419318699498,0.0400557717138206,,,,,,,,,,,,,,,,
4716.146425,242,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",0,-0.037920740416244,0.0399128442253216,,,,,,,,,,,,,,,,
4716.146748,242,selection_info,8818734309448792929,25,"(8, 2, 1, 8, 8)",0,-0.037920740416244,0.0399128442253216,,,,,,,,,,,,,,,,
4716.14712,242,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0382651150084794,0.0398673267375133,,,,,,,,,,,,,,,,
4716.147501,242,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0399628952338931,,,,,,,,,,,,,,,,
4716.147804,242,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0399628952338931,,,,,,,,,,,,,,,,
4716.148263,242,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0375383674787477,0.0399634450083367,,,,,,,,,,,,,,,,
4716.148717,242,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",1,-0.036770796923433,0.0400652140956552,,,,,,,,,,,,,,,,
4716.149119,242,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0399628952338931,,,,,,,,,,,,,,,,
4716.149491,242,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0399628952338931,,,,,,,,,,,,,,,,
4716.149911,242,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.036770796923433,0.0400652140956552,,,,,,,,,,,,,,,,
4716.150348,242,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0355207928927463,0.0402315020705104,,,,,,,,,,,,,,,,
4716.150771,242,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0399628952338931,,,,,,,,,,,,,,,,
4716.151124,242,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.032909256552061,0.0405811451722639,,,,,,,,,,,,,,,,
4725.185277,242,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1560935974121093,29.29375
4725.185822,242,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5546004772186279,9.118181818181816
4725.186184,242,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.7616226673126221,36.24545454545454
4725.186491,242,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.2593660354614258,6.25625
4725.186785,242,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.5689980983734131,22.518181818181816
4737.303559,242,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0123968124389648,,
4737.303944,242,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0089366436004638,,
4737.3043,242,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0098035335540771,,
4737.304598,242,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0112242698669433,,
4737.304928,242,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0326063632965087,,
4737.305243,242,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0127415657043457,,
4737.305517,242,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0112528800964355,,
4737.305888,242,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0108959674835205,,
4737.306232,242,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0151937007904052,,
4737.306502,242,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0201282501220703,,
4737.306798,242,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.008493423461914,,
4737.307197,242,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0073130130767822,,
4737.307519,242,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0132153034210205,,
4737.30789,242,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0220770835876464,,
4737.308262,242,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0141596794128417,,
4737.30852,242,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.008005142211914,,
4737.308843,242,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0141620635986328,,
4737.309317,242,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0145313739776611,,
4737.309658,242,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.014456033706665,,
4737.310004,242,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0141832828521728,,
4737.310361,242,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0317730903625488,,
4737.310665,242,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0091423988342285,,
4737.311151,242,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0139973163604736,,
4737.311551,242,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0160279273986816,,
4737.311916,242,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0133414268493652,,
4737.316436,242,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",0.0001358584112105,0.03,0.21,-0.2398641415887894,,,,,,,,,,,
4737.317388,242,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",0.0001358584112105,0.03,0.21,-0.2398641415887894,,,,,,,,,,,
4737.318172,242,learning_update,16506691070021547649,,,,,,"(8, 0, 2, 8, 8)",0.0001358584112105,0.03,0.21,-0.2398641415887894,,,,,,,,,,,
4737.318997,242,learning_update,5631037270461107728,,,,,,"(8, 0, 2, 8, 8)",0.0001358584112105,0.03,0.21,-0.2398641415887894,,,,,,,,,,,
4737.319873,242,learning_update,17833758267265781484,,,,,,"(8, 0, 2, 8, 8)",0.0001358584112105,0.03,0.21,-0.2398641415887894,,,,,,,,,,,
4737.348433,243,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0381902452324423,0.0399678053772977,,,,,,,,,,,,,,,,
4737.348862,243,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0381902452324423,0.0399678053772977,,,,,,,,,,,,,,,,
4737.349216,243,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0377306080824044,0.0400290287171388,,,,,,,,,,,,,,,,
4737.349583,243,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.037920740416244,0.0400036918610908,,,,,,,,,,,,,,,,
4737.35008,243,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0386531757483607,0.0399062380114212,,,,,,,,,,,,,,,,
4737.350468,243,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0381902452324423,0.0399678053772977,,,,,,,,,,,,,,,,
4737.350797,243,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0377306080824044,0.0400290287171388,,,,,,,,,,,,,,,,
4737.351153,243,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",1,-0.0375425193354245,0.0400541090363178,,,,,,,,,,,,,,,,
4737.351494,243,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",1,-0.0375425193354245,0.0400541090363178,,,,,,,,,,,,,,,,
4737.351837,243,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0400541090363178,,,,,,,,,,,,,,,,
4737.352191,243,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0386531757483607,0.0399062380114212,,,,,,,,,,,,,,,,
4737.352459,243,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",1,-0.0368419318699498,0.040147665828881,,,,,,,,,,,,,,,,
4737.352859,243,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",0,-0.037920740416244,0.0400036918610908,,,,,,,,,,,,,,,,
4737.353233,243,selection_info,8818734309448792929,25,"(8, 2, 1, 8, 8)",0,-0.037920740416244,0.0400036918610908,,,,,,,,,,,,,,,,
4737.353541,243,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0382651150084794,0.0399578416491057,,,,,,,,,,,,,,,,
4737.354115,243,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0400541090363178,,,,,,,,,,,,,,,,
4737.354627,243,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0400541090363178,,,,,,,,,,,,,,,,
4737.35503,243,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",1,-0.0375383674787477,0.0400546628346021,,,,,,,,,,,,,,,,
4737.355436,243,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0377306080824044,0.0400290287171388,,,,,,,,,,,,,,,,
4737.355713,243,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0400541090363178,,,,,,,,,,,,,,,,
4737.356033,243,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0400541090363178,,,,,,,,,,,,,,,,
4737.356475,243,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0392265974737079,,,,,,,,,,,,,,,,
4737.356887,243,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0378839135157414,0.0400085981266042,,,,,,,,,,,,,,,,
4737.357319,243,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0375425193354245,0.0400541090363178,,,,,,,,,,,,,,,,
4737.357672,243,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0352749887113968,0.0403577079071315,,,,,,,,,,,,,,,,
4749.389943,243,client_fit_metrics,10192160218266941336,,,,,,,,,,,,,,,,,,,,5.6386260986328125,8.095454545454546
4749.390571,243,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5727388858795166,9.063636363636364
4749.390878,243,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1598544120788574,11.5875
4749.391175,243,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2484998703002929,21.904545454545453
4749.391423,243,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,3.302264213562012,18.17727272727273
4761.497939,243,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0128951072692871,,
4761.498609,243,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.015242576599121,,
4761.498985,243,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.009580373764038,,
4761.499492,243,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0288262367248535,,
4761.499833,243,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0071990489959716,,
4761.500128,243,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.035393476486206,,
4761.500411,243,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0152773857116699,,
4761.500702,243,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.020418643951416,,
4761.501007,243,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0083897113800048,,
4761.501389,243,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0240998268127441,,
4761.501709,243,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0207183361053466,,
4761.501986,243,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0274426937103271,,
4761.502302,243,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0116932392120361,,
4761.50263,243,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0312159061431884,,
4761.502901,243,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0148756504058837,,
4761.503176,243,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0090334415435791,,
4761.503569,243,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.015049934387207,,
4761.503859,243,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0113000869750976,,
4761.504207,243,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.022719383239746,,
4761.50446,243,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.020339012145996,,
4761.504886,243,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0085630416870117,,
4761.505234,243,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0117743015289306,,
4761.505506,243,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079553127288818,,
4761.50585,243,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0097217559814453,,
4761.506267,243,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0128288269042968,,
4761.510281,243,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",-0.0001797504746796,0.03,0.15,-0.1801797504746796,,,,,,,,,,,
4761.510943,243,learning_update,11806130149938443739,,,,,,"(8, 2, 2, 8, 8)",-0.0001797504746796,0.03,0.15,-0.1801797504746796,,,,,,,,,,,
4761.511601,243,learning_update,7830638094315628080,,,,,,"(8, 0, 1, 8, 8)",-0.0001797504746796,0.03,0.15,-0.1801797504746796,,,,,,,,,,,
4761.512258,243,learning_update,1234113313308987156,,,,,,"(8, 0, 0, 8, 8)",-0.0001797504746796,0.03,0.15,-0.1801797504746796,,,,,,,,,,,
4761.512971,243,learning_update,10192160218266941336,,,,,,"(8, 0, 0, 8, 8)",-0.0001797504746796,0.03,0.15,-0.1801797504746796,,,,,,,,,,,
4761.542101,244,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0381902452324423,0.040150099679787,,,,,,,,,,,,,,,,
4761.542453,244,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0397656548155859,,,,,,,,,,,,,,,,
4761.54279,244,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",1,-0.0377306080824044,0.0402119115559717,,,,,,,,,,,,,,,,
4761.543098,244,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.037920740416244,0.0401863310805633,,,,,,,,,,,,,,,,
4761.54354,244,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0386531757483607,0.0400879409502823,,,,,,,,,,,,,,,,
4761.543992,244,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0397656548155859,,,,,,,,,,,,,,,,
4761.544447,244,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",1,-0.0377306080824044,0.0402119115559717,,,,,,,,,,,,,,,,
4761.54476,244,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0381902452324423,0.040150099679787,,,,,,,,,,,,,,,,
4761.545151,244,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0381902452324423,0.040150099679787,,,,,,,,,,,,,,,,
4761.54546,244,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0397656548155859,,,,,,,,,,,,,,,,
4761.545819,244,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0386531757483607,0.0400879409502823,,,,,,,,,,,,,,,,
4761.546285,244,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0386068874428266,0.0400941518534823,,,,,,,,,,,,,,,,
4761.546635,244,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0389057220186221,0.040054071568586,,,,,,,,,,,,,,,,
4761.547038,244,selection_info,8818734309448792929,25,"(8, 2, 1, 8, 8)",0,-0.037920740416244,0.0401863310805633,,,,,,,,,,,,,,,,
4761.547483,244,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0382651150084794,0.0401400402158638,,,,,,,,,,,,,,,,
4761.547853,244,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0397656548155859,,,,,,,,,,,,,,,,
4761.548297,244,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0397656548155859,,,,,,,,,,,,,,,,
4761.548638,244,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",0,-0.0389057220186221,0.040054071568586,,,,,,,,,,,,,,,,
4761.548948,244,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",1,-0.0377306080824044,0.0402119115559717,,,,,,,,,,,,,,,,
4761.549363,244,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0397656548155859,,,,,,,,,,,,,,,,
4761.549782,244,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0397656548155859,,,,,,,,,,,,,,,,
4761.55009,244,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0394018045525565,,,,,,,,,,,,,,,,
4761.550428,244,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0378839135157414,0.0401912845145279,,,,,,,,,,,,,,,,
4761.550736,244,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0397656548155859,,,,,,,,,,,,,,,,
4761.551051,244,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0370415112274322,0.0403047594327417,,,,,,,,,,,,,,,,
4770.58166,244,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5164539813995361,9.081818181818182
4770.582304,244,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.1416585445404053,36.29545454545455
4770.582783,244,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6051375865936279,22.62272727272727
4770.583144,244,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1561756134033203,30.26875
4770.583555,244,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.2353909015655518,6.225
4782.710944,244,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0116381645202636,,
4782.711381,244,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0143115520477294,,
4782.711752,244,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0153329372406005,,
4782.712159,244,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0158157348632812,,
4782.712527,244,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0160198211669921,,
4782.712831,244,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.023970603942871,,
4782.713243,244,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0079128742218017,,
4782.713638,244,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0098328590393066,,
4782.713982,244,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0144541263580322,,
4782.714463,244,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0343492031097412,,
4782.714959,244,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.018420934677124,,
4782.715377,244,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0096778869628906,,
4782.715713,244,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0238816738128662,,
4782.716104,244,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0298528671264648,,
4782.716565,244,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0083415508270263,,
4782.716957,244,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0091385841369628,,
4782.717378,244,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0159189701080322,,
4782.71769,244,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.009371280670166,,
4782.718108,244,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0091378688812255,,
4782.718516,244,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0093770027160644,,
4782.718804,244,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0140841007232666,,
4782.719086,244,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0169281959533691,,
4782.71944,244,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0173408985137939,,
4782.719933,244,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0149178504943847,,
4782.720274,244,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0087189674377441,,
4782.724718,244,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",0.0001352269512795,0.03,0.21,-0.2398647730487204,,,,,,,,,,,
4782.725598,244,learning_update,16506691070021547649,,,,,,"(8, 1, 2, 8, 8)",0.0001352269512795,0.03,0.21,-0.2398647730487204,,,,,,,,,,,
4782.726288,244,learning_update,5631037270461107728,,,,,,"(8, 1, 2, 8, 8)",0.0001352269512795,0.03,0.21,-0.2398647730487204,,,,,,,,,,,
4782.72694,244,learning_update,17833758267265781484,,,,,,"(8, 1, 2, 8, 8)",0.0001352269512795,0.03,0.21,-0.2398647730487204,,,,,,,,,,,
4782.727652,244,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",0.0001352269512795,0.03,0.21,-0.2398647730487204,,,,,,,,,,,
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4782.755879,245,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.039782240034836,,,,,,,,,,,,,,,,
4782.756198,245,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",1,-0.0386068874428266,0.0401125323387263,,,,,,,,,,,,,,,,
4782.756603,245,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0389057220186221,0.0400722322808354,,,,,,,,,,,,,,,,
4782.756913,245,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0386531757483607,0.0401062873659019,,,,,,,,,,,,,,,,
4782.757321,245,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.039782240034836,,,,,,,,,,,,,,,,
4782.757627,245,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0386068874428266,0.0401125323387263,,,,,,,,,,,,,,,,
4782.757892,245,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",1,-0.0381902452324423,0.0401687872833013,,,,,,,,,,,,,,,,
4782.758238,245,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",1,-0.0381902452324423,0.0401687872833013,,,,,,,,,,,,,,,,
4782.758551,245,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.039782240034836,,,,,,,,,,,,,,,,
4782.758907,245,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0386531757483607,0.0401062873659019,,,,,,,,,,,,,,,,
4782.759313,245,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0386068874428266,0.0401125323387263,,,,,,,,,,,,,,,,
4782.759622,245,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0393149328068747,0.0400171128465252,,,,,,,,,,,,,,,,
4782.760008,245,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0389057220186221,0.0400722322808354,,,,,,,,,,,,,,,,
4782.760381,245,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0386531757483607,0.0401062873659019,,,,,,,,,,,,,,,,
4782.760714,245,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.039782240034836,,,,,,,,,,,,,,,,
4782.761034,245,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.039782240034836,,,,,,,,,,,,,,,,
4782.761447,245,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",0,-0.0389057220186221,0.0400722322808354,,,,,,,,,,,,,,,,
4782.761811,245,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,-0.0386068874428266,0.0401125323387263,,,,,,,,,,,,,,,,
4782.762296,245,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.039782240034836,,,,,,,,,,,,,,,,
4782.763028,245,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.039782240034836,,,,,,,,,,,,,,,,
4782.763518,245,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0394164173055556,,,,,,,,,,,,,,,,
4782.763856,245,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0334728820292911,0.040811254844099,,,,,,,,,,,,,,,,
4782.764177,245,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.039782240034836,,,,,,,,,,,,,,,,
4782.76457,245,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",0,-0.039403117446692,0.0400052445801105,,,,,,,,,,,,,,,,
4794.787385,245,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.5141167640686035,22.65909090909091
4794.787938,245,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1554262638092041,11.475
4794.788263,245,client_fit_metrics,10192160218266941336,,,,,,,,,,,,,,,,,,,,4.4756951332092285,9.090909090909092
4794.788603,245,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2422432899475097,12.34375
4794.788884,245,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.225839138031006,6.225
4806.956949,245,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.021693468093872,,
4806.957349,245,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0194249153137207,,
4806.957769,245,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0094013214111328,,
4806.958169,245,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0266282558441162,,
4806.958699,245,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0232937335968017,,
4806.95906,245,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0089688301086425,,
4806.959428,245,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0140187740325927,,
4806.959828,245,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0093824863433837,,
4806.960299,245,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0124933719635009,,
4806.960639,245,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0132899284362792,,
4806.960885,245,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0100984573364257,,
4806.961139,245,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0088908672332763,,
4806.96149,245,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0225589275360107,,
4806.961818,245,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0074522495269775,,
4806.962117,245,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0327661037445068,,
4806.962444,245,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.011702537536621,,
4806.962841,245,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0125679969787597,,
4806.963198,245,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0177865028381347,,
4806.96359,245,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0153357982635498,,
4806.963869,245,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0274121761322021,,
4806.964249,245,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0088026523590087,,
4806.964588,245,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0097217559814453,,
4806.964971,245,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0091352462768554,,
4806.965367,245,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.013993501663208,,
4806.965716,245,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0139598846435546,,
4806.969576,245,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",-0.0001739972598583,0.01,0.12,-0.1301739972598583,,,,,,,,,,,
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4806.970897,245,learning_update,1234113313308987156,,,,,,"(8, 1, 0, 8, 8)",-0.0001739972598583,0.01,0.12,-0.1301739972598583,,,,,,,,,,,
4806.971577,245,learning_update,10192160218266941336,,,,,,"(8, 1, 0, 8, 8)",-0.0001739972598583,0.01,0.12,-0.1301739972598583,,,,,,,,,,,
4806.972329,245,learning_update,16506691070021547649,,,,,,"(8, 2, 2, 8, 8)",-0.0001739972598583,0.01,0.12,-0.1301739972598583,,,,,,,,,,,
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4807.002604,246,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-0.034210882207056,0.040706828098847,,,,,,,,,,,,,,,,
4807.003054,246,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0393149328068747,0.0400104730258984,,,,,,,,,,,,,,,,
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4816.042069,246,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.249812364578247,6.25625
4816.042755,246,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.5906438827514648,22.63636363636364
4816.043192,246,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5272033214569092,9.072727272727272
4816.0435,246,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1596021652221679,11.79375
4816.043821,246,client_fit_metrics,10192160218266941336,,,,,,,,,,,,,,,,,,,,4.832543134689331,9.090909090909092
4828.163582,246,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0157358646392822,,
4828.163999,246,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0128076076507568,,
4828.164435,246,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0193822383880615,,
4828.164814,246,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0111134052276611,,
4828.16515,246,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0274512767791748,,
4828.165538,246,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0232040882110595,,
4828.165965,246,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0084478855133056,,
4828.166281,246,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0087373256683349,,
4828.166706,246,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0193114280700683,,
4828.16701,246,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0194978713989257,,
4828.167365,246,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0182569026947021,,
4828.167749,246,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0114266872406005,,
4828.168072,246,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0116090774536132,,
4828.168356,246,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0345525741577148,,
4828.168809,246,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.013179063796997,,
4828.169127,246,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.009296178817749,,
4828.1695,246,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0089809894561767,,
4828.169831,246,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0085718631744384,,
4828.170183,246,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0091879367828369,,
4828.170513,246,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0219287872314453,,
4828.170864,246,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0097692012786865,,
4828.171172,246,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0161466598510742,,
4828.171577,246,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0088942050933837,,
4828.171981,246,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079636573791503,,
4828.172343,246,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0085916519165039,,
4828.177122,246,learning_update,8420893525106420796,,,,,,"(7, 4, 0, 8, 8)",1.8031507459381762e-07,0.05,0.12,-0.1699998196849254,,,,,,,,,,,
4828.177814,246,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",1.8031507459381762e-07,0.05,0.12,-0.1699998196849254,,,,,,,,,,,
4828.178542,246,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",1.8031507459381762e-07,0.05,0.12,-0.1699998196849254,,,,,,,,,,,
4828.179374,246,learning_update,1234113313308987156,,,,,,"(8, 2, 0, 8, 8)",1.8031507459381762e-07,0.05,0.12,-0.1699998196849254,,,,,,,,,,,
4828.180339,246,learning_update,10192160218266941336,,,,,,"(8, 2, 0, 8, 8)",1.8031507459381762e-07,0.05,0.12,-0.1699998196849254,,,,,,,,,,,
4828.20872,247,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0419243169887471,0.0397333865627942,,,,,,,,,,,,,,,,
4828.209136,247,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0398495625170742,,,,,,,,,,,,,,,,
4828.209607,247,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,-0.0352083201977679,0.0406504453343493,,,,,,,,,,,,,,,,
4828.209981,247,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0393149328068747,0.0400872103108276,,,,,,,,,,,,,,,,
4828.210325,247,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",1,-0.0389152367440259,0.0401416853366254,,,,,,,,,,,,,,,,
4828.210843,247,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0398495625170742,,,,,,,,,,,,,,,,
4828.211286,247,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0398304564808604,0.040017058160396,,,,,,,,,,,,,,,,
4828.211908,247,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",0,-0.0398061898993698,0.0400203575870956,,,,,,,,,,,,,,,,
4828.212316,247,selection_info,10192160218266941336,25,"(8, 3, 0, 8, 8)",0,-0.0398061898993698,0.0400203575870956,,,,,,,,,,,,,,,,
4828.212817,247,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0398495625170742,,,,,,,,,,,,,,,,
4828.213148,247,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0389152367440259,0.0401416853366254,,,,,,,,,,,,,,,,
4828.21366,247,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0447661917636144,0.039351589679792,,,,,,,,,,,,,,,,
4828.213977,247,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0393149328068747,0.0400872103108276,,,,,,,,,,,,,,,,
4828.21436,247,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0393149328068747,0.0400872103108276,,,,,,,,,,,,,,,,
4828.214955,247,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0389152367440259,0.0401416853366254,,,,,,,,,,,,,,,,
4828.215364,247,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0398495625170742,,,,,,,,,,,,,,,,
4828.215785,247,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0398495625170742,,,,,,,,,,,,,,,,
4828.216111,247,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",1,-0.0389057220186221,0.0401429830109248,,,,,,,,,,,,,,,,
4828.216409,247,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,-0.0398304564808604,0.040017058160396,,,,,,,,,,,,,,,,
4828.216787,247,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0398495625170742,,,,,,,,,,,,,,,,
4828.217083,247,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0398495625170742,,,,,,,,,,,,,,,,
4828.217403,247,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.039479445840996,,,,,,,,,,,,,,,,
4828.217796,247,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",1,-0.035994091109392,0.0405420654986034,,,,,,,,,,,,,,,,
4828.218116,247,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0398495625170742,,,,,,,,,,,,,,,,
4828.218419,247,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.035994091109392,0.0405420654986034,,,,,,,,,,,,,,,,
4837.251343,247,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6319196224212646,9.081818181818182
4837.25193,247,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.2845430374145508,6.28125
4837.252316,247,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4297795295715332,22.672727272727272
4837.252709,247,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.5474166870117188,22.481818181818184
4837.252995,247,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.642549991607666,18.172727272727272
4849.362068,247,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0083096027374267,,
4849.362472,247,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0126454830169677,,
4849.362889,247,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076978206634521,,
4849.363236,247,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.009425401687622,,
4849.36359,247,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0066955089569091,,
4849.36388,247,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0090467929840087,,
4849.364381,247,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0109355449676513,,
4849.364858,247,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0212750434875488,,
4849.365196,247,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0165719985961914,,
4849.365445,247,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0097196102142333,,
4849.365841,247,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0102136135101318,,
4849.366209,247,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0169112682342529,,
4849.36659,247,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0176641941070556,,
4849.366976,247,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0177521705627441,,
4849.367403,247,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0119490623474121,,
4849.367879,247,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0089824199676513,,
4849.368276,247,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082306861877441,,
4849.368716,247,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0136840343475341,,
4849.369042,247,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0226118564605712,,
4849.369371,247,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0275344848632812,,
4849.369777,247,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0198779106140136,,
4849.370156,247,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0082848072052001,,
4849.370496,247,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.031959056854248,,
4849.370893,247,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0084407329559326,,
4849.371233,247,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.015061616897583,,
4849.376359,247,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",0.0001309101021015,0.06,0.17,-0.2298690898978985,,,,,,,,,,,
4849.377171,247,learning_update,8420893525106420796,,,,,,"(7, 4, 0, 8, 8)",0.0001309101021015,0.06,0.17,-0.2298690898978985,,,,,,,,,,,
4849.377896,247,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",0.0001309101021015,0.06,0.17,-0.2298690898978985,,,,,,,,,,,
4849.378721,247,learning_update,7830638094315628080,,,,,,"(8, 1, 1, 8, 8)",0.0001309101021015,0.06,0.17,-0.2298690898978985,,,,,,,,,,,
4849.379677,247,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 8, 8)",0.0001309101021015,0.06,0.17,-0.2298690898978985,,,,,,,,,,,
4849.407498,248,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0419243169887471,0.0398651422098947,,,,,,,,,,,,,,,,
4849.407963,248,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399822899952868,,,,,,,,,,,,,,,,
4849.408246,248,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,-0.0374718027765491,0.0404758704312067,,,,,,,,,,,,,,,,
4849.408523,248,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",1,-0.0393149328068747,0.0402219310928984,,,,,,,,,,,,,,,,
4849.408862,248,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,-0.0386531757483607,0.0403129215831018,,,,,,,,,,,,,,,,
4849.409207,248,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399822899952868,,,,,,,,,,,,,,,,
4849.409606,248,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0447661917636144,0.0394801636827825,,,,,,,,,,,,,,,,
4849.409986,248,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",0,-0.0398061898993698,0.0401545169091734,,,,,,,,,,,,,,,,
4849.410317,248,selection_info,10192160218266941336,25,"(8, 3, 0, 8, 8)",0,-0.0398061898993698,0.0401545169091734,,,,,,,,,,,,,,,,
4849.410725,248,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399822899952868,,,,,,,,,,,,,,,,
4849.411054,248,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0411726538572999,0.0399675935778423,,,,,,,,,,,,,,,,
4849.411382,248,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0447661917636144,0.0394801636827825,,,,,,,,,,,,,,,,
4849.411812,248,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",1,-0.0393149328068747,0.0402219310928984,,,,,,,,,,,,,,,,
4849.412096,248,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0393149328068747,0.0402219310928984,,,,,,,,,,,,,,,,
4849.412432,248,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0411726538572999,0.0399675935778423,,,,,,,,,,,,,,,,
4849.412795,248,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399822899952868,,,,,,,,,,,,,,,,
4849.413086,248,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399822899952868,,,,,,,,,,,,,,,,
4849.413403,248,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",1,-0.037920740416244,0.0404138702276203,,,,,,,,,,,,,,,,
4849.413797,248,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0447661917636144,0.0394801636827825,,,,,,,,,,,,,,,,
4849.414148,248,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399822899952868,,,,,,,,,,,,,,,,
4849.414513,248,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399822899952868,,,,,,,,,,,,,,,,
4849.415004,248,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0396090832318109,,,,,,,,,,,,,,,,
4849.415264,248,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",0,-0.0405172220283233,0.0400571435264981,,,,,,,,,,,,,,,,
4849.415624,248,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399822899952868,,,,,,,,,,,,,,,,
4849.415962,248,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",0,-0.0405172220283233,0.0400571435264981,,,,,,,,,,,,,,,,
4858.446278,248,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2156529426574707,24.60625
4858.446816,248,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.2803194522857666,18.163636363636364
4858.447147,248,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2044887542724609,18.7625
4858.447439,248,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4077610969543457,22.64090909090909
4858.447815,248,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.537186861038208,22.58636363636364
4870.56593,248,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0261280536651611,,
4870.566613,248,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.013728380203247,,
4870.56715,248,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.009920597076416,,
4870.567504,248,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0088868141174316,,
4870.567961,248,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0097107887268066,,
4870.568271,248,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0200371742248535,,
4870.569119,248,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0222053527832031,,
4870.569574,248,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0305500030517578,,
4870.57032,248,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0270113945007324,,
4870.571362,248,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078256130218505,,
4870.571806,248,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0179638862609863,,
4870.572117,248,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0067172050476074,,
4870.572482,248,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0279083251953125,,
4870.573433,248,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0095341205596923,,
4870.574014,248,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0163264274597167,,
4870.574423,248,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0223171710968017,,
4870.574966,248,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0100784301757812,,
4870.575569,248,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0088837146759033,,
4870.576306,248,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0127995014190673,,
4870.576946,248,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0294117927551269,,
4870.577619,248,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0115666389465332,,
4870.578559,248,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0080063343048095,,
4870.579276,248,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0084493160247802,,
4870.57989,248,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0260405540466308,,
4870.580547,248,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0090298652648925,,
4870.58804,248,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",-2.775557561562892e-17,0.02,0.21,-0.23,,,,,,,,,,,
4870.589705,248,learning_update,7830638094315628080,,,,,,"(8, 2, 1, 8, 8)",-2.775557561562892e-17,0.02,0.21,-0.23,,,,,,,,,,,
4870.590963,248,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",-2.775557561562892e-17,0.02,0.21,-0.23,,,,,,,,,,,
4870.592219,248,learning_update,4354536512509177290,,,,,,"(8, 0, 1, 8, 8)",-2.775557561562892e-17,0.02,0.21,-0.23,,,,,,,,,,,
4870.5934,248,learning_update,15368353039753191835,,,,,,"(8, 0, 1, 8, 8)",-2.775557561562892e-17,0.02,0.21,-0.23,,,,,,,,,,,
4870.631212,249,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0419243169887471,0.0398549122792564,,,,,,,,,,,,,,,,
4870.631645,249,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399726194004355,,,,,,,,,,,,,,,,
4870.632122,249,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,-0.0311784264770009,0.041352103944124,,,,,,,,,,,,,,,,
4870.632436,249,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0411566423611611,0.0399600483858632,,,,,,,,,,,,,,,,
4870.632794,249,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",1,-0.0382651150084794,0.0403585503946904,,,,,,,,,,,,,,,,
4870.633354,249,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399726194004355,,,,,,,,,,,,,,,,
4870.633884,249,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0447661917636144,0.0394681078961866,,,,,,,,,,,,,,,,
4870.634266,249,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",1,-0.0404975289637585,0.0400505378585041,,,,,,,,,,,,,,,,
4870.6348,249,selection_info,10192160218266941336,25,"(8, 2, 0, 8, 8)",0,-0.0404975289637585,0.0400505378585041,,,,,,,,,,,,,,,,
4870.635204,249,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399726194004355,,,,,,,,,,,,,,,,
4870.635548,249,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0411726538572999,0.0399578527180537,,,,,,,,,,,,,,,,
4870.635892,249,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0395976367763885,,,,,,,,,,,,,,,,
4870.636292,249,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0411566423611611,0.0399600483858632,,,,,,,,,,,,,,,,
4870.636775,249,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0395928488676146,,,,,,,,,,,,,,,,
4870.637173,249,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0411726538572999,0.0399578527180537,,,,,,,,,,,,,,,,
4870.637665,249,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399726194004355,,,,,,,,,,,,,,,,
4870.638009,249,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399726194004355,,,,,,,,,,,,,,,,
4870.63829,249,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",1,-0.0401828196758277,0.0400938164484749,,,,,,,,,,,,,,,,
4870.638713,249,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0447661917636144,0.0394681078961866,,,,,,,,,,,,,,,,
4870.639144,249,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399726194004355,,,,,,,,,,,,,,,,
4870.639624,249,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399726194004355,,,,,,,,,,,,,,,,
4870.639928,249,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0395976367763885,,,,,,,,,,,,,,,,
4870.640272,249,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",0,-0.0405172220283233,0.0400478312363737,,,,,,,,,,,,,,,,
4870.640822,249,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399726194004355,,,,,,,,,,,,,,,,
4870.64126,249,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.034733842939588,0.0408506143559887,,,,,,,,,,,,,,,,
4879.680316,249,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.5743632316589355,18.172727272727272
4879.680823,249,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1549098491668701,11.54375
4879.681214,249,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4799926280975342,22.645454545454545
4879.681538,249,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.524843692779541,9.118181818181816
4879.681954,249,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6525564193725586,22.654545454545453
4891.798968,249,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0198230743408203,,
4891.799373,249,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0284795761108398,,
4891.799733,249,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0101289749145507,,
4891.800233,249,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0126144886016845,,
4891.800598,249,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0115373134613037,,
4891.800922,249,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0232710838317871,,
4891.801232,249,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0244381427764892,,
4891.80158,249,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0073370933532714,,
4891.801874,249,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0105924606323242,,
4891.802171,249,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0152885913848876,,
4891.802522,249,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0252885818481445,,
4891.802907,249,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0100462436676025,,
4891.803327,249,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0219652652740478,,
4891.803905,249,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0068259239196777,,
4891.804308,249,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0243072509765625,,
4891.80456,249,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0075063705444335,,
4891.804943,249,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0104579925537109,,
4891.805406,249,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0092968940734863,,
4891.805806,249,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0187597274780273,,
4891.806144,249,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0112349987030029,,
4891.806529,249,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0326366424560546,,
4891.807051,249,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0164239406585693,,
4891.807405,249,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0082969665527343,,
4891.8077,249,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0120284557342529,,
4891.808033,249,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.009371280670166,,
4891.81235,249,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",2.775557561562892e-17,0.04,0.18,-0.2199999999999999,,,,,,,,,,,
4891.813217,249,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",2.775557561562892e-17,0.04,0.18,-0.2199999999999999,,,,,,,,,,,
4891.81402,249,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 8, 8)",2.775557561562892e-17,0.04,0.18,-0.2199999999999999,,,,,,,,,,,
4891.81482,249,learning_update,7830638094315628080,,,,,,"(8, 2, 1, 8, 8)",2.775557561562892e-17,0.04,0.18,-0.2199999999999999,,,,,,,,,,,
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4891.846834,250,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,-0.0333472480505239,0.04102270745345,,,,,,,,,,,,,,,,
4891.847152,250,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0411566423611611,0.0399325141135629,,,,,,,,,,,,,,,,
4891.84744,250,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",1,-0.0356883618729229,0.0406927999347035,,,,,,,,,,,,,,,,
4891.847914,250,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399451396033009,,,,,,,,,,,,,,,,
4891.848326,250,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.039568540638475,,,,,,,,,,,,,,,,
4891.848779,250,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",0,-0.0398061898993698,0.0401189439095677,,,,,,,,,,,,,,,,
4891.849176,250,selection_info,10192160218266941336,25,"(8, 2, 0, 8, 8)",0,-0.0426508093832152,0.0397272538958614,,,,,,,,,,,,,,,,
4891.849439,250,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399451396033009,,,,,,,,,,,,,,,,
4891.849843,250,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0411726538572999,0.039930308933106,,,,,,,,,,,,,,,,
4891.850176,250,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.039568540638475,,,,,,,,,,,,,,,,
4891.850568,250,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0411566423611611,0.0399325141135629,,,,,,,,,,,,,,,,
4891.850955,250,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0395637322072113,,,,,,,,,,,,,,,,
4891.851258,250,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0411726538572999,0.039930308933106,,,,,,,,,,,,,,,,
4891.851608,250,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399451396033009,,,,,,,,,,,,,,,,
4891.852094,250,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399451396033009,,,,,,,,,,,,,,,,
4891.852374,250,selection_info,7830638094315628080,25,"(8, 3, 1, 8, 8)",1,-0.0374932846005172,0.040440264309853,,,,,,,,,,,,,,,,
4891.852747,250,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.039568540638475,,,,,,,,,,,,,,,,
4891.853166,250,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399451396033009,,,,,,,,,,,,,,,,
4891.853526,250,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399451396033009,,,,,,,,,,,,,,,,
4891.853855,250,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.039568540638475,,,,,,,,,,,,,,,,
4891.854261,250,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0368991090966484,0.0405232248114453,,,,,,,,,,,,,,,,
4891.854644,250,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0399451396033009,,,,,,,,,,,,,,,,
4891.855067,250,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0368991090966484,0.0405232248114453,,,,,,,,,,,,,,,,
4900.887169,250,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.772908926010132,18.172727272727272
4900.887697,250,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3570735454559326,22.572727272727278
4900.888149,250,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.238011121749878,6.2125
4900.888447,250,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6187222003936768,9.122727272727271
4900.888817,250,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6810834407806396,22.65909090909091
4913.048198,250,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0121905803680419,,
4913.048664,250,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0278973579406738,,
4913.049003,250,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0132863521575927,,
4913.049289,250,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0221602916717529,,
4913.04956,250,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0083668231964111,,
4913.049925,250,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0214066505432128,,
4913.050307,250,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0113847255706787,,
4913.050653,250,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0189681053161621,,
4913.051026,250,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.015643835067749,,
4913.051345,250,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0175695419311523,,
4913.051726,250,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0089330673217773,,
4913.052066,250,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0091862678527832,,
4913.052341,250,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0134732723236083,,
4913.052616,250,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0147006511688232,,
4913.052909,250,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0089857578277587,,
4913.053261,250,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.008519172668457,,
4913.053584,250,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0373473167419433,,
4913.053936,250,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0108129978179931,,
4913.054262,250,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0214099884033203,,
4913.054587,250,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0082123279571533,,
4913.054902,250,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0096104145050048,,
4913.055274,250,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0073471069335937,,
4913.055547,250,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0170404911041259,,
4913.055882,250,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0160646438598632,,
4913.05617,250,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0136129856109619,,
4913.060632,250,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",-0.0001739972598584,0.07,0.17,-0.2401739972598584,,,,,,,,,,,
4913.061347,250,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",-0.0001739972598584,0.07,0.17,-0.2401739972598584,,,,,,,,,,,
4913.062046,250,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",-0.0001739972598584,0.07,0.17,-0.2401739972598584,,,,,,,,,,,
4913.062687,250,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",-0.0001739972598584,0.07,0.17,-0.2401739972598584,,,,,,,,,,,
4913.063428,250,learning_update,7830638094315628080,,,,,,"(8, 3, 1, 8, 8)",-0.0001739972598584,0.07,0.17,-0.2401739972598584,,,,,,,,,,,
4913.091324,251,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",1,-0.0410649875272087,0.0400071670571805,,,,,,,,,,,,,,,,
4913.091754,251,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0400071670571805,,,,,,,,,,,,,,,,
4913.092095,251,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,-0.035715640775072,0.040755932441455,,,,,,,,,,,,,,,,
4913.092379,251,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0411566423611611,0.0399944584295033,,,,,,,,,,,,,,,,
4913.092683,251,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",1,-0.0356320225072732,0.040767747324092,,,,,,,,,,,,,,,,
4913.093066,251,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0400071670571805,,,,,,,,,,,,,,,,
4913.093375,251,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0396280969221437,,,,,,,,,,,,,,,,
4913.093738,251,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",0,-0.0426508093832152,0.0397878494251334,,,,,,,,,,,,,,,,
4913.094042,251,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0419243169887471,0.0398881729913464,,,,,,,,,,,,,,,,
4913.094285,251,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0400071670571805,,,,,,,,,,,,,,,,
4913.094567,251,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0411726538572999,0.0399922387301632,,,,,,,,,,,,,,,,
4913.094876,251,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0396280969221437,,,,,,,,,,,,,,,,
4913.095339,251,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0411566423611611,0.0399944584295033,,,,,,,,,,,,,,,,
4913.09559,251,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0396232570557286,,,,,,,,,,,,,,,,
4913.095926,251,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0411726538572999,0.0399922387301632,,,,,,,,,,,,,,,,
4913.096283,251,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0400071670571805,,,,,,,,,,,,,,,,
4913.096706,251,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0400071670571805,,,,,,,,,,,,,,,,
4913.09701,251,selection_info,7830638094315628080,25,"(8, 4, 1, 8, 8)",1,-0.0367097557121607,0.0406157305620524,,,,,,,,,,,,,,,,
4913.097396,251,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0396280969221437,,,,,,,,,,,,,,,,
4913.09782,251,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0400071670571805,,,,,,,,,,,,,,,,
4913.098263,251,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0400071670571805,,,,,,,,,,,,,,,,
4913.098659,251,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0396280969221437,,,,,,,,,,,,,,,,
4913.099058,251,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0416377054314024,0.0399278216105293,,,,,,,,,,,,,,,,
4913.099348,251,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0410649875272087,0.0400071670571805,,,,,,,,,,,,,,,,
4913.099699,251,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.0405172220283233,0.0400832030671292,,,,,,,,,,,,,,,,
4922.123711,251,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.7628421783447266,22.595454545454547
4922.124169,251,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.372474193572998,22.472727272727276
4922.124474,251,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2625842094421386,12.33125
4922.124756,251,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.851550340652466,18.17727272727273
4922.125118,251,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5350265502929688,9.10909090909091
4934.22912,251,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0119755268096923,,
4934.229557,251,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0204882621765136,,
4934.229876,251,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0153417587280273,,
4934.2303,251,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0157029628753662,,
4934.230723,251,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0113201141357421,,
4934.231073,251,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0081896781921386,,
4934.231439,251,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0200655460357666,,
4934.231773,251,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0283360481262207,,
4934.23219,251,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0072309970855712,,
4934.232692,251,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0085771083831787,,
4934.233082,251,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0096735954284667,,
4934.233626,251,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079097747802734,,
4934.233966,251,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0188369750976562,,
4934.234432,251,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0080273151397705,,
4934.234886,251,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0085487365722656,,
4934.235308,251,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0137982368469238,,
4934.235765,251,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0200750827789306,,
4934.236145,251,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0172293186187744,,
4934.236621,251,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0394620895385742,,
4934.23697,251,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0195443630218505,,
4934.237361,251,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0118565559387207,,
4934.237708,251,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0102601051330566,,
4934.237986,251,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.007930040359497,,
4934.238352,251,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0269627571105957,,
4934.238674,251,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0097427368164062,,
4934.244413,251,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 8, 8)",0.0001324416979679,0.09,0.18,-0.269867558302032,,,,,,,,,,,
4934.245321,251,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",0.0001324416979679,0.09,0.18,-0.269867558302032,,,,,,,,,,,
4934.246084,251,learning_update,7830638094315628080,,,,,,"(8, 4, 1, 8, 8)",0.0001324416979679,0.09,0.18,-0.269867558302032,,,,,,,,,,,
4934.246835,251,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",0.0001324416979679,0.09,0.18,-0.269867558302032,,,,,,,,,,,
4934.247652,251,learning_update,16206290167654754491,,,,,,"(8, 0, 0, 8, 8)",0.0001324416979679,0.09,0.18,-0.269867558302032,,,,,,,,,,,
4934.27704,252,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0419243169887471,0.040012640483154,,,,,,,,,,,,,,,,
4934.277417,252,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0397616805174962,,,,,,,,,,,,,,,,
4934.277711,252,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,-0.0383786007173172,0.0405099624575151,,,,,,,,,,,,,,,,
4934.278011,252,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.0411566423611611,0.0401197940547191,,,,,,,,,,,,,,,,
4934.278372,252,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,-0.0336764728586947,0.0411790295118395,,,,,,,,,,,,,,,,
4934.278642,252,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0397616805174962,,,,,,,,,,,,,,,,
4934.27897,252,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0397504461859752,,,,,,,,,,,,,,,,
4934.279252,252,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0419243169887471,0.040012640483154,,,,,,,,,,,,,,,,
4934.279655,252,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0397616805174962,,,,,,,,,,,,,,,,
4934.279996,252,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0397616805174962,,,,,,,,,,,,,,,,
4934.280357,252,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0411726538572999,0.0401175562103576,,,,,,,,,,,,,,,,
4934.280665,252,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0397504461859752,,,,,,,,,,,,,,,,
4934.281024,252,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0411566423611611,0.0401197940547191,,,,,,,,,,,,,,,,
4934.281396,252,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0397455669823322,,,,,,,,,,,,,,,,
4934.281733,252,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0411726538572999,0.0401175562103576,,,,,,,,,,,,,,,,
4934.282144,252,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0397616805174962,,,,,,,,,,,,,,,,
4934.282711,252,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0397616805174962,,,,,,,,,,,,,,,,
4934.283131,252,selection_info,7830638094315628080,25,"(8, 5, 1, 8, 8)",1,-0.034109917124273,0.0411168949996276,,,,,,,,,,,,,,,,
4934.283529,252,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0397504461859752,,,,,,,,,,,,,,,,
4934.283835,252,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0397616805174962,,,,,,,,,,,,,,,,
4934.284181,252,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0397616805174962,,,,,,,,,,,,,,,,
4934.284575,252,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0397504461859752,,,,,,,,,,,,,,,,
4934.284919,252,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0402049780493348,0.0402530277235514,,,,,,,,,,,,,,,,
4934.285341,252,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0397616805174962,,,,,,,,,,,,,,,,
4934.285748,252,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",0,-0.0431753803893153,0.0398386274273049,,,,,,,,,,,,,,,,
4943.315618,252,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.2546935081481934,6.28125
4943.316144,252,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.5397179126739502,22.60909090909091
4943.316571,252,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.723958730697632,18.17727272727273
4943.316977,252,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2119407653808593,24.73125
4943.317363,252,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.330852746963501,22.695454545454545
4955.457646,252,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0282678604125976,,
4955.458206,252,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0116040706634521,,
4955.458578,252,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0090100765228271,,
4955.459016,252,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0416290760040283,,
4955.459395,252,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0112316608428955,,
4955.459682,252,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0081698894500732,,
4955.45999,252,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0103805065155029,,
4955.460321,252,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0292632579803466,,
4955.460604,252,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0185611248016357,,
4955.460857,252,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0195567607879638,,
4955.461086,252,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0075349807739257,,
4955.46149,252,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.009434700012207,,
4955.461857,252,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0121831893920898,,
4955.462284,252,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0293023586273193,,
4955.462699,252,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.026198387145996,,
4955.462972,252,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0083162784576416,,
4955.4633,252,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0113680362701416,,
4955.46364,252,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0196795463562011,,
4955.463992,252,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0087337493896484,,
4955.464395,252,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0202672481536865,,
4955.4647,252,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.011470079421997,,
4955.465213,252,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0082130432128906,,
4955.465745,252,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0259816646575927,,
4955.466042,252,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0097997188568115,,
4955.466425,252,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0254933834075927,,
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4955.471789,252,learning_update,7830638094315628080,,,,,,"(8, 5, 1, 8, 8)",-3.4856058605536866e-06,0.09,0.19,-0.2800034856058605,,,,,,,,,,,
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4955.473037,252,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",-3.4856058605536866e-06,0.09,0.19,-0.2800034856058605,,,,,,,,,,,
4955.473801,252,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",-3.4856058605536866e-06,0.09,0.19,-0.2800034856058605,,,,,,,,,,,
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4955.504394,253,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398363731040344,,,,,,,,,,,,,,,,
4955.504745,253,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0398250611169982,,,,,,,,,,,,,,,,
4955.505117,253,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0419243169887471,0.0400890719685509,,,,,,,,,,,,,,,,
4955.505522,253,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398363731040344,,,,,,,,,,,,,,,,
4955.505799,253,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398363731040344,,,,,,,,,,,,,,,,
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4955.506481,253,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0398250611169982,,,,,,,,,,,,,,,,
4955.506856,253,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0439259766729724,0.0398090941837083,,,,,,,,,,,,,,,,
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4955.507502,253,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,-0.0411726538572999,0.0401947170193707,,,,,,,,,,,,,,,,
4955.507845,253,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398363731040344,,,,,,,,,,,,,,,,
4955.50838,253,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398363731040344,,,,,,,,,,,,,,,,
4955.508764,253,selection_info,7830638094315628080,25,"(8, 5, 1, 8, 8)",1,-0.0368758420632074,0.0408039936821783,,,,,,,,,,,,,,,,
4955.509103,253,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0398250611169982,,,,,,,,,,,,,,,,
4955.509425,253,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398363731040344,,,,,,,,,,,,,,,,
4955.509765,253,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398363731040344,,,,,,,,,,,,,,,,
4955.510108,253,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0398250611169982,,,,,,,,,,,,,,,,
4955.51044,253,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0429648079273441,0.0399432906891378,,,,,,,,,,,,,,,,
4955.510777,253,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398363731040344,,,,,,,,,,,,,,,,
4955.511128,253,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0416377054314024,0.0401293219720525,,,,,,,,,,,,,,,,
4964.541707,253,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4303350448608398,22.63181818181818
4964.542263,253,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.8328654766082764,18.18636363636364
4964.542666,253,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1610426902770996,47.63125
4964.543093,253,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.7726798057556152,36.19545454545455
4964.543397,253,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6903712749481201,22.668181818181814
4976.652352,253,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.009549856185913,,
4976.652789,253,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0079050064086914,,
4976.653082,253,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0105412006378173,,
4976.653339,253,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0089178085327148,,
4976.653756,253,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0322344303131103,,
4976.654097,253,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0106573104858398,,
4976.654426,253,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0090446472167968,,
4976.654803,253,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0201399326324462,,
4976.655114,253,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0090644359588623,,
4976.655432,253,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0246288776397705,,
4976.655762,253,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.016918659210205,,
4976.656048,253,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0073921680450439,,
4976.656424,253,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0223619937896728,,
4976.656791,253,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0203258991241455,,
4976.657058,253,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0204722881317138,,
4976.657395,253,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079011917114257,,
4976.657807,253,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0284738540649414,,
4976.6581,253,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0181987285614013,,
4976.65835,253,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.008228063583374,,
4976.658635,253,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.010000467300415,,
4976.658867,253,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0519587993621826,,
4976.659169,253,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0084381103515625,,
4976.659504,253,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0126214027404785,,
4976.659885,253,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0141487121582031,,
4976.660255,253,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0352778434753418,,
4976.665188,253,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",2.775557561562892e-17,0.09,0.3,-0.3899999999999999,,,,,,,,,,,
4976.665878,253,learning_update,7830638094315628080,,,,,,"(8, 5, 1, 8, 8)",2.775557561562892e-17,0.09,0.3,-0.3899999999999999,,,,,,,,,,,
4976.666483,253,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",2.775557561562892e-17,0.09,0.3,-0.3899999999999999,,,,,,,,,,,
4976.667164,253,learning_update,10577062229270185434,,,,,,"(7, 0, 2, 8, 8)",2.775557561562892e-17,0.09,0.3,-0.3899999999999999,,,,,,,,,,,
4976.667905,253,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",2.775557561562892e-17,0.09,0.3,-0.3899999999999999,,,,,,,,,,,
4976.696601,254,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0419243169887471,0.0401612322398677,,,,,,,,,,,,,,,,
4976.697079,254,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.039906810430958,,,,,,,,,,,,,,,,
4976.697717,254,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",0,-0.0449991167156859,0.0397290353060753,,,,,,,,,,,,,,,,
4976.69807,254,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0439259766729724,0.0398793460023337,,,,,,,,,,,,,,,,
4976.698471,254,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,-0.0403063884106527,0.0403905345618698,,,,,,,,,,,,,,,,
4976.698843,254,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.039906810430958,,,,,,,,,,,,,,,,
4976.69922,254,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.03989542150611,,,,,,,,,,,,,,,,
4976.69953,254,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0419243169887471,0.0401612322398677,,,,,,,,,,,,,,,,
4976.699786,254,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.039906810430958,,,,,,,,,,,,,,,,
4976.700094,254,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.039906810430958,,,,,,,,,,,,,,,,
4976.700407,254,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,-0.0409110300259534,0.0403046883954813,,,,,,,,,,,,,,,,
4976.700766,254,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.03989542150611,,,,,,,,,,,,,,,,
4976.701104,254,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0398904751708492,,,,,,,,,,,,,,,,
4976.701668,254,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0398904751708492,,,,,,,,,,,,,,,,
4976.702101,254,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,-0.0409110300259534,0.0403046883954813,,,,,,,,,,,,,,,,
4976.702426,254,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.039906810430958,,,,,,,,,,,,,,,,
4976.702814,254,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.039906810430958,,,,,,,,,,,,,,,,
4976.703224,254,selection_info,7830638094315628080,25,"(8, 5, 1, 8, 8)",1,-0.0407389662211442,0.0403290991822998,,,,,,,,,,,,,,,,
4976.703629,254,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.03989542150611,,,,,,,,,,,,,,,,
4976.703923,254,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.039906810430958,,,,,,,,,,,,,,,,
4976.704329,254,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.039906810430958,,,,,,,,,,,,,,,,
4976.704864,254,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.03989542150611,,,,,,,,,,,,,,,,
4976.705158,254,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0429648079273441,0.0400144560117675,,,,,,,,,,,,,,,,
4976.705524,254,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.039906810430958,,,,,,,,,,,,,,,,
4976.705813,254,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0416377054314024,0.0402017574201945,,,,,,,,,,,,,,,,
4985.736183,254,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5513134002685547,9.081818181818182
4985.736737,254,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4889452457427978,22.595454545454547
4985.737089,254,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6355388164520264,36.23181818181818
4985.737589,254,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1816151142120361,47.7875
4985.738128,254,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.954397439956665,18.172727272727272
4997.8555,254,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0086250305175781,,
4997.855989,254,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0144288539886474,,
4997.856458,254,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0108187198638916,,
4997.856925,254,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0115349292755126,,
4997.857278,254,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0305209159851074,,
4997.857579,254,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081064701080322,,
4997.857952,254,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0087401866912841,,
4997.858276,254,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0107221603393554,,
4997.858532,254,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0090701580047607,,
4997.858888,254,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.010812759399414,,
4997.859251,254,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0083265304565429,,
4997.859567,254,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8126094570928196,0.730817610062893,0.9747899159663864,0.6966966966966966,795,0.0268490314483642,,
4997.859968,254,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0155601501464843,,
4997.860254,254,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0120339393615722,,
4997.860536,254,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0069515705108642,,
4997.860833,254,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0196268558502197,,
4997.861241,254,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0228707790374755,,
4997.861564,254,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0377006530761718,,
4997.861909,254,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0164713859558105,,
4997.86228,254,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0208346843719482,,
4997.862569,254,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0239105224609375,,
4997.862975,254,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0108590126037597,,
4997.863244,254,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0086314678192138,,
4997.863547,254,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0125834941864013,,
4997.863947,254,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0137248039245605,,
4997.868455,254,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",6.76101298126286e-05,0.07,0.27,-0.3399323898701873,,,,,,,,,,,
4997.869151,254,learning_update,7830638094315628080,,,,,,"(8, 5, 1, 8, 8)",6.76101298126286e-05,0.07,0.27,-0.3399323898701873,,,,,,,,,,,
4997.869758,254,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",6.76101298126286e-05,0.07,0.27,-0.3399323898701873,,,,,,,,,,,
4997.870349,254,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",6.76101298126286e-05,0.07,0.27,-0.3399323898701873,,,,,,,,,,,
4997.871041,254,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",6.76101298126286e-05,0.07,0.27,-0.3399323898701873,,,,,,,,,,,
4997.899555,255,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",1,-0.0419243169887471,0.0401935525746013,,,,,,,,,,,,,,,,
4997.899907,255,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399376505719835,,,,,,,,,,,,,,,,
4997.900212,255,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,-0.0396776905870767,0.0405141764219208,,,,,,,,,,,,,,,,
4997.900483,255,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0439259766729724,0.0399100268481453,,,,,,,,,,,,,,,,
4997.900804,255,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",0,-0.0436654059209439,0.0399468219428246,,,,,,,,,,,,,,,,
4997.901191,255,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399376505719835,,,,,,,,,,,,,,,,
4997.901508,255,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0399261955791402,,,,,,,,,,,,,,,,
4997.901946,255,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399376505719835,,,,,,,,,,,,,,,,
4997.902242,255,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399376505719835,,,,,,,,,,,,,,,,
4997.902474,255,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399376505719835,,,,,,,,,,,,,,,,
4997.902848,255,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,-0.0404036591152509,0.0404102922141517,,,,,,,,,,,,,,,,
4997.903167,255,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0399261955791402,,,,,,,,,,,,,,,,
4997.903446,255,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0399212205549406,,,,,,,,,,,,,,,,
4997.903834,255,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0399212205549406,,,,,,,,,,,,,,,,
4997.904154,255,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",1,-0.0404036591152509,0.0404102922141517,,,,,,,,,,,,,,,,
4997.904429,255,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399376505719835,,,,,,,,,,,,,,,,
4997.9048,255,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399376505719835,,,,,,,,,,,,,,,,
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4997.905382,255,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0399261955791402,,,,,,,,,,,,,,,,
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4997.905981,255,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399376505719835,,,,,,,,,,,,,,,,
4997.906208,255,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0399261955791402,,,,,,,,,,,,,,,,
4997.906431,255,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0429648079273441,0.0400459214235478,,,,,,,,,,,,,,,,
4997.90678,255,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399376505719835,,,,,,,,,,,,,,,,
4997.90711,255,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0449953916246728,0.0397593698246504,,,,,,,,,,,,,,,,
5003.939963,255,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.3236119747161863,6.2375
5003.940518,255,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6471152305603027,36.27727272727273
5003.940855,255,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1787190437316894,47.14375
5003.941152,255,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2679352760314941,12.33125
5003.941436,255,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.4781842231750488,22.64090909090909
5016.063362,255,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0096092224121093,,
5016.063819,255,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0355644226074218,,
5016.064082,255,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0273208618164062,,
5016.064366,255,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0099291801452636,,
5016.064787,255,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0287451744079589,,
5016.06516,255,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0118820667266845,,
5016.065421,255,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0111017227172851,,
5016.065834,255,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0156681537628173,,
5016.066155,255,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0149712562561035,,
5016.06653,255,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0247025489807128,,
5016.066958,255,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0128970146179199,,
5016.067308,255,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0206439495086669,,
5016.06759,255,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0148878097534179,,
5016.067959,255,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0095660686492919,,
5016.068299,255,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0082740783691406,,
5016.068578,255,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0235695838928222,,
5016.06896,255,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0296473503112792,,
5016.069307,255,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0090460777282714,,
5016.069637,255,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0097134113311767,,
5016.069932,255,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0069286823272705,,
5016.070257,255,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0191025733947753,,
5016.070575,255,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0338325500488281,,
5016.07092,255,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0087337493896484,,
5016.071258,255,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0096168518066406,,
5016.071581,255,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0227813720703125,,
5016.075902,255,learning_update,16206290167654754491,,,,,,"(8, 1, 0, 8, 8)",0.0001959219853314,0.02,0.24,-0.2598040780146686,,,,,,,,,,,
5016.076594,255,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",0.0001959219853314,0.02,0.24,-0.2598040780146686,,,,,,,,,,,
5016.077365,255,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",0.0001959219853314,0.02,0.24,-0.2598040780146686,,,,,,,,,,,
5016.077995,255,learning_update,4223374082031152552,,,,,,"(7, 2, 2, 8, 8)",0.0001959219853314,0.02,0.24,-0.2598040780146686,,,,,,,,,,,
5016.078774,255,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",0.0001959219853314,0.02,0.24,-0.2598040780146686,,,,,,,,,,,
5016.107596,256,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.0426508093832152,0.0400419090006432,,,,,,,,,,,,,,,,
5016.108041,256,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398885629281599,,,,,,,,,,,,,,,,
5016.108372,256,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,-0.0422360536766363,0.040100981633302,,,,,,,,,,,,,,,,
5016.108667,256,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0439259766729724,0.0398608345634577,,,,,,,,,,,,,,,,
5016.108967,256,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",1,-0.038277466120949,0.0406691972520495,,,,,,,,,,,,,,,,
5016.109298,256,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398885629281599,,,,,,,,,,,,,,,,
5016.109592,256,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0398770645311922,,,,,,,,,,,,,,,,
5016.109991,256,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398885629281599,,,,,,,,,,,,,,,,
5016.110414,256,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398885629281599,,,,,,,,,,,,,,,,
5016.110767,256,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398885629281599,,,,,,,,,,,,,,,,
5016.111025,256,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0380539064293578,0.0407015261341858,,,,,,,,,,,,,,,,
5016.11134,256,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0398770645311922,,,,,,,,,,,,,,,,
5016.111645,256,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0398720706612867,,,,,,,,,,,,,,,,
5016.112089,256,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0398720706612867,,,,,,,,,,,,,,,,
5016.112413,256,selection_info,4223374082031152552,25,"(7, 3, 2, 8, 8)",1,-0.0380539064293578,0.0407015261341858,,,,,,,,,,,,,,,,
5016.112768,256,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398885629281599,,,,,,,,,,,,,,,,
5016.113139,256,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398885629281599,,,,,,,,,,,,,,,,
5016.11354,256,selection_info,7830638094315628080,25,"(8, 4, 1, 8, 8)",1,-0.0393483229921779,0.040514696778784,,,,,,,,,,,,,,,,
5016.113958,256,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0398770645311922,,,,,,,,,,,,,,,,
5016.114283,256,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398885629281599,,,,,,,,,,,,,,,,
5016.114667,256,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398885629281599,,,,,,,,,,,,,,,,
5016.115132,256,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0398770645311922,,,,,,,,,,,,,,,,
5016.11553,256,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0455198838995634,0.0396356498872246,,,,,,,,,,,,,,,,
5016.115938,256,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0398885629281599,,,,,,,,,,,,,,,,
5016.116382,256,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0455198838995634,0.0396356498872246,,,,,,,,,,,,,,,,
5025.14003,256,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.58917236328125,22.64090909090909
5025.140785,256,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4487161636352539,22.62272727272727
5025.141222,256,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.667644739151001,36.17272727272727
5025.141541,256,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1591026782989502,48.14375
5025.141994,256,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.7226827144622803,18.168181818181814
5037.299225,256,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0088927745819091,,
5037.299809,256,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0187153816223144,,
5037.300231,256,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0089280605316162,,
5037.300698,256,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0298163890838623,,
5037.301084,256,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0120210647583007,,
5037.301411,256,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0118741989135742,,
5037.301802,256,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0125987529754638,,
5037.302181,256,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0172078609466552,,
5037.302509,256,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0071587562561035,,
5037.302946,256,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0214242935180664,,
5037.303341,256,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0166921615600585,,
5037.303718,256,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0109658241271972,,
5037.304104,256,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0166037082672119,,
5037.304369,256,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0241429805755615,,
5037.304687,256,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0197172164916992,,
5037.305052,256,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0077044963836669,,
5037.305366,256,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0229852199554443,,
5037.305704,256,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0081610679626464,,
5037.306134,256,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0109968185424804,,
5037.306473,256,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0358004570007324,,
5037.306947,256,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0268924236297607,,
5037.307317,256,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0153172016143798,,
5037.307652,256,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.012561559677124,,
5037.308084,256,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0124323368072509,,
5037.308434,256,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0131006240844726,,
5037.314495,256,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",-0.0001739972598584,0.08,0.3,-0.3801739972598584,,,,,,,,,,,
5037.315308,256,learning_update,4223374082031152552,,,,,,"(7, 3, 2, 8, 8)",-0.0001739972598584,0.08,0.3,-0.3801739972598584,,,,,,,,,,,
5037.316163,256,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 8, 8)",-0.0001739972598584,0.08,0.3,-0.3801739972598584,,,,,,,,,,,
5037.316777,256,learning_update,7830638094315628080,,,,,,"(8, 4, 1, 8, 8)",-0.0001739972598584,0.08,0.3,-0.3801739972598584,,,,,,,,,,,
5037.317635,256,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",-0.0001739972598584,0.08,0.3,-0.3801739972598584,,,,,,,,,,,
5037.348015,257,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0444869718834552,0.0398622717409437,,,,,,,,,,,,,,,,
5037.348365,257,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399701600078788,,,,,,,,,,,,,,,,
5037.348703,257,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",0,-0.0459955575955582,0.0396480328557075,,,,,,,,,,,,,,,,
5037.349115,257,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0439259766729724,0.0399422353470464,,,,,,,,,,,,,,,,
5037.349465,257,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",1,-0.0420409286274266,0.0402121048254847,,,,,,,,,,,,,,,,
5037.349998,257,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399701600078788,,,,,,,,,,,,,,,,
5037.350964,257,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.039958580198999,,,,,,,,,,,,,,,,
5037.351456,257,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399701600078788,,,,,,,,,,,,,,,,
5037.351889,257,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399701600078788,,,,,,,,,,,,,,,,
5037.352267,257,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399701600078788,,,,,,,,,,,,,,,,
5037.352641,257,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.0420409286274266,0.0402121048254847,,,,,,,,,,,,,,,,
5037.35297,257,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.039958580198999,,,,,,,,,,,,,,,,
5037.353279,257,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0399535509763038,,,,,,,,,,,,,,,,
5037.353617,257,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0399535509763038,,,,,,,,,,,,,,,,
5037.354068,257,selection_info,4223374082031152552,25,"(7, 4, 2, 8, 8)",1,-0.0420409286274266,0.0402121048254847,,,,,,,,,,,,,,,,
5037.354411,257,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399701600078788,,,,,,,,,,,,,,,,
5037.354855,257,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399701600078788,,,,,,,,,,,,,,,,
5037.355199,257,selection_info,7830638094315628080,25,"(8, 4, 1, 8, 8)",1,-0.0431107146417843,0.04005872787483,,,,,,,,,,,,,,,,
5037.355499,257,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.039958580198999,,,,,,,,,,,,,,,,
5037.355837,257,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399701600078788,,,,,,,,,,,,,,,,
5037.3561,257,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399701600078788,,,,,,,,,,,,,,,,
5037.356395,257,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.039958580198999,,,,,,,,,,,,,,,,
5037.356687,257,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0455198838995634,0.039715460152584,,,,,,,,,,,,,,,,
5037.357065,257,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0399701600078788,,,,,,,,,,,,,,,,
5037.357405,257,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0387065724095416,0.0406939347250411,,,,,,,,,,,,,,,,
5046.387165,257,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3625979423522949,22.55909090909091
5046.387783,257,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6520030498504639,9.077272727272726
5046.388182,257,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.660412073135376,36.24545454545454
5046.388528,257,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1592988967895507,47.45625
5046.388858,257,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,3.0210325717926025,18.181818181818183
5058.503646,257,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0276527404785156,,
5058.504006,257,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0100531578063964,,
5058.504349,257,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0235564708709716,,
5058.504662,257,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0081067085266113,,
5058.505097,257,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0129001140594482,,
5058.50539,257,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0295314788818359,,
5058.505667,257,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.010502815246582,,
5058.505908,257,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0235378742218017,,
5058.506379,257,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0084729194641113,,
5058.506888,257,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0076489448547363,,
5058.507362,257,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0150718688964843,,
5058.507802,257,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0200221538543701,,
5058.508076,257,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0139698982238769,,
5058.508387,257,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0086886882781982,,
5058.508661,257,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0081427097320556,,
5058.508993,257,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0138802528381347,,
5058.509455,257,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0107088088989257,,
5058.509716,257,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0238299369812011,,
5058.510021,257,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0265069007873535,,
5058.510312,257,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0282955169677734,,
5058.510637,257,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0124368667602539,,
5058.510992,257,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0124623775482177,,
5058.51131,257,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0201416015625,,
5058.511554,257,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0102407932281494,,
5058.511827,257,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0078597068786621,,
5058.516581,257,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 8, 8)",2.775557561562892e-17,0.08,0.27,-0.35,,,,,,,,,,,
5058.517387,257,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",2.775557561562892e-17,0.08,0.27,-0.35,,,,,,,,,,,
5058.518061,257,learning_update,4223374082031152552,,,,,,"(7, 4, 2, 8, 8)",2.775557561562892e-17,0.08,0.27,-0.35,,,,,,,,,,,
5058.518935,257,learning_update,7830638094315628080,,,,,,"(8, 4, 1, 8, 8)",2.775557561562892e-17,0.08,0.27,-0.35,,,,,,,,,,,
5058.519669,257,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",2.775557561562892e-17,0.08,0.27,-0.35,,,,,,,,,,,
5058.549766,258,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0444869718834552,0.0399197107905338,,,,,,,,,,,,,,,,
5058.550174,258,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",1,-0.0437303320878557,0.0400282981868509,,,,,,,,,,,,,,,,
5058.550568,258,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-0.0358856464636146,0.0411716648496303,,,,,,,,,,,,,,,,
5058.550981,258,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0400115814306685,,,,,,,,,,,,,,,,
5058.551596,258,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",0,-0.0523405072536372,0.038809878705426,,,,,,,,,,,,,,,,
5058.551951,258,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0400282981868509,,,,,,,,,,,,,,,,
5058.55229,258,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0400166432687408,,,,,,,,,,,,,,,,
5058.552587,258,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0400282981868509,,,,,,,,,,,,,,,,
5058.552875,258,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0400282981868509,,,,,,,,,,,,,,,,
5058.553264,258,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0400282981868509,,,,,,,,,,,,,,,,
5058.553581,258,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",1,-0.0436654059209439,0.0400376296631598,,,,,,,,,,,,,,,,
5058.55392,258,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0400166432687408,,,,,,,,,,,,,,,,
5058.554372,258,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0400115814306685,,,,,,,,,,,,,,,,
5058.55479,258,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0400115814306685,,,,,,,,,,,,,,,,
5058.555216,258,selection_info,4223374082031152552,25,"(7, 5, 2, 8, 8)",1,-0.0436654059209439,0.0400376296631598,,,,,,,,,,,,,,,,
5058.555846,258,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0400282981868509,,,,,,,,,,,,,,,,
5058.556578,258,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0400282981868509,,,,,,,,,,,,,,,,
5058.557023,258,selection_info,7830638094315628080,25,"(8, 4, 1, 8, 8)",0,-0.0465676039271425,0.0396226300580587,,,,,,,,,,,,,,,,
5058.557518,258,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0400166432687408,,,,,,,,,,,,,,,,
5058.5579,258,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0400282981868509,,,,,,,,,,,,,,,,
5058.558378,258,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0400282981868509,,,,,,,,,,,,,,,,
5058.558937,258,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0400166432687408,,,,,,,,,,,,,,,,
5058.559386,258,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0422291856405423,0.0402446068167859,,,,,,,,,,,,,,,,
5058.559742,258,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0437303320878557,0.0400282981868509,,,,,,,,,,,,,,,,
5058.560284,258,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0455198838995634,0.0397719502177664,,,,,,,,,,,,,,,,
5067.58857,258,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2219247817993164,9.05
5067.589094,258,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.2667315006256104,6.275
5067.58951,258,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6442296504974365,36.29545454545455
5067.589853,258,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1599969863891601,47.50625
5067.590253,258,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.5596907138824463,22.668181818181814
5079.691612,258,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0147914886474609,,
5079.692066,258,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0099210739135742,,
5079.692655,258,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0130150318145751,,
5079.693071,258,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0120825767517089,,
5079.693554,258,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0207583904266357,,
5079.694011,258,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0128307342529296,,
5079.694401,258,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0106394290924072,,
5079.694829,258,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0091204643249511,,
5079.695287,258,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0116145610809326,,
5079.695605,258,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0182983875274658,,
5079.695919,258,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081539154052734,,
5079.696264,258,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0106368064880371,,
5079.69657,258,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0087664127349853,,
5079.696888,258,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0071794986724853,,
5079.69733,258,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0118799209594726,,
5079.697621,258,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.02903413772583,,
5079.697905,258,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0220155715942382,,
5079.698266,258,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0230729579925537,,
5079.698653,258,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0210580825805664,,
5079.698958,258,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0163578987121582,,
5079.699303,258,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0315508842468261,,
5079.699701,258,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0203573703765869,,
5079.70012,258,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0234465599060058,,
5079.700535,258,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0080971717834472,,
5079.700929,258,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0302610397338867,,
5079.705297,258,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",1.8031507464932875e-07,0.07,0.24,-0.3099998196849253,,,,,,,,,,,
5079.706,258,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",1.8031507464932875e-07,0.07,0.24,-0.3099998196849253,,,,,,,,,,,
5079.706729,258,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 8, 8)",1.8031507464932875e-07,0.07,0.24,-0.3099998196849253,,,,,,,,,,,
5079.707525,258,learning_update,4223374082031152552,,,,,,"(7, 5, 2, 8, 8)",1.8031507464932875e-07,0.07,0.24,-0.3099998196849253,,,,,,,,,,,
5079.708329,258,learning_update,13644997368299628738,,,,,,"(8, 0, 0, 8, 8)",1.8031507464932875e-07,0.07,0.24,-0.3099998196849253,,,,,,,,,,,
5079.743085,259,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0444869718834552,0.0401121465933571,,,,,,,,,,,,,,,,
5079.743599,259,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0444869718834552,0.0401121465933571,,,,,,,,,,,,,,,,
5079.74409,259,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-0.0389497590140003,0.0409216199629675,,,,,,,,,,,,,,,,
5079.744577,259,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0402049245238108,,,,,,,,,,,,,,,,
5079.745154,259,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",0,-0.0455476456551109,0.0399589261505789,,,,,,,,,,,,,,,,
5079.745636,259,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0397797155626494,,,,,,,,,,,,,,,,
5079.74609,259,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",1,-0.0438114454649287,0.0402100363824048,,,,,,,,,,,,,,,,
5079.746559,259,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0397797155626494,,,,,,,,,,,,,,,,
5079.746974,259,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0397797155626494,,,,,,,,,,,,,,,,
5079.747431,259,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0397797155626494,,,,,,,,,,,,,,,,
5079.747834,259,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",0,-0.0497750151700096,0.0393540509080998,,,,,,,,,,,,,,,,
5079.748238,259,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",1,-0.0438114454649287,0.0402100363824048,,,,,,,,,,,,,,,,
5079.748676,259,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0402049245238108,,,,,,,,,,,,,,,,
5079.749093,259,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0438466811087063,0.0402049245238108,,,,,,,,,,,,,,,,
5079.749567,259,selection_info,4223374082031152552,25,"(7, 5, 2, 8, 8)",0,-0.0497750151700096,0.0393540509080998,,,,,,,,,,,,,,,,
5079.750144,259,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0397797155626494,,,,,,,,,,,,,,,,
5079.750727,259,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0397797155626494,,,,,,,,,,,,,,,,
5079.751077,259,selection_info,7830638094315628080,25,"(8, 3, 1, 8, 8)",1,-0.0398504795285201,0.040788841663433,,,,,,,,,,,,,,,,
5079.751521,259,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",1,-0.0438114454649287,0.0402100363824048,,,,,,,,,,,,,,,,
5079.751919,259,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0397797155626494,,,,,,,,,,,,,,,,
5079.752267,259,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0397797155626494,,,,,,,,,,,,,,,,
5079.752719,259,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0438114454649287,0.0402100363824048,,,,,,,,,,,,,,,,
5079.753304,259,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0455198838995634,0.0399629290276049,,,,,,,,,,,,,,,,
5079.753669,259,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0397797155626494,,,,,,,,,,,,,,,,
5079.754043,259,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0455198838995634,0.0399629290276049,,,,,,,,,,,,,,,,
5088.788107,259,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.161362886428833,29.2125
5088.788864,259,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.5340607166290283,36.3
5088.789239,259,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2479467391967773,21.672727272727272
5088.789683,259,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6880331039428711,22.672727272727272
5088.790127,259,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,3.022990226745605,18.181818181818183
5100.96144,259,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0250461101531982,,
5100.961911,259,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070180892944335,,
5100.962245,259,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0342552661895751,,
5100.962716,259,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0081188678741455,,
5100.963071,259,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.02069091796875,,
5100.963372,259,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0070846080780029,,
5100.963751,259,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0229177474975585,,
5100.964082,259,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0221438407897949,,
5100.964348,259,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0318596363067626,,
5100.964713,259,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079903602600097,,
5100.965083,259,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0103237628936767,,
5100.965576,259,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0116097927093505,,
5100.965995,259,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0329508781433105,,
5100.966351,259,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0143609046936035,,
5100.966696,259,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0187647342681884,,
5100.966999,259,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0227222442626953,,
5100.967327,259,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0430243015289306,,
5100.967729,259,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0089547634124755,,
5100.968014,259,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0171263217926025,,
5100.968349,259,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0115473270416259,,
5100.968685,259,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0101687908172607,,
5100.969061,259,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0290186405181884,,
5100.96955,259,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0098576545715332,,
5100.969898,259,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0107316970825195,,
5100.970194,259,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0115389823913574,,
5100.974755,259,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",-0.0001758699945098,0.02,0.27,-0.2901758699945098,,,,,,,,,,,
5100.975365,259,learning_update,7830638094315628080,,,,,,"(8, 3, 1, 8, 8)",-0.0001758699945098,0.02,0.27,-0.2901758699945098,,,,,,,,,,,
5100.975957,259,learning_update,5631037270461107728,,,,,,"(8, 0, 2, 8, 8)",-0.0001758699945098,0.02,0.27,-0.2901758699945098,,,,,,,,,,,
5100.9766,259,learning_update,11806130149938443739,,,,,,"(8, 0, 2, 8, 8)",-0.0001758699945098,0.02,0.27,-0.2901758699945098,,,,,,,,,,,
5100.977553,259,learning_update,17833758267265781484,,,,,,"(8, 0, 2, 8, 8)",-0.0001758699945098,0.02,0.27,-0.2901758699945098,,,,,,,,,,,
5101.006734,260,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",1,-0.0444869718834552,0.040264840001769,,,,,,,,,,,,,,,,
5101.007113,260,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0444869718834552,0.040264840001769,,,,,,,,,,,,,,,,
5101.007457,260,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",0,-0.0459955575955582,0.0400451677243515,,,,,,,,,,,,,,,,
5101.007893,260,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",1,-0.0438466811087063,0.0403584396438344,,,,,,,,,,,,,,,,
5101.008254,260,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0454512729154991,0.0401242850441178,,,,,,,,,,,,,,,,
5101.008652,260,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0399294736603348,,,,,,,,,,,,,,,,
5101.008989,260,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0447661917636144,0.0402240907972264,,,,,,,,,,,,,,,,
5101.009267,260,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0399294736603348,,,,,,,,,,,,,,,,
5101.009595,260,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0399294736603348,,,,,,,,,,,,,,,,
5101.009935,260,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0399294736603348,,,,,,,,,,,,,,,,
5101.01031,260,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",0,-0.0523405072536372,0.039134293855108,,,,,,,,,,,,,,,,
5101.010705,260,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0447661917636144,0.0402240907972264,,,,,,,,,,,,,,,,
5101.011027,260,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",1,-0.0438466811087063,0.0403584396438344,,,,,,,,,,,,,,,,
5101.011358,260,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",1,-0.0438466811087063,0.0403584396438344,,,,,,,,,,,,,,,,
5101.011709,260,selection_info,4223374082031152552,25,"(7, 4, 2, 8, 8)",0,-0.0523405072536372,0.039134293855108,,,,,,,,,,,,,,,,
5101.012095,260,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0399294736603348,,,,,,,,,,,,,,,,
5101.012428,260,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0399294736603348,,,,,,,,,,,,,,,,
5101.01278,260,selection_info,7830638094315628080,25,"(8, 3, 1, 8, 8)",1,-0.0427123877489366,0.0405247885431147,,,,,,,,,,,,,,,,
5101.013116,260,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0447661917636144,0.0402240907972264,,,,,,,,,,,,,,,,
5101.01346,260,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0399294736603348,,,,,,,,,,,,,,,,
5101.013874,260,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0399294736603348,,,,,,,,,,,,,,,,
5101.014233,260,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0391364441075673,,,,,,,,,,,,,,,,
5101.014627,260,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0455198838995634,0.0401143031352075,,,,,,,,,,,,,,,,
5101.015003,260,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0399294736603348,,,,,,,,,,,,,,,,
5101.015298,260,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0453165709360822,0.0401438894656901,,,,,,,,,,,,,,,,
5113.039943,260,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.220426321029663,18.325
5113.040518,260,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,3.8628664016723633,13.640909090909092
5113.040828,260,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2497916221618652,24.35
5113.041102,260,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,2.975200653076172,18.18636363636364
5113.04138,260,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2620270252227783,12.0375
5125.14405,260,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0077795982360839,,
5125.144546,260,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0103852748870849,,
5125.144948,260,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0175795555114746,,
5125.145312,260,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0076031684875488,,
5125.145838,260,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0249631404876709,,
5125.146204,260,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0174977779388427,,
5125.146578,260,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0358684062957763,,
5125.146953,260,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0096607208251953,,
5125.147234,260,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0352284908294677,,
5125.147546,260,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0088100433349609,,
5125.147999,260,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0091433525085449,,
5125.148338,260,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0212604999542236,,
5125.148716,260,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0197079181671142,,
5125.148965,260,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0140097141265869,,
5125.149231,260,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0097966194152832,,
5125.149502,260,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0129146575927734,,
5125.149917,260,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0225846767425537,,
5125.150193,260,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076875686645507,,
5125.150543,260,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.013791799545288,,
5125.150874,260,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0198690891265869,,
5125.151302,260,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0089185237884521,,
5125.151718,260,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0097975730895996,,
5125.151954,260,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0110821723937988,,
5125.152209,260,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0182056427001953,,
5125.152423,260,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.019280195236206,,
5125.157011,260,learning_update,7830638094315628080,,,,,,"(8, 3, 1, 8, 8)",-8.326672684688674e-17,0.01,0.16,-0.1700000000000001,,,,,,,,,,,
5125.157897,260,learning_update,4354536512509177290,,,,,,"(8, 0, 1, 8, 8)",-8.326672684688674e-17,0.01,0.16,-0.1700000000000001,,,,,,,,,,,
5125.158606,260,learning_update,15368353039753191835,,,,,,"(8, 0, 1, 8, 8)",-8.326672684688674e-17,0.01,0.16,-0.1700000000000001,,,,,,,,,,,
5125.159264,260,learning_update,8818734309448792929,,,,,,"(8, 0, 1, 8, 8)",-8.326672684688674e-17,0.01,0.16,-0.1700000000000001,,,,,,,,,,,
5125.15999,260,learning_update,16206290167654754491,,,,,,"(8, 1, 0, 8, 8)",-8.326672684688674e-17,0.01,0.16,-0.1700000000000001,,,,,,,,,,,
5125.190217,261,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0461424849115718,0.0399635118891175,,,,,,,,,,,,,,,,
5125.190626,261,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0461424849115718,0.0399635118891175,,,,,,,,,,,,,,,,
5125.190963,261,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-0.0418759801421654,0.0405897801000659,,,,,,,,,,,,,,,,
5125.191275,261,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.0439259766729724,0.0402876513560348,,,,,,,,,,,,,,,,
5125.191762,261,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0454512729154991,0.0400643130746245,,,,,,,,,,,,,,,,
5125.192239,261,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398688177704767,,,,,,,,,,,,,,,,
5125.192678,261,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",1,-0.0447661917636144,0.0401644710629924,,,,,,,,,,,,,,,,
5125.193022,261,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398688177704767,,,,,,,,,,,,,,,,
5125.193465,261,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398688177704767,,,,,,,,,,,,,,,,
5125.193903,261,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398688177704767,,,,,,,,,,,,,,,,
5125.19423,261,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,-0.0455476456551109,0.0400502435565028,,,,,,,,,,,,,,,,
5125.194636,261,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0447661917636144,0.0401644710629924,,,,,,,,,,,,,,,,
5125.19505,261,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",1,-0.0439259766729724,0.0402876513560348,,,,,,,,,,,,,,,,
5125.195353,261,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",1,-0.0439259766729724,0.0402876513560348,,,,,,,,,,,,,,,,
5125.195772,261,selection_info,4223374082031152552,25,"(7, 3, 2, 8, 8)",0,-0.0455476456551109,0.0400502435565028,,,,,,,,,,,,,,,,
5125.196075,261,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398688177704767,,,,,,,,,,,,,,,,
5125.196386,261,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398688177704767,,,,,,,,,,,,,,,,
5125.196739,261,selection_info,7830638094315628080,25,"(8, 4, 1, 8, 8)",0,-0.0465676039271425,0.0399016417112015,,,,,,,,,,,,,,,,
5125.197006,261,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0447661917636144,0.0401644710629924,,,,,,,,,,,,,,,,
5125.197339,261,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398688177704767,,,,,,,,,,,,,,,,
5125.197666,261,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398688177704767,,,,,,,,,,,,,,,,
5125.198003,261,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0390730538603502,,,,,,,,,,,,,,,,
5125.198299,261,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0453165709360822,0.0400839865855719,,,,,,,,,,,,,,,,
5125.198707,261,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398688177704767,,,,,,,,,,,,,,,,
5125.199102,261,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0453165709360822,0.0400839865855719,,,,,,,,,,,,,,,,
5134.227749,261,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.645575761795044,22.68636363636364
5134.228319,261,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.234485387802124,24.275
5134.228687,261,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,4.052218437194824,13.63181818181818
5134.229068,261,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.3217344284057615,36.31818181818182
5134.229427,261,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.223607063293457,18.325
5146.387943,261,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0097138881683349,,
5146.388399,261,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.011608600616455,,
5146.388815,261,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0227088928222656,,
5146.389277,261,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0181407928466796,,
5146.389642,261,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0231413841247558,,
5146.390067,261,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0089137554168701,,
5146.390426,261,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.010481834411621,,
5146.390858,261,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0130209922790527,,
5146.391171,261,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0081007480621337,,
5146.391464,261,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0133514404296875,,
5146.391805,261,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.017282485961914,,
5146.392195,261,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0099496841430664,,
5146.392565,261,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0217576026916503,,
5146.392874,261,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.013594627380371,,
5146.393332,261,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0232512950897216,,
5146.393604,261,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0086698532104492,,
5146.393966,261,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0130765438079833,,
5146.394295,261,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0117785930633544,,
5146.394562,261,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0097162723541259,,
5146.394945,261,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0350229740142822,,
5146.395223,261,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0320534706115722,,
5146.39548,261,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0114946365356445,,
5146.395769,261,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0115599632263183,,
5146.396208,261,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.009005069732666,,
5146.396551,261,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0084002017974853,,
5146.401232,261,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",0.0001309101021014,0.01,0.23,-0.2398690898978985,,,,,,,,,,,
5146.402072,261,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",0.0001309101021014,0.01,0.23,-0.2398690898978985,,,,,,,,,,,
5146.402715,261,learning_update,15368353039753191835,,,,,,"(8, 1, 1, 8, 8)",0.0001309101021014,0.01,0.23,-0.2398690898978985,,,,,,,,,,,
5146.403597,261,learning_update,8818734309448792929,,,,,,"(8, 1, 1, 8, 8)",0.0001309101021014,0.01,0.23,-0.2398690898978985,,,,,,,,,,,
5146.404415,261,learning_update,5631037270461107728,,,,,,"(8, 1, 2, 8, 8)",0.0001309101021014,0.01,0.23,-0.2398690898978985,,,,,,,,,,,
5146.4343,262,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0461424849115718,0.0399451608870173,,,,,,,,,,,,,,,,
5146.434699,262,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0461424849115718,0.0399451608870173,,,,,,,,,,,,,,,,
5146.435027,262,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-0.0442327950610022,0.0402255539893447,,,,,,,,,,,,,,,,
5146.43534,262,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",1,-0.0423184310404741,0.0405086088326916,,,,,,,,,,,,,,,,
5146.43568,262,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0475851846216078,0.039734631063819,,,,,,,,,,,,,,,,
5146.436086,262,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.039850035188531,,,,,,,,,,,,,,,,
5146.436325,262,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,-0.0398304564808604,0.0408794553020644,,,,,,,,,,,,,,,,
5146.436705,262,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.039850035188531,,,,,,,,,,,,,,,,
5146.437086,262,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.039850035188531,,,,,,,,,,,,,,,,
5146.437423,262,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.039850035188531,,,,,,,,,,,,,,,,
5146.43787,262,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0454512729154991,0.0400464227306041,,,,,,,,,,,,,,,,
5146.438189,262,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.047075694853285,0.0398088526871947,,,,,,,,,,,,,,,,
5146.438555,262,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",1,-0.0423184310404741,0.0405086088326916,,,,,,,,,,,,,,,,
5146.438988,262,selection_info,8818734309448792929,25,"(8, 2, 1, 8, 8)",1,-0.0423184310404741,0.0405086088326916,,,,,,,,,,,,,,,,
5146.439259,262,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0454512729154991,0.0400464227306041,,,,,,,,,,,,,,,,
5146.439562,262,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.039850035188531,,,,,,,,,,,,,,,,
5146.439888,262,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.039850035188531,,,,,,,,,,,,,,,,
5146.440215,262,selection_info,7830638094315628080,25,"(8, 3, 1, 8, 8)",0,-0.0444043723067916,0.0402002816316277,,,,,,,,,,,,,,,,
5146.440554,262,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.047075694853285,0.0398088526871947,,,,,,,,,,,,,,,,
5146.440981,262,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.039850035188531,,,,,,,,,,,,,,,,
5146.441334,262,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.039850035188531,,,,,,,,,,,,,,,,
5146.441655,262,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0390506896121263,,,,,,,,,,,,,,,,
5146.442129,262,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0453165709360822,0.0400661862982655,,,,,,,,,,,,,,,,
5146.442475,262,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.039850035188531,,,,,,,,,,,,,,,,
5146.442867,262,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0453165709360822,0.0400661862982655,,,,,,,,,,,,,,,,
5155.479337,262,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2229204177856445,18.48125
5155.47983,262,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,3.6197025775909424,13.640909090909092
5155.480267,262,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6017522811889648,22.60909090909091
5155.480597,262,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.683431625366211,36.345454545454544
5155.480946,262,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2256057262420654,24.4625
5167.616981,262,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0215983390808105,,
5167.617388,262,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0135483741760253,,
5167.617893,262,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0100536346435546,,
5167.618246,262,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0285391807556152,,
5167.618644,262,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0173976421356201,,
5167.619015,262,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0205962657928466,,
5167.619398,262,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.009547472000122,,
5167.61974,262,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0149307250976562,,
5167.62016,262,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0143966674804687,,
5167.620521,262,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080325603485107,,
5167.620915,262,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0218238830566406,,
5167.621338,262,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0107293128967285,,
5167.621716,262,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0103623867034912,,
5167.622245,262,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0250780582427978,,
5167.622586,262,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0091419219970703,,
5167.622914,262,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0102040767669677,,
5167.623276,262,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0089662075042724,,
5167.623647,262,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0088813304901123,,
5167.624039,262,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0115573406219482,,
5167.624406,262,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0092949867248535,,
5167.625506,262,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.011021614074707,,
5167.625907,262,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.017136812210083,,
5167.626265,262,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.010268211364746,,
5167.626734,262,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0093488693237304,,
5167.627223,262,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.018420934677124,,
5167.631619,262,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",0.0001324416979678,0.01,0.23,-0.2398675583020321,,,,,,,,,,,
5167.632461,262,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",0.0001324416979678,0.01,0.23,-0.2398675583020321,,,,,,,,,,,
5167.633158,262,learning_update,15368353039753191835,,,,,,"(8, 2, 1, 8, 8)",0.0001324416979678,0.01,0.23,-0.2398675583020321,,,,,,,,,,,
5167.633999,262,learning_update,8818734309448792929,,,,,,"(8, 2, 1, 8, 8)",0.0001324416979678,0.01,0.23,-0.2398675583020321,,,,,,,,,,,
5167.634703,262,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",0.0001324416979678,0.01,0.23,-0.2398675583020321,,,,,,,,,,,
5167.664304,263,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0461424849115718,0.0399283853961931,,,,,,,,,,,,,,,,
5167.664678,263,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0461424849115718,0.0399283853961931,,,,,,,,,,,,,,,,
5167.664988,263,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",0,-0.0459955575955582,0.0399499876546078,,,,,,,,,,,,,,,,
5167.665314,263,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.0444043723067916,0.0401846845743107,,,,,,,,,,,,,,,,
5167.665759,263,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0395328239478571,,,,,,,,,,,,,,,,
5167.666164,263,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398328224031557,,,,,,,,,,,,,,,,
5167.666539,263,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0466031027117725,0.0398607379014263,,,,,,,,,,,,,,,,
5167.666928,263,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398328224031557,,,,,,,,,,,,,,,,
5167.667293,263,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398328224031557,,,,,,,,,,,,,,,,
5167.667637,263,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398328224031557,,,,,,,,,,,,,,,,
5167.668053,263,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0475851846216078,0.0397168893027647,,,,,,,,,,,,,,,,
5167.668448,263,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.047075694853285,0.039791450940517,,,,,,,,,,,,,,,,
5167.669107,263,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",1,-0.0444043723067916,0.0401846845743107,,,,,,,,,,,,,,,,
5167.669431,263,selection_info,8818734309448792929,25,"(8, 3, 1, 8, 8)",1,-0.0444043723067916,0.0401846845743107,,,,,,,,,,,,,,,,
5167.669809,263,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0475851846216078,0.0397168893027647,,,,,,,,,,,,,,,,
5167.670225,263,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398328224031557,,,,,,,,,,,,,,,,
5167.670576,263,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398328224031557,,,,,,,,,,,,,,,,
5167.670878,263,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",0,-0.0493728065049653,0.03945638188391,,,,,,,,,,,,,,,,
5167.671257,263,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.047075694853285,0.039791450940517,,,,,,,,,,,,,,,,
5167.671606,263,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398328224031557,,,,,,,,,,,,,,,,
5167.672014,263,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398328224031557,,,,,,,,,,,,,,,,
5167.672323,263,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0390298477762291,,,,,,,,,,,,,,,,
5167.672679,263,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0453165709360822,0.0400499688161117,,,,,,,,,,,,,,,,
5167.6731,263,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0398328224031557,,,,,,,,,,,,,,,,
5167.673412,263,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",1,-0.0185494787941054,0.0441973453895738,,,,,,,,,,,,,,,,
5176.702404,263,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2516157627105713,24.525
5176.702929,263,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4532210826873779,9.022727272727272
5176.703279,263,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,3.2831902503967285,13.622727272727271
5176.703655,263,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2390413284301757,18.10625
5176.704002,263,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.312584400177002,6.2375
5188.815911,263,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0241034030914306,,
5188.816409,263,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0123012065887451,,
5188.816747,263,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0225663185119628,,
5188.817191,263,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0090804100036621,,
5188.817604,263,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8108581436077058,0.7283018867924528,0.972689075630252,0.6951951951951952,795,0.0216827392578125,,
5188.817984,263,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.008751630783081,,
5188.818369,263,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0200097560882568,,
5188.81871,263,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0069091320037841,,
5188.818959,263,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0086345672607421,,
5188.819292,263,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0144605636596679,,
5188.819765,263,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0115585327148437,,
5188.820206,263,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0170028209686279,,
5188.820574,263,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0085101127624511,,
5188.820899,263,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0094368457794189,,
5188.821205,263,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0132524967193603,,
5188.821547,263,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0139112472534179,,
5188.82191,263,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0121228694915771,,
5188.822279,263,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0103735923767089,,
5188.822543,263,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0237858295440673,,
5188.822835,263,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0115222930908203,,
5188.823139,263,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0315792560577392,,
5188.823557,263,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0304350852966308,,
5188.823907,263,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0089461803436279,,
5188.824224,263,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0104913711547851,,
5188.824543,263,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0143923759460449,,
5188.829365,263,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",-0.0002628375208355,0.03,0.13,-0.1602628375208356,,,,,,,,,,,
5188.830029,263,learning_update,15368353039753191835,,,,,,"(8, 3, 1, 8, 8)",-0.0002628375208355,0.03,0.13,-0.1602628375208356,,,,,,,,,,,
5188.830919,263,learning_update,8818734309448792929,,,,,,"(8, 3, 1, 8, 8)",-0.0002628375208355,0.03,0.13,-0.1602628375208356,,,,,,,,,,,
5188.831697,263,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",-0.0002628375208355,0.03,0.13,-0.1602628375208356,,,,,,,,,,,
5188.832451,263,learning_update,15492424130391261209,,,,,,"(7, 0, 0, 8, 8)",-0.0002628375208355,0.03,0.13,-0.1602628375208356,,,,,,,,,,,
5188.862362,264,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",1,-0.0461424849115718,0.040174900360544,,,,,,,,,,,,,,,,
5188.862884,264,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0400782647709986,,,,,,,,,,,,,,,,
5188.863266,264,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-0.0466031027117725,0.0401064934717551,,,,,,,,,,,,,,,,
5188.863614,264,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",1,-0.0465676039271425,0.0401117612928354,,,,,,,,,,,,,,,,
5188.86392,264,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0397749067231417,,,,,,,,,,,,,,,,
5188.86432,264,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0400782647709986,,,,,,,,,,,,,,,,
5188.864698,264,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0466031027117725,0.0401064934717551,,,,,,,,,,,,,,,,
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5188.865316,264,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0400782647709986,,,,,,,,,,,,,,,,
5188.865634,264,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0400782647709986,,,,,,,,,,,,,,,,
5188.865973,264,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0397749067231417,,,,,,,,,,,,,,,,
5188.866321,264,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.047075694853285,0.0400364293173478,,,,,,,,,,,,,,,,
5188.866703,264,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",1,-0.0465676039271425,0.0401117612928354,,,,,,,,,,,,,,,,
5188.867013,264,selection_info,8818734309448792929,25,"(8, 4, 1, 8, 8)",1,-0.0465676039271425,0.0401117612928354,,,,,,,,,,,,,,,,
5188.867373,264,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0397749067231417,,,,,,,,,,,,,,,,
5188.86768,264,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0400782647709986,,,,,,,,,,,,,,,,
5188.868041,264,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0400782647709986,,,,,,,,,,,,,,,,
5188.868402,264,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",0,-0.0493728065049653,0.0396976104533656,,,,,,,,,,,,,,,,
5188.868673,264,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.047075694853285,0.0400364293173478,,,,,,,,,,,,,,,,
5188.869004,264,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0400782647709986,,,,,,,,,,,,,,,,
5188.869415,264,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0400782647709986,,,,,,,,,,,,,,,,
5188.869763,264,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0392663238730626,,,,,,,,,,,,,,,,
5188.870117,264,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0468738827403545,0.0400663339884516,,,,,,,,,,,,,,,,
5188.870514,264,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0400782647709986,,,,,,,,,,,,,,,,
5188.870827,264,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0468738827403545,0.0400663339884516,,,,,,,,,,,,,,,,
5197.900593,264,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2725260257720947,12.025
5197.901132,264,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.9567224979400636,22.681818181818183
5197.90151,264,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2340395450592041,24.4
5197.90183,264,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2249176502227783,18.2
5197.902114,264,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,3.6940650939941406,13.636363636363637
5210.019247,264,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0187211036682128,,
5210.019696,264,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0076303482055664,,
5210.020055,264,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076570510864257,,
5210.020444,264,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0085878372192382,,
5210.020824,264,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0086240768432617,,
5210.02115,264,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0245697498321533,,
5210.021476,264,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0143427848815917,,
5210.021833,264,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0172889232635498,,
5210.022106,264,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0146667957305908,,
5210.022416,264,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0213961601257324,,
5210.022695,264,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.009885549545288,,
5210.022964,264,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0400779247283935,,
5210.023196,264,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0167298316955566,,
5210.023514,264,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0090808868408203,,
5210.023768,264,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0139901638031005,,
5210.024072,264,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0077085494995117,,
5210.024316,264,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0198516845703125,,
5210.024637,264,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.01375412940979,,
5210.024879,264,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0100607872009277,,
5210.025164,264,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0083370208740234,,
5210.02555,264,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0178942680358886,,
5210.025894,264,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0096170902252197,,
5210.026229,264,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.03536057472229,,
5210.026486,264,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0088119506835937,,
5210.026833,264,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0076329708099365,,
5210.031624,264,learning_update,16206290167654754491,,,,,,"(8, 1, 0, 8, 8)",-8.329094317161001e-05,0.07,0.17,-0.2400832909431716,,,,,,,,,,,
5210.032198,264,learning_update,4354536512509177290,,,,,,"(8, 4, 1, 8, 8)",-8.329094317161001e-05,0.07,0.17,-0.2400832909431716,,,,,,,,,,,
5210.032859,264,learning_update,15368353039753191835,,,,,,"(8, 4, 1, 8, 8)",-8.329094317161001e-05,0.07,0.17,-0.2400832909431716,,,,,,,,,,,
5210.033402,264,learning_update,8818734309448792929,,,,,,"(8, 4, 1, 8, 8)",-8.329094317161001e-05,0.07,0.17,-0.2400832909431716,,,,,,,,,,,
5210.034087,264,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",-8.329094317161001e-05,0.07,0.17,-0.2400832909431716,,,,,,,,,,,
5210.064309,265,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",1,-0.0426508093832152,0.0406937058072639,,,,,,,,,,,,,,,,
5210.06532,265,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.040071676374704,,,,,,,,,,,,,,,,
5210.065916,265,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,-0.0489573325184925,0.039750543728431,,,,,,,,,,,,,,,,
5210.066211,265,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.0440975511536249,0.0404753816107101,,,,,,,,,,,,,,,,
5210.066573,265,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0397668498511823,,,,,,,,,,,,,,,,
5210.066991,265,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.040071676374704,,,,,,,,,,,,,,,,
5210.06731,265,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,-0.0422289226546212,0.0407575931792484,,,,,,,,,,,,,,,,
5210.067629,265,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.040071676374704,,,,,,,,,,,,,,,,
5210.067955,265,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.040071676374704,,,,,,,,,,,,,,,,
5210.06833,265,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.040071676374704,,,,,,,,,,,,,,,,
5210.069361,265,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0397668498511823,,,,,,,,,,,,,,,,
5210.070482,265,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0392558313429781,,,,,,,,,,,,,,,,
5210.071161,265,selection_info,15368353039753191835,25,"(8, 5, 1, 8, 8)",1,-0.0440975511536249,0.0404753816107101,,,,,,,,,,,,,,,,
5210.071773,265,selection_info,8818734309448792929,25,"(8, 5, 1, 8, 8)",1,-0.0440975511536249,0.0404753816107101,,,,,,,,,,,,,,,,
5210.073223,265,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0397668498511823,,,,,,,,,,,,,,,,
5210.074,265,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.040071676374704,,,,,,,,,,,,,,,,
5210.074427,265,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.040071676374704,,,,,,,,,,,,,,,,
5210.074875,265,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.0394678298857983,,,,,,,,,,,,,,,,
5210.075268,265,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0392558313429781,,,,,,,,,,,,,,,,
5210.075771,265,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.040071676374704,,,,,,,,,,,,,,,,
5210.076154,265,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.040071676374704,,,,,,,,,,,,,,,,
5210.077219,265,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0392558313429781,,,,,,,,,,,,,,,,
5210.077707,265,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0468738827403545,0.0400596876188029,,,,,,,,,,,,,,,,
5210.07807,265,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.040071676374704,,,,,,,,,,,,,,,,
5210.078487,265,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0468738827403545,0.0400596876188029,,,,,,,,,,,,,,,,
5219.11483,265,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.218381643295288,18.55
5219.1153,265,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.8596591949462891,36.25909090909091
5219.115668,265,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2695231437683105,12.60625
5219.11603,265,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,3.2261548042297363,13.640909090909092
5219.116498,265,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2339320182800293,24.35
5231.267113,265,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0065212249755859,,
5231.267562,265,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0126788616180419,,
5231.267858,265,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0148837566375732,,
5231.268286,265,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0217423439025878,,
5231.268734,265,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0087401866912841,,
5231.269098,265,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.008171796798706,,
5231.269366,265,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0159854888916015,,
5231.269904,265,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0096518993377685,,
5231.270465,265,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0148084163665771,,
5231.270813,265,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.009101390838623,,
5231.271125,265,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0214359760284423,,
5231.27144,265,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0252308845520019,,
5231.271759,265,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.009408950805664,,
5231.272067,265,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0219175815582275,,
5231.272458,265,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0205166339874267,,
5231.272793,265,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0117769241333007,,
5231.273127,265,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0070934295654296,,
5231.273528,265,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0308187007904052,,
5231.27403,265,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0128881931304931,,
5231.27461,265,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0171864032745361,,
5231.275012,265,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0076689720153808,,
5231.275312,265,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0132162570953369,,
5231.275734,265,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.012007713317871,,
5231.27597,265,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0095534324645996,,
5231.276274,265,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0172843933105468,,
5231.281146,265,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",-0.0003496140698678,0.09,0.2,-0.2903496140698678,,,,,,,,,,,
5231.281958,265,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",-0.0003496140698678,0.09,0.2,-0.2903496140698678,,,,,,,,,,,
5231.282646,265,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",-0.0003496140698678,0.09,0.2,-0.2903496140698678,,,,,,,,,,,
5231.283318,265,learning_update,15368353039753191835,,,,,,"(8, 5, 1, 8, 8)",-0.0003496140698678,0.09,0.2,-0.2903496140698678,,,,,,,,,,,
5231.284156,265,learning_update,8818734309448792929,,,,,,"(8, 5, 1, 8, 8)",-0.0003496140698678,0.09,0.2,-0.2903496140698678,,,,,,,,,,,
5231.314481,266,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",1,-0.0455116547145307,0.0404651352896442,,,,,,,,,,,,,,,,
5231.314941,266,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",1,-0.0467934097107775,0.0402717718147214,,,,,,,,,,,,,,,,
5231.315372,266,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,-0.0489573325184925,0.0399474203770573,,,,,,,,,,,,,,,,
5231.315764,266,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",0,-0.05266717158589,0.0393974175310508,,,,,,,,,,,,,,,,
5231.316225,266,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0399638896236513,,,,,,,,,,,,,,,,
5231.31675,266,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",1,-0.0467934097107775,0.0402717718147214,,,,,,,,,,,,,,,,
5231.317085,266,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0489573325184925,0.0399474203770573,,,,,,,,,,,,,,,,
5231.317486,266,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",1,-0.0467934097107775,0.0402717718147214,,,,,,,,,,,,,,,,
5231.317886,266,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",1,-0.0467934097107775,0.0402717718147214,,,,,,,,,,,,,,,,
5231.318183,266,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0402717718147214,,,,,,,,,,,,,,,,
5231.318577,266,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0399638896236513,,,,,,,,,,,,,,,,
5231.318856,266,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0394477751721715,,,,,,,,,,,,,,,,
5231.319183,266,selection_info,15368353039753191835,25,"(8, 5, 1, 8, 8)",0,-0.05266717158589,0.0393974175310508,,,,,,,,,,,,,,,,
5231.319574,266,selection_info,8818734309448792929,25,"(8, 5, 1, 8, 8)",0,-0.05266717158589,0.0393974175310508,,,,,,,,,,,,,,,,
5231.319844,266,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0399638896236513,,,,,,,,,,,,,,,,
5231.320152,266,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0402717718147214,,,,,,,,,,,,,,,,
5231.3205,266,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0402717718147214,,,,,,,,,,,,,,,,
5231.320855,266,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0487677417229441,0.0399757335139978,,,,,,,,,,,,,,,,
5231.321186,266,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0394477751721715,,,,,,,,,,,,,,,,
5231.321572,266,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0402717718147214,,,,,,,,,,,,,,,,
5231.321959,266,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0402717718147214,,,,,,,,,,,,,,,,
5231.322291,266,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0394477751721715,,,,,,,,,,,,,,,,
5231.32265,266,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0468738827403545,0.040259662657204,,,,,,,,,,,,,,,,
5231.323069,266,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0467934097107775,0.0402717718147214,,,,,,,,,,,,,,,,
5231.323421,266,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0468738827403545,0.040259662657204,,,,,,,,,,,,,,,,
5243.355356,266,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.865976095199585,12.48125
5243.362553,266,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1581604480743408,12.075
5243.362905,266,client_fit_metrics,10192160218266941336,,,,,,,,,,,,,,,,,,,,4.493216514587402,9.086363636363636
5243.363171,266,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1701560020446777,8.527272727272727
5243.363413,266,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2674355506896972,12.39375
5255.52073,266,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0099530220031738,,
5255.521151,266,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.01405930519104,,
5255.52152,266,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0099885463714599,,
5255.522068,266,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0080797672271728,,
5255.522482,266,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0170819759368896,,
5255.522845,266,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0090472698211669,,
5255.523195,266,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0099782943725585,,
5255.52354,266,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0117807388305664,,
5255.523865,266,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0085270404815673,,
5255.524281,266,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0073184967041015,,
5255.524697,266,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0087957382202148,,
5255.525078,266,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0113265514373779,,
5255.525427,266,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0144538879394531,,
5255.526011,266,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0196850299835205,,
5255.526403,266,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0164501667022705,,
5255.526758,266,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0160174369812011,,
5255.527263,266,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0091361999511718,,
5255.52773,266,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0315773487091064,,
5255.52814,266,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0132222175598144,,
5255.528461,266,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0129740238189697,,
5255.528832,266,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0248138904571533,,
5255.529307,266,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0134530067443847,,
5255.529753,266,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0210835933685302,,
5255.530193,266,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0090572834014892,,
5255.530936,266,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0124599933624267,,
5255.535333,266,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",0.0002620005192774,0.0,0.1,-0.0997379994807226,,,,,,,,,,,
5255.536243,266,learning_update,13644997368299628738,,,,,,"(8, 0, 0, 8, 8)",0.0002620005192774,0.0,0.1,-0.0997379994807226,,,,,,,,,,,
5255.537022,266,learning_update,13392168843036499530,,,,,,"(8, 0, 0, 8, 8)",0.0002620005192774,0.0,0.1,-0.0997379994807226,,,,,,,,,,,
5255.537948,266,learning_update,1234113313308987156,,,,,,"(8, 0, 0, 8, 8)",0.0002620005192774,0.0,0.1,-0.0997379994807226,,,,,,,,,,,
5255.538791,266,learning_update,10192160218266941336,,,,,,"(8, 0, 0, 8, 8)",0.0002620005192774,0.0,0.1,-0.0997379994807226,,,,,,,,,,,
5255.569908,267,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.0398061898993698,0.0414591256256315,,,,,,,,,,,,,,,,
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5255.570702,267,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",1,-0.0451507455614401,0.040635205244752,,,,,,,,,,,,,,,,
5255.571054,267,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",0,-0.053493980577338,0.0393816158989644,,,,,,,,,,,,,,,,
5255.571366,267,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0400749804175381,,,,,,,,,,,,,,,,
5255.571751,267,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0484657502563367,0.0401324103539747,,,,,,,,,,,,,,,,
5255.572106,267,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,-0.0451507455614401,0.040635205244752,,,,,,,,,,,,,,,,
5255.572514,267,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0484657502563367,0.0401324103539747,,,,,,,,,,,,,,,,
5255.572843,267,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0484657502563367,0.0401324103539747,,,,,,,,,,,,,,,,
5255.573217,267,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0398122384907232,,,,,,,,,,,,,,,,
5255.573693,267,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0400749804175381,,,,,,,,,,,,,,,,
5255.574071,267,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0395548474929253,,,,,,,,,,,,,,,,
5255.574406,267,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",0,-0.053493980577338,0.0393816158989644,,,,,,,,,,,,,,,,
5255.574783,267,selection_info,8818734309448792929,25,"(8, 4, 1, 8, 8)",0,-0.053493980577338,0.0393816158989644,,,,,,,,,,,,,,,,
5255.57517,267,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0400749804175381,,,,,,,,,,,,,,,,
5255.575487,267,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0398122384907232,,,,,,,,,,,,,,,,
5255.575985,267,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0398122384907232,,,,,,,,,,,,,,,,
5255.576409,267,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0487677417229441,0.0400869169224305,,,,,,,,,,,,,,,,
5255.576799,267,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0395548474929253,,,,,,,,,,,,,,,,
5255.577173,267,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0398122384907232,,,,,,,,,,,,,,,,
5255.577631,267,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0398122384907232,,,,,,,,,,,,,,,,
5255.578035,267,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0395548474929253,,,,,,,,,,,,,,,,
5255.57837,267,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0468738827403545,0.0403730715869559,,,,,,,,,,,,,,,,
5255.578796,267,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0398122384907232,,,,,,,,,,,,,,,,
5255.579143,267,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0468738827403545,0.0403730715869559,,,,,,,,,,,,,,,,
5261.617817,267,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.3484995365142822,6.2625
5261.618353,267,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2782056331634521,12.325
5261.618762,267,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.8016364574432373,36.190909090909095
5261.619088,267,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.5956113338470459,22.5
5261.619406,267,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5967433452606201,9.072727272727272
5273.734655,267,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0413212776184082,,
5273.735094,267,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0281569957733154,,
5273.735399,267,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0157151222229003,,
5273.735741,267,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0109846591949462,,
5273.736094,267,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0134360790252685,,
5273.736382,267,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0092737674713134,,
5273.736817,267,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0098819732666015,,
5273.73715,267,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0197367668151855,,
5273.737419,267,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0104124546051025,,
5273.737728,267,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0255470275878906,,
5273.738353,267,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0118138790130615,,
5273.738711,267,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0124895572662353,,
5273.740277,267,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076346397399902,,
5273.740734,267,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0087130069732666,,
5273.741154,267,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0108294486999511,,
5273.741464,267,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0074830055236816,,
5273.74173,267,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0285818576812744,,
5273.742134,267,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0242552757263183,,
5273.74245,267,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0120480060577392,,
5273.742713,267,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.017017126083374,,
5273.743011,267,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0108358860015869,,
5273.743303,267,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0168614387512207,,
5273.743648,267,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0095376968383789,,
5273.743946,267,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0220274925231933,,
5273.744263,267,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.00832200050354,,
5273.749311,267,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",-0.0001739972598583,0.01,0.18,-0.1901739972598583,,,,,,,,,,,
5273.750265,267,learning_update,16506691070021547649,,,,,,"(8, 2, 2, 8, 8)",-0.0001739972598583,0.01,0.18,-0.1901739972598583,,,,,,,,,,,
5273.750972,267,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",-0.0001739972598583,0.01,0.18,-0.1901739972598583,,,,,,,,,,,
5273.751599,267,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",-0.0001739972598583,0.01,0.18,-0.1901739972598583,,,,,,,,,,,
5273.7523,267,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",-0.0001739972598583,0.01,0.18,-0.1901739972598583,,,,,,,,,,,
5273.783785,268,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.0375782563888539,0.0417494126478591,,,,,,,,,,,,,,,,
5273.784225,268,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",1,-0.0484657502563367,0.0400684164798533,,,,,,,,,,,,,,,,
5273.784596,268,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0488620674262873,0.0400085198725405,,,,,,,,,,,,,,,,
5273.784934,268,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0490902785459299,0.0399740702707341,,,,,,,,,,,,,,,,
5273.785262,268,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0400107901952966,,,,,,,,,,,,,,,,
5273.785585,268,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",1,-0.0484657502563367,0.0400684164798533,,,,,,,,,,,,,,,,
5273.785904,268,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0488620674262873,0.0400085198725405,,,,,,,,,,,,,,,,
5273.7864,268,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0484657502563367,0.0400684164798533,,,,,,,,,,,,,,,,
5273.786833,268,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0484657502563367,0.0400684164798533,,,,,,,,,,,,,,,,
5273.787221,268,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.039747155277154,,,,,,,,,,,,,,,,
5273.787687,268,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0400107901952966,,,,,,,,,,,,,,,,
5273.788197,268,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0394888979517203,,,,,,,,,,,,,,,,
5273.788601,268,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.0490902785459299,0.0399740702707341,,,,,,,,,,,,,,,,
5273.788892,268,selection_info,8818734309448792929,25,"(8, 3, 1, 8, 8)",0,-0.0490902785459299,0.0399740702707341,,,,,,,,,,,,,,,,
5273.789351,268,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0400107901952966,,,,,,,,,,,,,,,,
5273.789688,268,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.039747155277154,,,,,,,,,,,,,,,,
5273.789963,268,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.039747155277154,,,,,,,,,,,,,,,,
5273.790306,268,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0487677417229441,0.040022767475952,,,,,,,,,,,,,,,,
5273.790601,268,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0394888979517203,,,,,,,,,,,,,,,,
5273.791013,268,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.039747155277154,,,,,,,,,,,,,,,,
5273.791471,268,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.039747155277154,,,,,,,,,,,,,,,,
5273.791896,268,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0394888979517203,,,,,,,,,,,,,,,,
5273.792382,268,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0455198838995634,0.0405164536477582,,,,,,,,,,,,,,,,
5273.792855,268,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.039747155277154,,,,,,,,,,,,,,,,
5273.793347,268,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0455198838995634,0.0405164536477582,,,,,,,,,,,,,,,,
5282.829784,268,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.3478374481201172,6.2625
5282.830558,268,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.8446149826049805,12.48125
5282.831022,268,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1729750633239746,8.786363636363637
5282.831482,268,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4365818500518799,9.077272727272726
5282.831869,268,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2694480419158935,12.5875
5294.989865,268,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.037968635559082,,
5294.990461,268,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0171124935150146,,
5294.990846,268,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.01051926612854,,
5294.991266,268,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0094439983367919,,
5294.991682,268,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0078837871551513,,
5294.992071,268,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0194079875946044,,
5294.992475,268,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0167598724365234,,
5294.992886,268,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.028820514678955,,
5294.99329,268,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0106840133666992,,
5294.993711,268,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0137305259704589,,
5294.994097,268,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0084640979766845,,
5294.994476,268,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0211091041564941,,
5294.994822,268,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0128509998321533,,
5294.995149,268,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0093593597412109,,
5294.995568,268,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0152359008789062,,
5294.995874,268,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0211436748504638,,
5294.99628,268,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0134384632110595,,
5294.996719,268,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0100719928741455,,
5294.997052,268,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.02103853225708,,
5294.997495,268,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0088574886322021,,
5294.997932,268,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0080294609069824,,
5294.998384,268,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0140986442565917,,
5294.998754,268,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0084435939788818,,
5294.999072,268,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0186424255371093,,
5294.999456,268,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0093386173248291,,
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5295.005686,268,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",0.000132441697968,0.02,0.09,-0.1098675583020319,,,,,,,,,,,
5295.006558,268,learning_update,13644997368299628738,,,,,,"(8, 1, 0, 8, 8)",0.000132441697968,0.02,0.09,-0.1098675583020319,,,,,,,,,,,
5295.007253,268,learning_update,13392168843036499530,,,,,,"(8, 1, 0, 8, 8)",0.000132441697968,0.02,0.09,-0.1098675583020319,,,,,,,,,,,
5295.039095,269,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.0371356725364674,0.0418577677124864,,,,,,,,,,,,,,,,
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5295.040085,269,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0488620674262873,0.0400364938685949,,,,,,,,,,,,,,,,
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5295.040856,269,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0400387771956791,,,,,,,,,,,,,,,,
5295.041247,269,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",1,-0.0464121738712869,0.0404103305153881,,,,,,,,,,,,,,,,
5295.04182,269,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0488620674262873,0.0400364938685949,,,,,,,,,,,,,,,,
5295.042126,269,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0505188882704808,0.0397856368164495,,,,,,,,,,,,,,,,
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5295.043132,269,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.039773636547506,,,,,,,,,,,,,,,,
5295.043552,269,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0400387771956791,,,,,,,,,,,,,,,,
5295.043936,269,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0395139127739952,,,,,,,,,,,,,,,,
5295.044417,269,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",0,-0.0493728065049653,0.0399589953626508,,,,,,,,,,,,,,,,
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5295.045637,269,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.039773636547506,,,,,,,,,,,,,,,,
5295.046047,269,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.039773636547506,,,,,,,,,,,,,,,,
5295.046331,269,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0487677417229441,0.0400508230925494,,,,,,,,,,,,,,,,
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5295.047055,269,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.039773636547506,,,,,,,,,,,,,,,,
5295.047507,269,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.039773636547506,,,,,,,,,,,,,,,,
5295.047848,269,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0395139127739952,,,,,,,,,,,,,,,,
5295.048161,269,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0476251421421058,0.0402248057560434,,,,,,,,,,,,,,,,
5295.048621,269,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.039773636547506,,,,,,,,,,,,,,,,
5295.049088,269,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0476251421421058,0.0402248057560434,,,,,,,,,,,,,,,,
5301.085402,269,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.87421989440918,12.4875
5301.085888,269,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.4021990299224854,6.24375
5301.086191,269,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1678240299224853,8.768181818181818
5301.086554,269,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4523706436157226,9.05909090909091
5301.087099,269,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2706084251403808,12.5375
5313.205923,269,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080399513244628,,
5313.206353,269,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0130226612091064,,
5313.206666,269,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0129125118255615,,
5313.206948,269,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0100252628326416,,
5313.207266,269,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0210072994232177,,
5313.207606,269,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0199596881866455,,
5313.207883,269,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0135586261749267,,
5313.208136,269,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0096323490142822,,
5313.208495,269,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.009401798248291,,
5313.2088,269,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0261154174804687,,
5313.209137,269,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0086972713470458,,
5313.209506,269,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0512316226959228,,
5313.209802,269,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.035407543182373,,
5313.21007,269,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0170676708221435,,
5313.210408,269,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0092830657958984,,
5313.210769,269,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0092074871063232,,
5313.21109,269,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0087344646453857,,
5313.211383,269,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0206050872802734,,
5313.211677,269,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0074257850646972,,
5313.211912,269,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0094261169433593,,
5313.212209,269,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0360679626464843,,
5313.21254,269,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0113399028778076,,
5313.21283,269,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0151302814483642,,
5313.213123,269,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0106644630432128,,
5313.213496,269,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.020580768585205,,
5313.217472,269,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",-1.8727346515201584e-06,0.03,0.09,-0.1200018727346515,,,,,,,,,,,
5313.218172,269,learning_update,13644997368299628738,,,,,,"(8, 2, 0, 8, 8)",-1.8727346515201584e-06,0.03,0.09,-0.1200018727346515,,,,,,,,,,,
5313.218954,269,learning_update,13392168843036499530,,,,,,"(8, 2, 0, 8, 8)",-1.8727346515201584e-06,0.03,0.09,-0.1200018727346515,,,,,,,,,,,
5313.219683,269,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",-1.8727346515201584e-06,0.03,0.09,-0.1200018727346515,,,,,,,,,,,
5313.220467,269,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",-1.8727346515201584e-06,0.03,0.09,-0.1200018727346515,,,,,,,,,,,
5313.251592,270,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.0382985555912774,0.0416115479314396,,,,,,,,,,,,,,,,
5313.251929,270,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",1,-0.0416480722804743,0.0410835142675573,,,,,,,,,,,,,,,,
5313.252281,270,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.047075694853285,0.0402420666113676,,,,,,,,,,,,,,,,
5313.252634,270,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.0396630470309572,,,,,,,,,,,,,,,,
5313.252979,270,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0399712020306677,,,,,,,,,,,,,,,,
5313.253417,270,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",1,-0.0416480722804743,0.0410835142675573,,,,,,,,,,,,,,,,
5313.253898,270,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0488620674262873,0.0399689111029844,,,,,,,,,,,,,,,,
5313.254169,270,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0505188882704808,0.0397172230199723,,,,,,,,,,,,,,,,
5313.254505,270,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0505188882704808,0.0397172230199723,,,,,,,,,,,,,,,,
5313.254773,270,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0397051831964034,,,,,,,,,,,,,,,,
5313.255013,270,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0399712020306677,,,,,,,,,,,,,,,,
5313.255368,270,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0394446078178631,,,,,,,,,,,,,,,,
5313.255648,270,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.0396630470309572,,,,,,,,,,,,,,,,
5313.25595,270,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.0396630470309572,,,,,,,,,,,,,,,,
5313.256217,270,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0399712020306677,,,,,,,,,,,,,,,,
5313.256624,270,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0397051831964034,,,,,,,,,,,,,,,,
5313.257012,270,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0397051831964034,,,,,,,,,,,,,,,,
5313.2574,270,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0487677417229441,0.0399832880360473,,,,,,,,,,,,,,,,
5313.257856,270,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0394446078178631,,,,,,,,,,,,,,,,
5313.258144,270,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0397051831964034,,,,,,,,,,,,,,,,
5313.258544,270,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0397051831964034,,,,,,,,,,,,,,,,
5313.258936,270,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0394446078178631,,,,,,,,,,,,,,,,
5313.259421,270,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0449953916246728,0.040562520963108,,,,,,,,,,,,,,,,
5313.259887,270,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0397051831964034,,,,,,,,,,,,,,,,
5313.260269,270,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0449953916246728,0.040562520963108,,,,,,,,,,,,,,,,
5322.2969,270,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4524009227752685,9.05909090909091
5322.29751,270,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1710929870605468,9.122727272727271
5322.297792,270,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.767133951187134,12.49375
5322.298226,270,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.3387353420257568,6.2625
5322.298644,270,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2648119926452636,12.58125
5334.421335,270,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0184254646301269,,
5334.42185,270,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0140292644500732,,
5334.422201,270,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0112688541412353,,
5334.422644,270,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0196146965026855,,
5334.422962,270,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0095093250274658,,
5334.423227,270,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0092642307281494,,
5334.423451,270,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0112867355346679,,
5334.423843,270,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0101821422576904,,
5334.424135,270,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0369138717651367,,
5334.424422,270,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0072052478790283,,
5334.425154,270,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0244369506835937,,
5334.425494,270,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0329663753509521,,
5334.425876,270,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0156211853027343,,
5334.426168,270,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0332891941070556,,
5334.426447,270,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0137231349945068,,
5334.426833,270,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0150957107543945,,
5334.427174,270,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0113251209259033,,
5334.427481,270,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0099124908447265,,
5334.427922,270,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0083887577056884,,
5334.428246,270,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0163066387176513,,
5334.428576,270,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0100035667419433,,
5334.428851,270,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082676410675048,,
5334.42913,270,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0095925331115722,,
5334.429406,270,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0123426914215087,,
5334.42971,270,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0093350410461425,,
5334.434485,270,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",-0.0001718713407065,0.07,0.09,-0.1601718713407066,,,,,,,,,,,
5334.435208,270,learning_update,13644997368299628738,,,,,,"(8, 3, 0, 8, 8)",-0.0001718713407065,0.07,0.09,-0.1601718713407066,,,,,,,,,,,
5334.435919,270,learning_update,13392168843036499530,,,,,,"(8, 3, 0, 8, 8)",-0.0001718713407065,0.07,0.09,-0.1601718713407066,,,,,,,,,,,
5334.43665,270,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",-0.0001718713407065,0.07,0.09,-0.1601718713407066,,,,,,,,,,,
5334.437337,270,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",-0.0001718713407065,0.07,0.09,-0.1601718713407066,,,,,,,,,,,
5334.468418,271,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.0398619757490932,0.0412674721162544,,,,,,,,,,,,,,,,
5334.468904,271,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",1,-0.0386353704608139,0.0414618945759655,,,,,,,,,,,,,,,,
5334.46922,271,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.047075694853285,0.0401423719256081,,,,,,,,,,,,,,,,
5334.469581,271,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0487677417229441,0.0398829414741996,,,,,,,,,,,,,,,,
5334.470026,271,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.039870825229384,,,,,,,,,,,,,,,,
5334.470412,271,selection_info,13392168843036499530,25,"(8, 4, 0, 8, 8)",1,-0.0386353704608139,0.0414618945759655,,,,,,,,,,,,,,,,
5334.470782,271,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.047075694853285,0.0401423719256081,,,,,,,,,,,,,,,,
5334.471111,271,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0505188882704808,0.0396162150248345,,,,,,,,,,,,,,,,
5334.471428,271,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0505188882704808,0.0396162150248345,,,,,,,,,,,,,,,,
5334.47182,271,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0396041454823537,,,,,,,,,,,,,,,,
5334.472178,271,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.039870825229384,,,,,,,,,,,,,,,,
5334.472551,271,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0393429314193362,,,,,,,,,,,,,,,,
5334.473012,271,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0487677417229441,0.0398829414741996,,,,,,,,,,,,,,,,
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5334.473762,271,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.039870825229384,,,,,,,,,,,,,,,,
5334.474142,271,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0396041454823537,,,,,,,,,,,,,,,,
5334.474541,271,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0396041454823537,,,,,,,,,,,,,,,,
5334.474865,271,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0487677417229441,0.0398829414741996,,,,,,,,,,,,,,,,
5334.475153,271,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0393429314193362,,,,,,,,,,,,,,,,
5334.475521,271,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0396041454823537,,,,,,,,,,,,,,,,
5334.475972,271,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0396041454823537,,,,,,,,,,,,,,,,
5334.476275,271,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0393429314193362,,,,,,,,,,,,,,,,
5334.476673,271,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",1,-0.0431753803893153,0.0407468280469234,,,,,,,,,,,,,,,,
5334.477043,271,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0396041454823537,,,,,,,,,,,,,,,,
5334.477401,271,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.0431753803893153,0.0407468280469234,,,,,,,,,,,,,,,,
5343.504951,271,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.309659719467163,6.20625
5343.505497,271,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2624506950378418,12.74375
5343.505829,271,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.7750284671783447,12.48125
5343.50615,271,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2018957138061523,8.536363636363637
5343.506564,271,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5934047698974609,9.14090909090909
5355.643315,271,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0387437343597412,,
5355.643771,271,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0105371475219726,,
5355.644181,271,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0152273178100585,,
5355.644555,271,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0212259292602539,,
5355.644926,271,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0105466842651367,,
5355.645202,271,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0262403488159179,,
5355.645497,271,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0129907131195068,,
5355.645781,271,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.013045310974121,,
5355.646158,271,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0117709636688232,,
5355.646507,271,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0086803436279296,,
5355.646913,271,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0243740081787109,,
5355.647272,271,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0161600112915039,,
5355.647699,271,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.025144338607788,,
5355.648066,271,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0125043392181396,,
5355.648289,271,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.009829044342041,,
5355.648574,271,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0176095962524414,,
5355.648921,271,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0125916004180908,,
5355.649268,271,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0106534957885742,,
5355.649767,271,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0185396671295166,,
5355.650171,271,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0286066532135009,,
5355.650515,271,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0096874237060546,,
5355.650948,271,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.008556842803955,,
5355.651305,271,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0180909633636474,,
5355.651714,271,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080971717834472,,
5355.652115,271,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0146050453186035,,
5355.656999,271,learning_update,13644997368299628738,,,,,,"(8, 4, 0, 8, 8)",0.0001295588213093,0.11,0.09,-0.1998704411786906,,,,,,,,,,,
5355.657854,271,learning_update,13392168843036499530,,,,,,"(8, 4, 0, 8, 8)",0.0001295588213093,0.11,0.09,-0.1998704411786906,,,,,,,,,,,
5355.658731,271,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",0.0001295588213093,0.11,0.09,-0.1998704411786906,,,,,,,,,,,
5355.659509,271,learning_update,8420893525106420796,,,,,,"(7, 4, 0, 8, 8)",0.0001295588213093,0.11,0.09,-0.1998704411786906,,,,,,,,,,,
5355.660458,271,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",0.0001295588213093,0.11,0.09,-0.1998704411786906,,,,,,,,,,,
5355.692441,272,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.041820818185131,0.0409794587886563,,,,,,,,,,,,,,,,
5355.692828,272,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",1,-0.0425535484744248,0.0408639839518187,,,,,,,,,,,,,,,,
5355.693152,272,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.047075694853285,0.040158481213864,,,,,,,,,,,,,,,,
5355.693449,272,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0487677417229441,0.0398976467078757,,,,,,,,,,,,,,,,
5355.693789,272,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0398854650971134,,,,,,,,,,,,,,,,
5355.694275,272,selection_info,13392168843036499530,25,"(8, 4, 0, 8, 8)",1,-0.0425535484744248,0.0408639839518187,,,,,,,,,,,,,,,,
5355.694573,272,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.047075694853285,0.040158481213864,,,,,,,,,,,,,,,,
5355.69496,272,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0396173513597039,,,,,,,,,,,,,,,,
5355.695313,272,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0396173513597039,,,,,,,,,,,,,,,,
5355.695628,272,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0396173513597039,,,,,,,,,,,,,,,,
5355.695961,272,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0398854650971134,,,,,,,,,,,,,,,,
5355.696308,272,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0393547414911188,,,,,,,,,,,,,,,,
5355.696626,272,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0487677417229441,0.0398976467078757,,,,,,,,,,,,,,,,
5355.696985,272,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0487677417229441,0.0398976467078757,,,,,,,,,,,,,,,,
5355.697363,272,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0398854650971134,,,,,,,,,,,,,,,,
5355.697629,272,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0396173513597039,,,,,,,,,,,,,,,,
5355.698005,272,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0396173513597039,,,,,,,,,,,,,,,,
5355.698371,272,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0487677417229441,0.0398976467078757,,,,,,,,,,,,,,,,
5355.699011,272,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0393547414911188,,,,,,,,,,,,,,,,
5355.699417,272,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0396173513597039,,,,,,,,,,,,,,,,
5355.699783,272,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0396173513597039,,,,,,,,,,,,,,,,
5355.700148,272,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0393547414911188,,,,,,,,,,,,,,,,
5355.700488,272,selection_info,8420893525106420796,25,"(7, 5, 0, 8, 8)",1,-0.039403117446692,0.0413627967030732,,,,,,,,,,,,,,,,
5355.7009,272,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0396173513597039,,,,,,,,,,,,,,,,
5355.701414,272,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.039403117446692,0.0413627967030732,,,,,,,,,,,,,,,,
5364.739246,272,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.82462477684021,12.48125
5364.740182,272,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.172769546508789,8.85
5364.740609,272,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5734288692474365,9.145454545454545
5364.74093,272,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.362069606781006,6.24375
5364.741346,272,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2713804244995117,12.45
5376.877731,272,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.026090383529663,,
5376.878144,272,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0216033458709716,,
5376.878464,272,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0150151252746582,,
5376.878766,272,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0100424289703369,,
5376.879319,272,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0212469100952148,,
5376.879774,272,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0134975910186767,,
5376.880344,272,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.014622688293457,,
5376.8809,272,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0218777656555175,,
5376.881278,272,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0205941200256347,,
5376.881588,272,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0073790550231933,,
5376.8819,272,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0098743438720703,,
5376.882214,272,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0142216682434082,,
5376.882537,272,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0330519676208496,,
5376.882898,272,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0240242481231689,,
5376.883256,272,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0162851810455322,,
5376.88357,272,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0103111267089843,,
5376.883827,272,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0213880538940429,,
5376.884203,272,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0100753307342529,,
5376.884509,272,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0080428123474121,,
5376.884882,272,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0089950561523437,,
5376.885263,272,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0193493366241455,,
5376.885537,272,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080864429473876,,
5376.885877,272,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0091814994812011,,
5376.886217,272,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0081317424774169,,
5376.886504,272,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0212540626525878,,
5376.890986,272,learning_update,8420893525106420796,,,,,,"(7, 5, 0, 8, 8)",-1.1442303342046325e-06,0.13,0.09,-0.2200011442303342,,,,,,,,,,,
5376.89157,272,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",-1.1442303342046325e-06,0.13,0.09,-0.2200011442303342,,,,,,,,,,,
5376.892195,272,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",-1.1442303342046325e-06,0.13,0.09,-0.2200011442303342,,,,,,,,,,,
5376.892743,272,learning_update,13644997368299628738,,,,,,"(8, 4, 0, 8, 8)",-1.1442303342046325e-06,0.13,0.09,-0.2200011442303342,,,,,,,,,,,
5376.89352,272,learning_update,13392168843036499530,,,,,,"(8, 4, 0, 8, 8)",-1.1442303342046325e-06,0.13,0.09,-0.2200011442303342,,,,,,,,,,,
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5376.930456,273,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0397656428661897,,,,,,,,,,,,,,,,
5376.930831,273,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0487677417229441,0.0400484061872348,,,,,,,,,,,,,,,,
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5376.931667,273,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0397656428661897,,,,,,,,,,,,,,,,
5376.931994,273,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0397656428661897,,,,,,,,,,,,,,,,
5376.932282,273,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0395007298638136,,,,,,,,,,,,,,,,
5376.932613,273,selection_info,8420893525106420796,25,"(7, 5, 0, 8, 8)",1,-0.0437221734880804,0.0408381920854543,,,,,,,,,,,,,,,,
5376.933003,273,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0397656428661897,,,,,,,,,,,,,,,,
5376.933268,273,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0437221734880804,0.0408381920854543,,,,,,,,,,,,,,,,
5385.966158,273,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2718484401702881,12.45
5385.966739,273,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1904282569885254,8.590909090909092
5385.967061,273,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.481992244720459,9.054545454545456
5385.9675,273,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.383131742477417,6.2875
5385.967929,273,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.826240539550781,12.5
5398.09417,273,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0146760940551757,,
5398.094884,273,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0212743282318115,,
5398.095246,273,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0273375511169433,,
5398.095653,273,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0107152462005615,,
5398.095947,273,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0095016956329345,,
5398.096445,273,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.008366584777832,,
5398.096836,273,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.009836196899414,,
5398.097159,273,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0074098110198974,,
5398.097623,273,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0220451354980468,,
5398.098023,273,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0289320945739746,,
5398.098376,273,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0097453594207763,,
5398.098803,273,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0158026218414306,,
5398.099269,273,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.00958251953125,,
5398.099785,273,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0279443264007568,,
5398.100059,273,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0132017135620117,,
5398.100461,273,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0164666175842285,,
5398.100892,273,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0261001586914062,,
5398.101324,273,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0209920406341552,,
5398.101741,273,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0149018764495849,,
5398.102064,273,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0112526416778564,,
5398.102405,273,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0093002319335937,,
5398.102784,273,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0085413455963134,,
5398.103182,273,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0082323551177978,,
5398.103555,273,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0101692676544189,,
5398.103922,273,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0129990577697753,,
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5398.10965,273,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",8.117750055769424e-07,0.15,0.09,-0.2399991882249944,,,,,,,,,,,
5398.110454,273,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",8.117750055769424e-07,0.15,0.09,-0.2399991882249944,,,,,,,,,,,
5398.11117,273,learning_update,13644997368299628738,,,,,,"(8, 5, 0, 8, 8)",8.117750055769424e-07,0.15,0.09,-0.2399991882249944,,,,,,,,,,,
5398.11217,273,learning_update,13392168843036499530,,,,,,"(8, 5, 0, 8, 8)",8.117750055769424e-07,0.15,0.09,-0.2399991882249944,,,,,,,,,,,
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5398.147366,274,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0396887043044814,,,,,,,,,,,,,,,,
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5398.148355,274,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0402293608396379,,,,,,,,,,,,,,,,
5398.148777,274,selection_info,13392168843036499530,25,"(8, 5, 0, 8, 8)",0,-0.0510399817469639,0.039887646123969,,,,,,,,,,,,,,,,
5398.149065,274,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0396887043044814,,,,,,,,,,,,,,,,
5398.149398,274,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0399562200124894,,,,,,,,,,,,,,,,
5398.149763,274,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0399562200124894,,,,,,,,,,,,,,,,
5398.150151,274,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0399562200124894,,,,,,,,,,,,,,,,
5398.150497,274,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0402293608396379,,,,,,,,,,,,,,,,
5398.150887,274,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0396887043044814,,,,,,,,,,,,,,,,
5398.151268,274,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",1,-0.0487677417229441,0.0402417712939519,,,,,,,,,,,,,,,,
5398.151774,274,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",1,-0.0487677417229441,0.0402417712939519,,,,,,,,,,,,,,,,
5398.152115,274,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0402293608396379,,,,,,,,,,,,,,,,
5398.152496,274,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0399562200124894,,,,,,,,,,,,,,,,
5398.152816,274,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0399562200124894,,,,,,,,,,,,,,,,
5398.153257,274,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0487677417229441,0.0402417712939519,,,,,,,,,,,,,,,,
5398.153677,274,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0396887043044814,,,,,,,,,,,,,,,,
5398.154106,274,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0399562200124894,,,,,,,,,,,,,,,,
5398.154805,274,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0399562200124894,,,,,,,,,,,,,,,,
5398.155169,274,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0396887043044814,,,,,,,,,,,,,,,,
5398.155598,274,selection_info,8420893525106420796,25,"(7, 5, 0, 8, 8)",1,-0.0484323566358954,0.0402943061555238,,,,,,,,,,,,,,,,
5398.155933,274,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0399562200124894,,,,,,,,,,,,,,,,
5398.156266,274,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0484323566358954,0.0402943061555238,,,,,,,,,,,,,,,,
5407.18972,274,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2459557056427002,24.51875
5407.190285,274,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,3.456340074539185,13.63181818181818
5407.190616,274,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4799621105194092,8.981818181818182
5407.190974,274,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2255833148956298,18.53125
5407.191371,274,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.3323800563812256,6.29375
5419.301576,274,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0178132057189941,,
5419.301964,274,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0130636692047119,,
5419.302266,274,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0068066120147705,,
5419.302691,274,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0091018676757812,,
5419.303021,274,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0203018188476562,,
5419.303366,274,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0182552337646484,,
5419.303721,274,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0255274772644042,,
5419.304049,274,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0248951911926269,,
5419.304369,274,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0093593597412109,,
5419.304682,274,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0137422084808349,,
5419.304997,274,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0157275199890136,,
5419.305242,274,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0123069286346435,,
5419.305737,274,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081992149353027,,
5419.306202,274,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0092151165008544,,
5419.306552,274,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0071766376495361,,
5419.306943,274,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0089597702026367,,
5419.307272,274,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0130343437194824,,
5419.30785,274,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0191459655761718,,
5419.308292,274,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0251469612121582,,
5419.308715,274,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.009340763092041,,
5419.309079,274,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0202903747558593,,
5419.309438,274,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0223727226257324,,
5419.309952,274,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0284347534179687,,
5419.310334,274,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0094692707061767,,
5419.310753,274,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.019669771194458,,
5419.314978,274,learning_update,8420893525106420796,,,,,,"(7, 5, 0, 8, 8)",-0.0001737440753579,0.06,0.13,-0.1901737440753579,,,,,,,,,,,
5419.315765,274,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",-0.0001737440753579,0.06,0.13,-0.1901737440753579,,,,,,,,,,,
5419.316672,274,learning_update,4354536512509177290,,,,,,"(8, 0, 1, 8, 8)",-0.0001737440753579,0.06,0.13,-0.1901737440753579,,,,,,,,,,,
5419.317415,274,learning_update,15368353039753191835,,,,,,"(8, 0, 1, 8, 8)",-0.0001737440753579,0.06,0.13,-0.1901737440753579,,,,,,,,,,,
5419.318248,274,learning_update,8818734309448792929,,,,,,"(8, 0, 1, 8, 8)",-0.0001737440753579,0.06,0.13,-0.1901737440753579,,,,,,,,,,,
5419.349998,275,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.046872419677741,0.0405848964856257,,,,,,,,,,,,,,,,
5419.350392,275,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",1,-0.046872419677741,0.0405848964856257,,,,,,,,,,,,,,,,
5419.350767,275,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.039728856151344,,,,,,,,,,,,,,,,
5419.351072,275,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.039954469109652,,,,,,,,,,,,,,,,
5419.351443,275,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",1,-0.0488470345933045,0.0402727977904636,,,,,,,,,,,,,,,,
5419.351923,275,selection_info,13392168843036499530,25,"(8, 4, 0, 8, 8)",1,-0.046872419677741,0.0405848964856257,,,,,,,,,,,,,,,,
5419.352254,275,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.039728856151344,,,,,,,,,,,,,,,,
5419.352687,275,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0399979926992944,,,,,,,,,,,,,,,,
5419.353045,275,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0399979926992944,,,,,,,,,,,,,,,,
5419.353403,275,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0399979926992944,,,,,,,,,,,,,,,,
5419.35381,275,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",1,-0.0488470345933045,0.0402727977904636,,,,,,,,,,,,,,,,
5419.354168,275,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.039728856151344,,,,,,,,,,,,,,,,
5419.354466,275,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.039954469109652,,,,,,,,,,,,,,,,
5419.354855,275,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.039954469109652,,,,,,,,,,,,,,,,
5419.355168,275,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0488470345933045,0.0402727977904636,,,,,,,,,,,,,,,,
5419.355415,275,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0399979926992944,,,,,,,,,,,,,,,,
5419.35589,275,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0399979926992944,,,,,,,,,,,,,,,,
5419.356261,275,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.0394190782001658,,,,,,,,,,,,,,,,
5419.356614,275,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.039728856151344,,,,,,,,,,,,,,,,
5419.356979,275,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0399979926992944,,,,,,,,,,,,,,,,
5419.357273,275,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0399979926992944,,,,,,,,,,,,,,,,
5419.357705,275,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.039728856151344,,,,,,,,,,,,,,,,
5419.358088,275,selection_info,8420893525106420796,25,"(7, 5, 0, 8, 8)",0,-0.0521371134990466,0.039758104645767,,,,,,,,,,,,,,,,
5419.358572,275,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0399979926992944,,,,,,,,,,,,,,,,
5419.359078,275,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",0,-0.0521371134990466,0.039758104645767,,,,,,,,,,,,,,,,
5428.39779,275,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6087934970855713,36.16818181818182
5428.39858,275,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2006828784942627,9.118181818181816
5428.398949,275,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4084219932556152,22.604545454545452
5428.399276,275,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.8155357837677,12.525
5428.399649,275,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2740068435668945,12.6125
5440.51293,275,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0245380401611328,,
5440.513608,275,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081629753112792,,
5440.514147,275,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0082728862762451,,
5440.514645,275,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0340983867645263,,
5440.515076,275,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0103180408477783,,
5440.515316,275,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.012641429901123,,
5440.515718,275,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0179443359375,,
5440.515996,275,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0088157653808593,,
5440.516267,275,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0198845863342285,,
5440.516615,275,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0124948024749755,,
5440.516889,275,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0068120956420898,,
5440.517153,275,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0159215927124023,,
5440.517381,275,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0085206031799316,,
5440.51788,275,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0224740505218505,,
5440.518195,275,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0206329822540283,,
5440.518576,275,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0141701698303222,,
5440.518953,275,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0158085823059082,,
5440.519236,275,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0083565711975097,,
5440.519539,275,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.016125202178955,,
5440.51991,275,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0135326385498046,,
5440.520187,275,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0094962120056152,,
5440.520585,275,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0092329978942871,,
5440.520902,275,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.018723726272583,,
5440.521165,275,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0196263790130615,,
5440.521553,275,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0093781948089599,,
5440.525813,275,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",-0.0001739972598584,0.06,0.19,-0.2501739972598584,,,,,,,,,,,
5440.526455,275,learning_update,13644997368299628738,,,,,,"(8, 4, 0, 8, 8)",-0.0001739972598584,0.06,0.19,-0.2501739972598584,,,,,,,,,,,
5440.527092,275,learning_update,13392168843036499530,,,,,,"(8, 4, 0, 8, 8)",-0.0001739972598584,0.06,0.19,-0.2501739972598584,,,,,,,,,,,
5440.527699,275,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 8, 8)",-0.0001739972598584,0.06,0.19,-0.2501739972598584,,,,,,,,,,,
5440.528382,275,learning_update,10577062229270185434,,,,,,"(7, 0, 2, 8, 8)",-0.0001739972598584,0.06,0.19,-0.2501739972598584,,,,,,,,,,,
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5440.560032,276,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",0,-0.0542296601887123,0.0395186568660248,,,,,,,,,,,,,,,,
5440.560494,276,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0398154552654885,,,,,,,,,,,,,,,,
5440.560892,276,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.0400426994409508,,,,,,,,,,,,,,,,
5440.561286,276,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,-0.0475851846216078,0.0405639582945056,,,,,,,,,,,,,,,,
5440.56171,276,selection_info,13392168843036499530,25,"(8, 4, 0, 8, 8)",0,-0.0542296601887123,0.0395186568660248,,,,,,,,,,,,,,,,
5440.562062,276,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0398154552654885,,,,,,,,,,,,,,,,
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5440.56273,276,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0400865384560757,,,,,,,,,,,,,,,,
5440.563169,276,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0400865384560757,,,,,,,,,,,,,,,,
5440.563548,276,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,-0.0475851846216078,0.0405639582945056,,,,,,,,,,,,,,,,
5440.564019,276,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0398154552654885,,,,,,,,,,,,,,,,
5440.564417,276,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.0400426994409508,,,,,,,,,,,,,,,,
5440.564882,276,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.0400426994409508,,,,,,,,,,,,,,,,
5440.565267,276,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0537056918069419,0.0396000994667671,,,,,,,,,,,,,,,,
5440.565655,276,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0400865384560757,,,,,,,,,,,,,,,,
5440.566031,276,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0400865384560757,,,,,,,,,,,,,,,,
5440.56639,276,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.0395034481431386,,,,,,,,,,,,,,,,
5440.566726,276,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0398154552654885,,,,,,,,,,,,,,,,
5440.567114,276,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0400865384560757,,,,,,,,,,,,,,,,
5440.567621,276,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0400865384560757,,,,,,,,,,,,,,,,
5440.568005,276,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0398154552654885,,,,,,,,,,,,,,,,
5440.568304,276,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",1,-0.0469993219324941,0.0406574414520534,,,,,,,,,,,,,,,,
5440.568658,276,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0505984073412254,0.0400865384560757,,,,,,,,,,,,,,,,
5440.568979,276,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.0469993219324941,0.0406574414520534,,,,,,,,,,,,,,,,
5446.610615,276,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.3681881427764893,6.2125
5446.611419,276,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1567499637603759,12.38125
5446.611825,276,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.7272055149078369,9.068181818181818
5446.61223,276,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.7057535648345947,35.550000000000004
5446.612666,276,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.5177416801452637,22.59090909090909
5458.75599,276,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076062679290771,,
5458.756482,276,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0099239349365234,,
5458.756925,276,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0227208137512207,,
5458.75725,276,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0084905624389648,,
5458.757576,276,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0093798637390136,,
5458.758008,276,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0092942714691162,,
5458.758385,276,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0147523880004882,,
5458.758731,276,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0182304382324218,,
5458.759049,276,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0347890853881835,,
5458.759303,276,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078043937683105,,
5458.759568,276,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0240256786346435,,
5458.759908,276,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0158400535583496,,
5458.760246,276,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.013622760772705,,
5458.760567,276,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0125429630279541,,
5458.760906,276,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.019956350326538,,
5458.761251,276,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.009537935256958,,
5458.761576,276,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0081243515014648,,
5458.762184,276,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0073511600494384,,
5458.762647,276,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0134305953979492,,
5458.763045,276,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0236768722534179,,
5458.763306,276,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.013273000717163,,
5458.763616,276,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0122773647308349,,
5458.763988,276,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0267119407653808,,
5458.764308,276,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0093443393707275,,
5458.764635,276,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0300002098083496,,
5458.768938,276,learning_update,8420893525106420796,,,,,,"(7, 4, 0, 8, 8)",0.000131090417176,0.04,0.18,-0.2198689095828239,,,,,,,,,,,
5458.769663,276,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",0.000131090417176,0.04,0.18,-0.2198689095828239,,,,,,,,,,,
5458.770779,276,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",0.000131090417176,0.04,0.18,-0.2198689095828239,,,,,,,,,,,
5458.771444,276,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",0.000131090417176,0.04,0.18,-0.2198689095828239,,,,,,,,,,,
5458.772118,276,learning_update,1234113313308987156,,,,,,"(8, 0, 0, 8, 8)",0.000131090417176,0.04,0.18,-0.2198689095828239,,,,,,,,,,,
5458.80476,277,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.0446986553667261,0.0409701130259412,,,,,,,,,,,,,,,,
5458.805301,277,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",1,-0.0446986553667261,0.0409701130259412,,,,,,,,,,,,,,,,
5458.805625,277,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0397546139991447,,,,,,,,,,,,,,,,
5458.805928,277,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.0399826543719515,,,,,,,,,,,,,,,,
5458.806211,277,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",1,-0.0454512729154991,0.0408485306959292,,,,,,,,,,,,,,,,
5458.806552,277,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",1,-0.0446986553667261,0.0409701130259412,,,,,,,,,,,,,,,,
5458.806929,277,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0397546139991447,,,,,,,,,,,,,,,,
5458.807214,277,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0505188882704808,0.0400392185341401,,,,,,,,,,,,,,,,
5458.80746,277,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0396886675602785,,,,,,,,,,,,,,,,
5458.807834,277,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0396886675602785,,,,,,,,,,,,,,,,
5458.808176,277,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,-0.0454512729154991,0.0408485306959292,,,,,,,,,,,,,,,,
5458.808511,277,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0397546139991447,,,,,,,,,,,,,,,,
5458.80886,277,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.0399826543719515,,,,,,,,,,,,,,,,
5458.809284,277,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.0399826543719515,,,,,,,,,,,,,,,,
5458.809616,277,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0537056918069419,0.039538509691849,,,,,,,,,,,,,,,,
5458.810047,277,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0396886675602785,,,,,,,,,,,,,,,,
5458.810378,277,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0396886675602785,,,,,,,,,,,,,,,,
5458.810699,277,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.0394415243568779,,,,,,,,,,,,,,,,
5458.811084,277,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0397546139991447,,,,,,,,,,,,,,,,
5458.811401,277,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0396886675602785,,,,,,,,,,,,,,,,
5458.81179,277,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0396886675602785,,,,,,,,,,,,,,,,
5458.812148,277,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0397546139991447,,,,,,,,,,,,,,,,
5458.812567,277,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",0,-0.0513005497905117,0.0399158204569612,,,,,,,,,,,,,,,,
5458.812954,277,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0396886675602785,,,,,,,,,,,,,,,,
5458.813301,277,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",0,-0.0513005497905117,0.0399158204569612,,,,,,,,,,,,,,,,
5467.84039,277,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2779731750488281,12.35625
5467.840981,277,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3932063579559326,22.53181818181818
5467.84142,277,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.896192073822021,12.5
5467.841792,277,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1760191917419433,8.413636363636364
5467.842077,277,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.740912675857544,36.23181818181818
5479.96022,277,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0127840042114257,,
5479.960639,277,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0219032764434814,,
5479.960988,277,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0120456218719482,,
5479.961317,277,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0094695091247558,,
5479.961642,277,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0204048156738281,,
5479.961942,277,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0223679542541503,,
5479.962222,277,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0182392597198486,,
5479.96254,277,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0127863883972167,,
5479.962852,277,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0103898048400878,,
5479.963261,277,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0160057544708251,,
5479.963659,277,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0343022346496582,,
5479.963989,277,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0080084800720214,,
5479.964336,277,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0156664848327636,,
5479.96471,277,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0086057186126708,,
5479.96508,277,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0107107162475585,,
5479.965522,277,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0075273513793945,,
5479.96593,277,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0108187198638916,,
5479.966357,277,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0330283641815185,,
5479.966839,277,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0121374130249023,,
5479.967259,277,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0128939151763916,,
5479.967805,277,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0130443572998046,,
5479.968482,277,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0664281845092773,,
5479.969109,277,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0093946456909179,,
5479.969588,277,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0296783447265625,,
5479.969953,277,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0139276981353759,,
5479.974598,277,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",-1.3877787807814454e-16,0.03,0.19,-0.2200000000000001,,,,,,,,,,,
5479.975501,277,learning_update,13644997368299628738,,,,,,"(8, 3, 0, 8, 8)",-1.3877787807814454e-16,0.03,0.19,-0.2200000000000001,,,,,,,,,,,
5479.976256,277,learning_update,13392168843036499530,,,,,,"(8, 3, 0, 8, 8)",-1.3877787807814454e-16,0.03,0.19,-0.2200000000000001,,,,,,,,,,,
5479.976945,277,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 8, 8)",-1.3877787807814454e-16,0.03,0.19,-0.2200000000000001,,,,,,,,,,,
5479.977824,277,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",-1.3877787807814454e-16,0.03,0.19,-0.2200000000000001,,,,,,,,,,,
5480.009261,278,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.0511580956518934,0.0400223782159827,,,,,,,,,,,,,,,,
5480.009685,278,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.0511580956518934,0.0400223782159827,,,,,,,,,,,,,,,,
5480.009991,278,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.039837401919507,,,,,,,,,,,,,,,,
5480.010377,278,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.0400670687973746,,,,,,,,,,,,,,,,
5480.010759,278,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",1,-0.0455476456551109,0.0409235253467981,,,,,,,,,,,,,,,,
5480.011077,278,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",0,-0.0511580956518934,0.0400223782159827,,,,,,,,,,,,,,,,
5480.011544,278,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.039837401919507,,,,,,,,,,,,,,,,
5480.011871,278,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",1,-0.0505188882704808,0.0401240374255373,,,,,,,,,,,,,,,,
5480.01221,278,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0397709863479827,,,,,,,,,,,,,,,,
5480.012464,278,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0397709863479827,,,,,,,,,,,,,,,,
5480.012736,278,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0455476456551109,0.0409235253467981,,,,,,,,,,,,,,,,
5480.012981,278,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.039837401919507,,,,,,,,,,,,,,,,
5480.013247,278,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.0400670687973746,,,,,,,,,,,,,,,,
5480.013556,278,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.0400670687973746,,,,,,,,,,,,,,,,
5480.013874,278,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0537056918069419,0.0396197623502956,,,,,,,,,,,,,,,,
5480.014269,278,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0397709863479827,,,,,,,,,,,,,,,,
5480.014579,278,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0397709863479827,,,,,,,,,,,,,,,,
5480.015151,278,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.0395220899473192,,,,,,,,,,,,,,,,
5480.015649,278,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.039837401919507,,,,,,,,,,,,,,,,
5480.015994,278,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0397709863479827,,,,,,,,,,,,,,,,
5480.016393,278,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0397709863479827,,,,,,,,,,,,,,,,
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5480.017062,278,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0480606746337945,0.0405174022548823,,,,,,,,,,,,,,,,
5480.017538,278,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0397709863479827,,,,,,,,,,,,,,,,
5480.017903,278,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0480606746337945,0.0405174022548823,,,,,,,,,,,,,,,,
5489.046902,278,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1584908962249755,11.9
5489.047574,278,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6407134532928467,9.009090909090908
5489.047928,278,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3625261783599853,22.613636363636363
5489.048283,278,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6951296329498291,36.21363636363637
5489.048581,278,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.4091320037841797,6.25625
5501.200942,278,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0134975910186767,,
5501.201431,278,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0084700584411621,,
5501.201777,278,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0184035301208496,,
5501.202144,278,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0093872547149658,,
5501.202479,278,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0151944160461425,,
5501.20275,278,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0076961517333984,,
5501.203076,278,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0109724998474121,,
5501.203599,278,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0155577659606933,,
5501.203957,278,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0123951435089111,,
5501.204315,278,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0088777542114257,,
5501.204695,278,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0207197666168212,,
5501.205356,278,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0122241973876953,,
5501.205718,278,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0137951374053955,,
5501.206169,278,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0121803283691406,,
5501.206535,278,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0232255458831787,,
5501.206949,278,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.008570909500122,,
5501.20747,278,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.008155345916748,,
5501.207865,278,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0203251838684082,,
5501.208224,278,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0088043212890625,,
5501.208674,278,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0146677494049072,,
5501.208997,278,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0128746032714843,,
5501.209321,278,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0307209491729736,,
5501.209643,278,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0250263214111328,,
5501.209913,278,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0251295566558837,,
5501.210369,278,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0173413753509521,,
5501.215324,278,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",0.0002633518000695,0.04,0.18,-0.2197366481999304,,,,,,,,,,,
5501.216218,278,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",0.0002633518000695,0.04,0.18,-0.2197366481999304,,,,,,,,,,,
5501.216844,278,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",0.0002633518000695,0.04,0.18,-0.2197366481999304,,,,,,,,,,,
5501.217558,278,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",0.0002633518000695,0.04,0.18,-0.2197366481999304,,,,,,,,,,,
5501.218338,278,learning_update,1234113313308987156,,,,,,"(8, 1, 0, 8, 8)",0.0002633518000695,0.04,0.18,-0.2197366481999304,,,,,,,,,,,
5501.252544,279,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",1,-0.0486225258532112,0.0405119471085774,,,,,,,,,,,,,,,,
5501.252994,279,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",1,-0.0486225258532112,0.0405119471085774,,,,,,,,,,,,,,,,
5501.253368,279,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0399180083167797,,,,,,,,,,,,,,,,
5501.253637,279,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.0508768928271657,0.0401492996784893,,,,,,,,,,,,,,,,
5501.253979,279,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",0,-0.0523405072536372,0.0399155959848229,,,,,,,,,,,,,,,,
5501.254454,279,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",1,-0.0486225258532112,0.0405119471085774,,,,,,,,,,,,,,,,
5501.25476,279,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0399180083167797,,,,,,,,,,,,,,,,
5501.255388,279,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",1,-0.0486225258532112,0.0405119471085774,,,,,,,,,,,,,,,,
5501.25581,279,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0398511242207601,,,,,,,,,,,,,,,,
5501.256156,279,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0398511242207601,,,,,,,,,,,,,,,,
5501.256606,279,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",0,-0.0523405072536372,0.0399155959848229,,,,,,,,,,,,,,,,
5501.256946,279,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0399180083167797,,,,,,,,,,,,,,,,
5501.25733,279,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.0401492996784893,,,,,,,,,,,,,,,,
5501.25765,279,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0508768928271657,0.0401492996784893,,,,,,,,,,,,,,,,
5501.257979,279,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0537056918069419,0.0396988355182366,,,,,,,,,,,,,,,,
5501.258429,279,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0398511242207601,,,,,,,,,,,,,,,,
5501.258963,279,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0398511242207601,,,,,,,,,,,,,,,,
5501.259388,279,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.0396004769966,,,,,,,,,,,,,,,,
5501.259692,279,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0399180083167797,,,,,,,,,,,,,,,,
5501.260145,279,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0398511242207601,,,,,,,,,,,,,,,,
5501.260596,279,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0398511242207601,,,,,,,,,,,,,,,,
5501.260938,279,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0399180083167797,,,,,,,,,,,,,,,,
5501.261263,279,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0523571369427182,0.0399129484582597,,,,,,,,,,,,,,,,
5501.261632,279,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0398511242207601,,,,,,,,,,,,,,,,
5501.261936,279,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0523571369427182,0.0399129484582597,,,,,,,,,,,,,,,,
5507.294162,279,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.985041856765747,12.50625
5507.294676,279,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.161745548248291,11.35625
5507.295289,279,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2804365158081054,12.53125
5507.295687,279,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2420246601104736,24.3875
5507.296107,279,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.169778823852539,8.518181818181818
5519.406448,279,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0143327713012695,,
5519.407169,279,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0189228057861328,,
5519.407656,279,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0160794258117675,,
5519.408093,279,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0166285037994384,,
5519.408572,279,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0100748538970947,,
5519.40896,279,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0188953876495361,,
5519.409318,279,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0346987247467041,,
5519.40973,279,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0098464488983154,,
5519.409997,279,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0108990669250488,,
5519.41037,279,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0110578536987304,,
5519.410854,279,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0368402004241943,,
5519.411264,279,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0079197883605957,,
5519.41158,279,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0235068798065185,,
5519.412009,279,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0114314556121826,,
5519.41241,279,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0112009048461914,,
5519.412751,279,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0256688594818115,,
5519.413086,279,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0153346061706542,,
5519.413429,279,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0224595069885253,,
5519.413785,279,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0092139244079589,,
5519.414102,279,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0073437690734863,,
5519.414372,279,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0102086067199707,,
5519.414678,279,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0220298767089843,,
5519.414959,279,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0089988708496093,,
5519.415261,279,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0103704929351806,,
5519.415599,279,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0120315551757812,,
5519.419628,279,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",-0.0001767610403439,0.0,0.12,-0.1201767610403439,,,,,,,,,,,
5519.420361,279,learning_update,13644997368299628738,,,,,,"(8, 2, 0, 8, 8)",-0.0001767610403439,0.0,0.12,-0.1201767610403439,,,,,,,,,,,
5519.421021,279,learning_update,13392168843036499530,,,,,,"(8, 2, 0, 8, 8)",-0.0001767610403439,0.0,0.12,-0.1201767610403439,,,,,,,,,,,
5519.421757,279,learning_update,1234113313308987156,,,,,,"(8, 2, 0, 8, 8)",-0.0001767610403439,0.0,0.12,-0.1201767610403439,,,,,,,,,,,
5519.422472,279,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",-0.0001767610403439,0.0,0.12,-0.1201767610403439,,,,,,,,,,,
5519.455309,280,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.0511580956518934,0.040190313998411,,,,,,,,,,,,,,,,
5519.455841,280,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",1,-0.0511580956518934,0.040190313998411,,,,,,,,,,,,,,,,
5519.456296,280,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0400026943658612,,,,,,,,,,,,,,,,
5519.456776,280,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.052027783544742,0.0400504413206462,,,,,,,,,,,,,,,,
5519.457193,280,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",0,-0.0523405072536372,0.0400002647685715,,,,,,,,,,,,,,,,
5519.457501,280,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",1,-0.0511580956518934,0.040190313998411,,,,,,,,,,,,,,,,
5519.457869,280,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0400026943658612,,,,,,,,,,,,,,,,
5519.458154,280,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",0,-0.0511580956518934,0.040190313998411,,,,,,,,,,,,,,,,
5519.458449,280,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0399353318463148,,,,,,,,,,,,,,,,
5519.458991,280,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0399353318463148,,,,,,,,,,,,,,,,
5519.459469,280,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",0,-0.0523405072536372,0.0400002647685715,,,,,,,,,,,,,,,,
5519.45985,280,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0400026943658612,,,,,,,,,,,,,,,,
5519.460249,280,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.0396828967981615,,,,,,,,,,,,,,,,
5519.460655,280,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.0396828967981615,,,,,,,,,,,,,,,,
5519.46122,280,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0537056918069419,0.0397819559400441,,,,,,,,,,,,,,,,
5519.461741,280,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0399353318463148,,,,,,,,,,,,,,,,
5519.462115,280,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0399353318463148,,,,,,,,,,,,,,,,
5519.462536,280,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.0396828967981615,,,,,,,,,,,,,,,,
5519.462926,280,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0400026943658612,,,,,,,,,,,,,,,,
5519.463313,280,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0399353318463148,,,,,,,,,,,,,,,,
5519.463713,280,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0399353318463148,,,,,,,,,,,,,,,,
5519.464085,280,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0400026943658612,,,,,,,,,,,,,,,,
5519.46437,280,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0498713065448954,0.0403981660302636,,,,,,,,,,,,,,,,
5519.46481,280,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0399353318463148,,,,,,,,,,,,,,,,
5519.465139,280,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0498713065448954,0.0403981660302636,,,,,,,,,,,,,,,,
5528.49592,280,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2660484313964844,12.525
5528.496461,280,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1727974414825439,8.272727272727273
5528.496829,280,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.487356424331665,9.163636363636364
5528.497151,280,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.365943431854248,6.275
5528.49761,280,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.879930019378662,12.50625
5540.639498,280,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079238414764404,,
5540.640342,280,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0101749897003173,,
5540.640989,280,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0103991031646728,,
5540.641683,280,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0112984180450439,,
5540.642409,280,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0085041522979736,,
5540.643072,280,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0197727680206298,,
5540.643817,280,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0128898620605468,,
5540.644263,280,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0105104446411132,,
5540.644678,280,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0096473693847656,,
5540.645305,280,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0312011241912841,,
5540.64567,280,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0237073898315429,,
5540.646763,280,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0127818584442138,,
5540.647408,280,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.017308235168457,,
5540.648111,280,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0111818313598632,,
5540.648905,280,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0085816383361816,,
5540.649502,280,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0141174793243408,,
5540.649929,280,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0119490623474121,,
5540.650352,280,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0206356048583984,,
5540.650858,280,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0120806694030761,,
5540.651409,280,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0349984169006347,,
5540.65192,280,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0095858573913574,,
5540.652264,280,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0128159523010253,,
5540.652892,280,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0172665119171142,,
5540.653446,280,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0086820125579833,,
5540.654189,280,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0142087936401367,,
5540.662405,280,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",2.1630557975882425e-06,0.03,0.09,-0.1199978369442024,,,,,,,,,,,
5540.663362,280,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",2.1630557975882425e-06,0.03,0.09,-0.1199978369442024,,,,,,,,,,,
5540.664519,280,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",2.1630557975882425e-06,0.03,0.09,-0.1199978369442024,,,,,,,,,,,
5540.665602,280,learning_update,13644997368299628738,,,,,,"(8, 3, 0, 8, 8)",2.1630557975882425e-06,0.03,0.09,-0.1199978369442024,,,,,,,,,,,
5540.666677,280,learning_update,13392168843036499530,,,,,,"(8, 3, 0, 8, 8)",2.1630557975882425e-06,0.03,0.09,-0.1199978369442024,,,,,,,,,,,
5540.705681,281,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.0546011111612627,0.0397268392624064,,,,,,,,,,,,,,,,
5540.706301,281,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.0546011111612627,0.0397268392624064,,,,,,,,,,,,,,,,
5540.706686,281,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",1,-0.0523253558332958,0.0400927573366435,,,,,,,,,,,,,,,,
5540.707005,281,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.052027783544742,0.0401408524078515,,,,,,,,,,,,,,,,
5540.707342,281,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",1,-0.0499514252906655,0.0404780531029356,,,,,,,,,,,,,,,,
5540.707831,281,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",0,-0.0546011111612627,0.0397268392624064,,,,,,,,,,,,,,,,
5540.708302,281,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",1,-0.0523253558332958,0.0400927573366435,,,,,,,,,,,,,,,,
5540.708665,281,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",0,-0.0546011111612627,0.0397268392624064,,,,,,,,,,,,,,,,
5540.709282,281,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0400249041769718,,,,,,,,,,,,,,,,
5540.710144,281,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0400249041769718,,,,,,,,,,,,,,,,
5540.710634,281,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0499514252906655,0.0404780531029356,,,,,,,,,,,,,,,,
5540.710965,281,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0400927573366435,,,,,,,,,,,,,,,,
5540.711356,281,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.0397706356225206,,,,,,,,,,,,,,,,
5540.711832,281,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.0397706356225206,,,,,,,,,,,,,,,,
5540.712201,281,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0537056918069419,0.0398704132925232,,,,,,,,,,,,,,,,
5540.712632,281,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0400249041769718,,,,,,,,,,,,,,,,
5540.713045,281,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0400249041769718,,,,,,,,,,,,,,,,
5540.713457,281,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.0397706356225206,,,,,,,,,,,,,,,,
5540.713989,281,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0400927573366435,,,,,,,,,,,,,,,,
5540.714419,281,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0400249041769718,,,,,,,,,,,,,,,,
5540.714941,281,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0400249041769718,,,,,,,,,,,,,,,,
5540.715366,281,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0523253558332958,0.0400927573366435,,,,,,,,,,,,,,,,
5540.715755,281,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0523571369427182,0.0400876241272727,,,,,,,,,,,,,,,,
5540.716229,281,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0400249041769718,,,,,,,,,,,,,,,,
5540.716722,281,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0523571369427182,0.0400876241272727,,,,,,,,,,,,,,,,
5546.754738,281,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4833965301513672,22.67727272727273
5546.755261,281,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2421038150787353,24.39375
5546.755533,281,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.2568812370300293,36.22272727272727
5546.755934,281,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6802992820739746,22.668181818181814
5546.756261,281,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.2055671215057373,36.25
5558.912129,281,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0087554454803466,,
5558.912799,281,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0088348388671875,,
5558.913174,281,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.010575532913208,,
5558.913539,281,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0116961002349853,,
5558.913896,281,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0115411281585693,,
5558.914438,281,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0346477031707763,,
5558.915097,281,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0117628574371337,,
5558.915495,281,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0100972652435302,,
5558.915873,281,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0108182430267333,,
5558.916217,281,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0223543643951416,,
5558.916557,281,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0118780136108398,,
5558.91687,281,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0150654315948486,,
5558.917146,281,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0175771713256835,,
5558.917544,281,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0425612926483154,,
5558.917938,281,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0431768894195556,,
5558.918202,281,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0138831138610839,,
5558.918528,281,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0108420848846435,,
5558.918891,281,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0156631469726562,,
5558.919238,281,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.029794692993164,,
5558.919542,281,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0154635906219482,,
5558.91996,281,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0084960460662841,,
5558.920253,281,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0127475261688232,,
5558.920501,281,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0198936462402343,,
5558.920867,281,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0095987319946289,,
5558.921196,281,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0328412055969238,,
5558.92599,281,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",-2.125919151663158e-06,0.02,0.3,-0.3200021259191516,,,,,,,,,,,
5558.926754,281,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",-2.125919151663158e-06,0.02,0.3,-0.3200021259191516,,,,,,,,,,,
5558.927394,281,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",-2.125919151663158e-06,0.02,0.3,-0.3200021259191516,,,,,,,,,,,
5558.928061,281,learning_update,16506691070021547649,,,,,,"(8, 0, 2, 8, 8)",-2.125919151663158e-06,0.02,0.3,-0.3200021259191516,,,,,,,,,,,
5558.928684,281,learning_update,5631037270461107728,,,,,,"(8, 0, 2, 8, 8)",-2.125919151663158e-06,0.02,0.3,-0.3200021259191516,,,,,,,,,,,
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5558.961508,282,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.0546011111612627,0.0398283375217712,,,,,,,,,,,,,,,,
5558.961949,282,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",1,-0.047075694853285,0.0410606332875852,,,,,,,,,,,,,,,,
5558.96229,282,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",1,-0.0493728065049653,0.0406804891577724,,,,,,,,,,,,,,,,
5558.962742,282,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",0,-0.0562484148886333,0.0395635625170142,,,,,,,,,,,,,,,,
5558.963152,282,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",0,-0.0546011111612627,0.0398283375217712,,,,,,,,,,,,,,,,
5558.963495,282,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",1,-0.047075694853285,0.0410606332875852,,,,,,,,,,,,,,,,
5558.963861,282,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",0,-0.0532562980015202,0.040045805745839,,,,,,,,,,,,,,,,
5558.964315,282,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0401286712454492,,,,,,,,,,,,,,,,
5558.96478,282,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0401286712454492,,,,,,,,,,,,,,,,
5558.965199,282,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,-0.0562484148886333,0.0395635625170142,,,,,,,,,,,,,,,,
5558.965575,282,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0392052589534275,,,,,,,,,,,,,,,,
5558.965988,282,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.0398724665431762,,,,,,,,,,,,,,,,
5558.966405,282,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.0398724665431762,,,,,,,,,,,,,,,,
5558.96682,282,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0537056918069419,0.0399730029997059,,,,,,,,,,,,,,,,
5558.967131,282,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0401286712454492,,,,,,,,,,,,,,,,
5558.967495,282,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0401286712454492,,,,,,,,,,,,,,,,
5558.967886,282,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.0398724665431762,,,,,,,,,,,,,,,,
5558.968176,282,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0392052589534275,,,,,,,,,,,,,,,,
5558.96846,282,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0401286712454492,,,,,,,,,,,,,,,,
5558.968874,282,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0401286712454492,,,,,,,,,,,,,,,,
5558.969428,282,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0392052589534275,,,,,,,,,,,,,,,,
5558.969881,282,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0522045408224857,0.0402167113571069,,,,,,,,,,,,,,,,
5558.970203,282,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0401286712454492,,,,,,,,,,,,,,,,
5558.970577,282,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0522045408224857,0.0402167113571069,,,,,,,,,,,,,,,,
5568.002351,282,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.816493034362793,22.681818181818183
5568.00284,282,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.7035253047943115,9.127272727272729
5568.003198,282,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.1842522621154783,36.22272727272727
5568.003503,282,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.427809715270996,6.2625
5568.003896,282,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2435970306396484,24.525
5580.134385,282,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0216536521911621,,
5580.13491,282,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0230820178985595,,
5580.13555,282,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0083675384521484,,
5580.135947,282,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0147624015808105,,
5580.136419,282,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0292413234710693,,
5580.136908,282,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0096797943115234,,
5580.137366,282,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0128121376037597,,
5580.137694,282,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0306594371795654,,
5580.138002,282,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0105707645416259,,
5580.138372,282,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0186142921447753,,
5580.138709,282,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0182149410247802,,
5580.139169,282,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0115478038787841,,
5580.139498,282,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0101900100708007,,
5580.139825,282,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0132296085357666,,
5580.140189,282,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0165610313415527,,
5580.140501,282,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0068075656890869,,
5580.140826,282,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0092120170593261,,
5580.141176,282,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0248870849609375,,
5580.141539,282,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.029620885848999,,
5580.141902,282,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0099825859069824,,
5580.142422,282,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0177352428436279,,
5580.142954,282,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0096697807312011,,
5580.143405,282,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0105092525482177,,
5580.14388,282,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.009324312210083,,
5580.145183,282,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0090184211730957,,
5580.150817,282,learning_update,16506691070021547649,,,,,,"(8, 1, 2, 8, 8)",0.0001324416979679,0.0,0.2,-0.199867558302032,,,,,,,,,,,
5580.151573,282,learning_update,5631037270461107728,,,,,,"(8, 1, 2, 8, 8)",0.0001324416979679,0.0,0.2,-0.199867558302032,,,,,,,,,,,
5580.152253,282,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",0.0001324416979679,0.0,0.2,-0.199867558302032,,,,,,,,,,,
5580.152907,282,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",0.0001324416979679,0.0,0.2,-0.199867558302032,,,,,,,,,,,
5580.153678,282,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",0.0001324416979679,0.0,0.2,-0.199867558302032,,,,,,,,,,,
5580.187751,283,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.0532562980015202,0.039958868971045,,,,,,,,,,,,,,,,
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5580.18848,283,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",1,-0.0488620674262873,0.0406798444382767,,,,,,,,,,,,,,,,
5580.18874,283,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.0490902785459299,0.0406420828666336,,,,,,,,,,,,,,,,
5580.189167,283,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",1,-0.0497405509181637,0.0405346759165969,,,,,,,,,,,,,,,,
5580.189547,283,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",0,-0.0532562980015202,0.039958868971045,,,,,,,,,,,,,,,,
5580.189889,283,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,-0.0488620674262873,0.0406798444382767,,,,,,,,,,,,,,,,
5580.190229,283,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",0,-0.0532562980015202,0.039958868971045,,,,,,,,,,,,,,,,
5580.190587,283,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0400419705107954,,,,,,,,,,,,,,,,
5580.190919,283,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0400419705107954,,,,,,,,,,,,,,,,
5580.191234,283,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,-0.0497405509181637,0.0405346759165969,,,,,,,,,,,,,,,,
5580.191581,283,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0391159770504836,,,,,,,,,,,,,,,,
5580.191919,283,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.039785038812753,,,,,,,,,,,,,,,,
5580.192563,283,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.039785038812753,,,,,,,,,,,,,,,,
5580.192919,283,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0537056918069419,0.0398858595612758,,,,,,,,,,,,,,,,
5580.193343,283,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0400419705107954,,,,,,,,,,,,,,,,
5580.193843,283,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0400419705107954,,,,,,,,,,,,,,,,
5580.194223,283,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.039785038812753,,,,,,,,,,,,,,,,
5580.194771,283,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0391159770504836,,,,,,,,,,,,,,,,
5580.195145,283,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0400419705107954,,,,,,,,,,,,,,,,
5580.195533,283,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0400419705107954,,,,,,,,,,,,,,,,
5580.195842,283,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0391159770504836,,,,,,,,,,,,,,,,
5580.196169,283,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0523571369427182,0.0401053499064421,,,,,,,,,,,,,,,,
5580.196534,283,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0400419705107954,,,,,,,,,,,,,,,,
5580.196809,283,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0523571369427182,0.0401053499064421,,,,,,,,,,,,,,,,
5589.225628,283,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6918776035308838,22.681818181818183
5589.226113,283,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,0.8633136749267578,36.24090909090909
5589.226423,283,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4601147174835205,22.268181818181816
5589.226666,283,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6587073802947998,36.24090909090909
5589.226992,283,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2402718067169189,24.15625
5601.347666,283,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0266783237457275,,
5601.348059,283,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078558921813964,,
5601.348485,283,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0208845138549804,,
5601.348866,283,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0122816562652587,,
5601.349164,283,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0107204914093017,,
5601.349628,283,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0286996364593505,,
5601.349994,283,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0127856731414794,,
5601.350359,283,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0123634338378906,,
5601.350828,283,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0086114406585693,,
5601.351119,283,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0247511863708496,,
5601.351443,283,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0123941898345947,,
5601.351783,283,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0381925106048584,,
5601.35215,283,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0370383262634277,,
5601.352537,283,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0125544071197509,,
5601.352819,283,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0238289833068847,,
5601.353102,283,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0089166164398193,,
5601.353399,283,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0094618797302246,,
5601.353757,283,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0089423656463623,,
5601.354041,283,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0193822383880615,,
5601.354413,283,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.009265661239624,,
5601.354819,283,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0106480121612548,,
5601.355167,283,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0241463184356689,,
5601.355538,283,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.009474754333496,,
5601.355876,283,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0298714637756347,,
5601.35627,283,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0087528228759765,,
5601.360676,283,learning_update,16506691070021547649,,,,,,"(8, 2, 2, 8, 8)",-0.0001758699945096,0.01,0.3,-0.3101758699945096,,,,,,,,,,,
5601.361256,283,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",-0.0001758699945096,0.01,0.3,-0.3101758699945096,,,,,,,,,,,
5601.361917,283,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",-0.0001758699945096,0.01,0.3,-0.3101758699945096,,,,,,,,,,,
5601.362683,283,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 8, 8)",-0.0001758699945096,0.01,0.3,-0.3101758699945096,,,,,,,,,,,
5601.363545,283,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",-0.0001758699945096,0.01,0.3,-0.3101758699945096,,,,,,,,,,,
5601.396866,284,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.0532562980015202,0.0401138134970274,,,,,,,,,,,,,,,,
5601.397332,284,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",0,-0.0532562980015202,0.0401138134970274,,,,,,,,,,,,,,,,
5601.397724,284,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-0.0489573325184925,0.0408253447693331,,,,,,,,,,,,,,,,
5601.398118,284,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",0,-0.053493980577338,0.0400748379015313,,,,,,,,,,,,,,,,
5601.39851,284,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0558415351980685,0.0396919101908286,,,,,,,,,,,,,,,,
5601.398868,284,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",0,-0.0532562980015202,0.0401138134970274,,,,,,,,,,,,,,,,
5601.399195,284,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",1,-0.0489573325184925,0.0408253447693331,,,,,,,,,,,,,,,,
5601.399518,284,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",1,-0.0526486686024542,0.040213626016243,,,,,,,,,,,,,,,,
5601.399886,284,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",1,-0.0527457823580757,0.0401976569223753,,,,,,,,,,,,,,,,
5601.400309,284,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",1,-0.0527457823580757,0.0401976569223753,,,,,,,,,,,,,,,,
5601.400628,284,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0558415351980685,0.0396919101908286,,,,,,,,,,,,,,,,
5601.40095,284,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0392634465242395,,,,,,,,,,,,,,,,
5601.401246,284,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.0399384343126111,,,,,,,,,,,,,,,,
5601.401624,284,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.0399384343126111,,,,,,,,,,,,,,,,
5601.402018,284,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0537056918069419,0.040040153021734,,,,,,,,,,,,,,,,
5601.402474,284,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0401976569223753,,,,,,,,,,,,,,,,
5601.402751,284,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0401976569223753,,,,,,,,,,,,,,,,
5601.403069,284,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.0399384343126111,,,,,,,,,,,,,,,,
5601.403357,284,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0392634465242395,,,,,,,,,,,,,,,,
5601.403767,284,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0401976569223753,,,,,,,,,,,,,,,,
5601.404096,284,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0401976569223753,,,,,,,,,,,,,,,,
5601.404413,284,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0392634465242395,,,,,,,,,,,,,,,,
5601.404749,284,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0560807511929727,0.0396530958409532,,,,,,,,,,,,,,,,
5601.405029,284,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0527457823580757,0.0401976569223753,,,,,,,,,,,,,,,,
5601.405358,284,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0560807511929727,0.0396530958409532,,,,,,,,,,,,,,,,
5613.434163,284,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.117948293685913,36.29090909090909
5613.434687,284,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1618366241455078,12.25625
5613.435021,284,client_fit_metrics,17693001876622351254,,,,,,,,,,,,,,,,,,,,0.9789414405822754,4.554545454545455
5613.435296,284,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6822304725646973,22.613636363636363
5613.435723,284,client_fit_metrics,10192160218266941336,,,,,,,,,,,,,,,,,,,,5.48436975479126,9.086363636363636
5625.556927,284,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079867839813232,,
5625.557334,284,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0077641010284423,,
5625.557701,284,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0089979171752929,,
5625.558228,284,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0106358528137207,,
5625.558637,284,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0248994827270507,,
5625.559115,284,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0105564594268798,,
5625.55944,284,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0278816223144531,,
5625.559732,284,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0166363716125488,,
5625.560033,284,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0203490257263183,,
5625.560362,284,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0156497955322265,,
5625.560679,284,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.025928258895874,,
5625.561081,284,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0071992874145507,,
5625.561395,284,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0180861949920654,,
5625.561796,284,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0104181766510009,,
5625.562115,284,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0156450271606445,,
5625.562433,284,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.020975112915039,,
5625.562792,284,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0132632255554199,,
5625.563225,284,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0188314914703369,,
5625.563487,284,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0260627269744873,,
5625.563857,284,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0086112022399902,,
5625.564185,284,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0089905261993408,,
5625.56449,284,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0086839199066162,,
5625.564849,284,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0153415203094482,,
5625.565178,284,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0302624702453613,,
5625.565463,284,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0164918899536132,,
5625.569873,284,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",-0.0001739972598584,0.02,0.18,-0.2001739972598584,,,,,,,,,,,
5625.57061,284,learning_update,5631037270461107728,,,,,,"(8, 3, 2, 8, 8)",-0.0001739972598584,0.02,0.18,-0.2001739972598584,,,,,,,,,,,
5625.571304,284,learning_update,1234113313308987156,,,,,,"(8, 1, 0, 8, 8)",-0.0001739972598584,0.02,0.18,-0.2001739972598584,,,,,,,,,,,
5625.571976,284,learning_update,10192160218266941336,,,,,,"(8, 0, 0, 8, 8)",-0.0001739972598584,0.02,0.18,-0.2001739972598584,,,,,,,,,,,
5625.572741,284,learning_update,17693001876622351254,,,,,,"(8, 0, 0, 8, 8)",-0.0001739972598584,0.02,0.18,-0.2001739972598584,,,,,,,,,,,
5625.606098,285,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0545977599064503,0.0400371831287502,,,,,,,,,,,,,,,,
5625.606477,285,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0545977599064503,0.0400371831287502,,,,,,,,,,,,,,,,
5625.606834,285,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,-0.0459955575955582,0.0414781809659794,,,,,,,,,,,,,,,,
5625.607231,285,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.0521825802856118,0.0404366308078445,,,,,,,,,,,,,,,,
5625.607644,285,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0558415351980685,0.0398330162935704,,,,,,,,,,,,,,,,
5625.608024,285,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0545977599064503,0.0400371831287502,,,,,,,,,,,,,,,,
5625.608496,285,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",1,-0.0459955575955582,0.0414781809659794,,,,,,,,,,,,,,,,
5625.60895,285,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0545977599064503,0.0400371831287502,,,,,,,,,,,,,,,,
5625.609283,285,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0545977599064503,0.0400371831287502,,,,,,,,,,,,,,,,
5625.609676,285,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0545977599064503,0.0400371831287502,,,,,,,,,,,,,,,,
5625.610161,285,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0558415351980685,0.0398330162935704,,,,,,,,,,,,,,,,
5625.610526,285,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.039400880457831,,,,,,,,,,,,,,,,
5625.611001,285,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",1,-0.0543276265332869,0.040081663902862,,,,,,,,,,,,,,,,
5625.611332,285,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.040081663902862,,,,,,,,,,,,,,,,
5625.611644,285,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,-0.0537056918069419,0.0401842610379517,,,,,,,,,,,,,,,,
5625.612038,285,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0396996490305089,,,,,,,,,,,,,,,,
5625.612343,285,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0396996490305089,,,,,,,,,,,,,,,,
5625.612783,285,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0543276265332869,0.040081663902862,,,,,,,,,,,,,,,,
5625.613144,285,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.039400880457831,,,,,,,,,,,,,,,,
5625.613484,285,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0396996490305089,,,,,,,,,,,,,,,,
5625.613827,285,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0396996490305089,,,,,,,,,,,,,,,,
5625.614216,285,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.039400880457831,,,,,,,,,,,,,,,,
5625.614684,285,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0560807511929727,0.039793868313989,,,,,,,,,,,,,,,,
5625.615217,285,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0396996490305089,,,,,,,,,,,,,,,,
5625.615651,285,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0560807511929727,0.039793868313989,,,,,,,,,,,,,,,,
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5634.642095,285,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2295868396759033,18.5
5634.642413,285,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.23876953125,23.9625
5634.642811,285,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1616666316986084,46.45
5646.762678,285,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0116887092590332,,
5646.763491,285,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0082154273986816,,
5646.7639,285,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0092952251434326,,
5646.764287,285,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0172054767608642,,
5646.764794,285,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0295014381408691,,
5646.765252,285,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0113067626953125,,
5646.765608,285,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0235581398010253,,
5646.765907,285,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0397968292236328,,
5646.766226,285,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0129542350769042,,
5646.766559,285,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0071828365325927,,
5646.766883,285,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0144150257110595,,
5646.767342,285,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0353474617004394,,
5646.767743,285,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.008357286453247,,
5646.768128,285,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0192573070526123,,
5646.768435,285,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0124151706695556,,
5646.768825,285,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0157914161682128,,
5646.769285,285,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0228269100189209,,
5646.769697,285,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0093612670898437,,
5646.77006,285,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0090110301971435,,
5646.770379,285,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0089359283447265,,
5646.770746,285,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0086874961853027,,
5646.771286,285,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0128548145294189,,
5646.771729,285,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0207438468933105,,
5646.772314,285,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0093231201171875,,
5646.772724,285,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0089685916900634,,
5646.777629,285,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",0.0003928736339066,0.05,0.28,-0.3296071263660934,,,,,,,,,,,
5646.778439,285,learning_update,5631037270461107728,,,,,,"(8, 4, 2, 8, 8)",0.0003928736339066,0.05,0.28,-0.3296071263660934,,,,,,,,,,,
5646.779248,285,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",0.0003928736339066,0.05,0.28,-0.3296071263660934,,,,,,,,,,,
5646.780024,285,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",0.0003928736339066,0.05,0.28,-0.3296071263660934,,,,,,,,,,,
5646.780884,285,learning_update,15368353039753191835,,,,,,"(8, 0, 1, 8, 8)",0.0003928736339066,0.05,0.28,-0.3296071263660934,,,,,,,,,,,
5646.81306,286,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0396958909608027,,,,,,,,,,,,,,,,
5646.813402,286,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0396958909608027,,,,,,,,,,,,,,,,
5646.813698,286,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,-0.0449991167156859,0.0416545035527016,,,,,,,,,,,,,,,,
5646.814171,286,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",0,-0.053493980577338,0.0402180663720478,,,,,,,,,,,,,,,,
5646.814589,286,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0558415351980685,0.0398299168500241,,,,,,,,,,,,,,,,
5646.81507,286,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0396958909608027,,,,,,,,,,,,,,,,
5646.815354,286,selection_info,5631037270461107728,25,"(8, 5, 2, 8, 8)",1,-0.0449991167156859,0.0416545035527016,,,,,,,,,,,,,,,,
5646.815823,286,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0545977599064503,0.0400350963165617,,,,,,,,,,,,,,,,
5646.816237,286,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0545977599064503,0.0400350963165617,,,,,,,,,,,,,,,,
5646.816546,286,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0545977599064503,0.0400350963165617,,,,,,,,,,,,,,,,
5646.816932,286,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0558415351980685,0.0398299168500241,,,,,,,,,,,,,,,,
5646.817308,286,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0393956551604514,,,,,,,,,,,,,,,,
5646.817672,286,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0551518822270308,0.0399435552661347,,,,,,,,,,,,,,,,
5646.818003,286,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0575767884716582,0.0395454164158421,,,,,,,,,,,,,,,,
5646.81826,286,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,-0.0518276630462526,0.0404958719402494,,,,,,,,,,,,,,,,
5646.818544,286,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0396958909608027,,,,,,,,,,,,,,,,
5646.818983,286,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0396958909608027,,,,,,,,,,,,,,,,
5646.819314,286,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0575767884716582,0.0395454164158421,,,,,,,,,,,,,,,,
5646.819673,286,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0393956551604514,,,,,,,,,,,,,,,,
5646.820035,286,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0396958909608027,,,,,,,,,,,,,,,,
5646.820392,286,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0396958909608027,,,,,,,,,,,,,,,,
5646.820771,286,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0393956551604514,,,,,,,,,,,,,,,,
5646.821195,286,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0505408161399338,0.0407117253334851,,,,,,,,,,,,,,,,
5646.821535,286,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0396958909608027,,,,,,,,,,,,,,,,
5646.822013,286,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0505408161399338,0.0407117253334851,,,,,,,,,,,,,,,,
5655.853671,286,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.0723018646240234,36.3
5655.854119,286,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5418756008148193,9.068181818181818
5655.854443,286,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1613621711730957,47.34375
5655.854779,286,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.4037368297576904,6.2375
5655.855194,286,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.5811150074005127,22.61818181818182
5667.977583,286,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.016495943069458,,
5667.978072,286,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0102119445800781,,
5667.978427,286,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0109729766845703,,
5667.978854,286,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0190443992614746,,
5667.979149,286,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0078291893005371,,
5667.979579,286,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0091447830200195,,
5667.979981,286,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0107567310333251,,
5667.980341,286,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.029573917388916,,
5667.980711,286,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0138568878173828,,
5667.981007,286,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079672336578369,,
5667.981438,286,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0104587078094482,,
5667.982057,286,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0273780822753906,,
5667.982391,286,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0089802742004394,,
5667.982781,286,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0199513435363769,,
5667.983164,286,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0294981002807617,,
5667.983598,286,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0101292133331298,,
5667.983973,286,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0109596252441406,,
5667.984302,286,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.010014533996582,,
5667.984618,286,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0127468109130859,,
5667.984924,286,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0132229328155517,,
5667.985285,286,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.009357213973999,,
5667.985552,286,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0153455734252929,,
5667.985899,286,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0227794647216796,,
5667.986312,286,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0100135803222656,,
5667.98675,286,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0098354816436767,,
5667.991779,286,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",-0.0001717760060144,0.06,0.24,-0.3001717760060144,,,,,,,,,,,
5667.99245,286,learning_update,5631037270461107728,,,,,,"(8, 5, 2, 8, 8)",-0.0001717760060144,0.06,0.24,-0.3001717760060144,,,,,,,,,,,
5667.993227,286,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",-0.0001717760060144,0.06,0.24,-0.3001717760060144,,,,,,,,,,,
5667.994096,286,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",-0.0001717760060144,0.06,0.24,-0.3001717760060144,,,,,,,,,,,
5667.994873,286,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",-0.0001717760060144,0.06,0.24,-0.3001717760060144,,,,,,,,,,,
5668.028429,287,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398747198434924,,,,,,,,,,,,,,,,
5668.02882,287,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398747198434924,,,,,,,,,,,,,,,,
5668.02917,287,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,-0.0509095972837314,0.0408377477981055,,,,,,,,,,,,,,,,
5668.029489,287,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0554382715716126,0.0400770719414036,,,,,,,,,,,,,,,,
5668.029837,287,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0548136779926329,0.0401811358176006,,,,,,,,,,,,,,,,
5668.030266,287,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398747198434924,,,,,,,,,,,,,,,,
5668.030746,287,selection_info,5631037270461107728,25,"(8, 5, 2, 8, 8)",1,-0.0509095972837314,0.0408377477981055,,,,,,,,,,,,,,,,
5668.031181,287,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",1,-0.0545977599064503,0.0402171728628573,,,,,,,,,,,,,,,,
5668.031549,287,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",1,-0.0545977599064503,0.0402171728628573,,,,,,,,,,,,,,,,
5668.031905,287,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",1,-0.0545977599064503,0.0402171728628573,,,,,,,,,,,,,,,,
5668.032335,287,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0548136779926329,0.0401811358176006,,,,,,,,,,,,,,,,
5668.032654,287,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0395716217506677,,,,,,,,,,,,,,,,
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5668.033639,287,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0575767884716582,0.0397228093067867,,,,,,,,,,,,,,,,
5668.034048,287,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0558415351980685,0.0400100271903596,,,,,,,,,,,,,,,,
5668.034331,287,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398747198434924,,,,,,,,,,,,,,,,
5668.034714,287,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398747198434924,,,,,,,,,,,,,,,,
5668.035005,287,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0575767884716582,0.0397228093067867,,,,,,,,,,,,,,,,
5668.035395,287,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0395716217506677,,,,,,,,,,,,,,,,
5668.035801,287,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398747198434924,,,,,,,,,,,,,,,,
5668.036212,287,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398747198434924,,,,,,,,,,,,,,,,
5668.036602,287,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0395716217506677,,,,,,,,,,,,,,,,
5668.036931,287,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0560807511929727,0.0399703092540271,,,,,,,,,,,,,,,,
5668.037284,287,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398747198434924,,,,,,,,,,,,,,,,
5668.037647,287,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0560807511929727,0.0399703092540271,,,,,,,,,,,,,,,,
5680.06927,287,client_fit_metrics,10192160218266941336,,,,,,,,,,,,,,,,,,,,5.380957365036011,9.090909090909092
5680.069691,287,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.5666587352752686,22.62727272727273
5680.070022,287,client_fit_metrics,17693001876622351254,,,,,,,,,,,,,,,,,,,,1.0227060317993164,4.586363636363637
5680.070351,287,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1582965850830078,11.975
5680.070648,287,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.1208937168121338,36.304545454545455
5689.232505,287,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0505890846252441,,
5689.232964,287,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0243744850158691,,
5689.233343,287,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0373504161834716,,
5689.233766,287,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0126149654388427,,
5689.234159,287,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.00907564163208,,
5689.234562,287,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0318691730499267,,
5689.234936,287,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0129237174987792,,
5689.235241,287,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.016641616821289,,
5689.235744,287,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0080018043518066,,
5689.236119,287,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0129661560058593,,
5689.236509,287,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0099287033081054,,
5689.236876,287,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0309605598449707,,
5689.237248,287,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0086221694946289,,
5689.237845,287,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0089085102081298,,
5689.238237,287,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0088989734649658,,
5689.238594,287,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0124828815460205,,
5689.239046,287,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0107321739196777,,
5689.239437,287,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078117847442626,,
5689.239849,287,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0289192199707031,,
5689.240247,287,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0119714736938476,,
5689.240909,287,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0245084762573242,,
5689.241293,287,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0097825527191162,,
5689.241638,287,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0120067596435546,,
5689.241991,287,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.017759084701538,,
5689.242347,287,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0129718780517578,,
5689.246994,287,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",0.000129521833837,0.06,0.18,-0.2398704781661629,,,,,,,,,,,
5689.247708,287,learning_update,5631037270461107728,,,,,,"(8, 5, 2, 8, 8)",0.000129521833837,0.06,0.18,-0.2398704781661629,,,,,,,,,,,
5689.24853,287,learning_update,1234113313308987156,,,,,,"(8, 1, 0, 8, 8)",0.000129521833837,0.06,0.18,-0.2398704781661629,,,,,,,,,,,
5689.249259,287,learning_update,10192160218266941336,,,,,,"(8, 1, 0, 8, 8)",0.000129521833837,0.06,0.18,-0.2398704781661629,,,,,,,,,,,
5689.25009,287,learning_update,17693001876622351254,,,,,,"(8, 1, 0, 8, 8)",0.000129521833837,0.06,0.18,-0.2398704781661629,,,,,,,,,,,
5689.282523,288,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398882902139328,,,,,,,,,,,,,,,,
5689.282925,288,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398882902139328,,,,,,,,,,,,,,,,
5689.283215,288,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",0,-0.0556028398573029,0.0400642094584642,,,,,,,,,,,,,,,,
5689.283546,288,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",1,-0.0513195665298493,0.0407867120040714,,,,,,,,,,,,,,,,
5689.28393,288,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,-0.0548136779926329,0.0401963566982859,,,,,,,,,,,,,,,,
5689.284232,288,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398882902139328,,,,,,,,,,,,,,,,
5689.284559,288,selection_info,5631037270461107728,25,"(8, 5, 2, 8, 8)",0,-0.0556028398573029,0.0400642094584642,,,,,,,,,,,,,,,,
5689.284901,288,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",1,-0.0532562980015202,0.0404584243144578,,,,,,,,,,,,,,,,
5689.28514,288,selection_info,10192160218266941336,25,"(8, 2, 0, 8, 8)",1,-0.0532562980015202,0.0404584243144578,,,,,,,,,,,,,,,,
5689.285482,288,selection_info,17693001876622351254,25,"(8, 2, 0, 8, 8)",1,-0.0532562980015202,0.0404584243144578,,,,,,,,,,,,,,,,
5689.285805,288,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0548136779926329,0.0401963566982859,,,,,,,,,,,,,,,,
5689.286055,288,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0395835711857477,,,,,,,,,,,,,,,,
5689.286449,288,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0551518822270308,0.0401396702172515,,,,,,,,,,,,,,,,
5689.286908,288,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0575767884716582,0.0397355658158623,,,,,,,,,,,,,,,,
5689.287239,288,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0558415351980685,0.0400243249327741,,,,,,,,,,,,,,,,
5689.287624,288,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398882902139328,,,,,,,,,,,,,,,,
5689.288006,288,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398882902139328,,,,,,,,,,,,,,,,
5689.288406,288,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0575767884716582,0.0397355658158623,,,,,,,,,,,,,,,,
5689.288824,288,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0395835711857477,,,,,,,,,,,,,,,,
5689.289228,288,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398882902139328,,,,,,,,,,,,,,,,
5689.289681,288,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398882902139328,,,,,,,,,,,,,,,,
5689.290003,288,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0395835711857477,,,,,,,,,,,,,,,,
5689.290421,288,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0565128784951349,0.0399123603442991,,,,,,,,,,,,,,,,
5689.290977,288,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398882902139328,,,,,,,,,,,,,,,,
5689.291457,288,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0565128784951349,0.0399123603442991,,,,,,,,,,,,,,,,
5701.318749,288,client_fit_metrics,17693001876622351254,,,,,,,,,,,,,,,,,,,,0.7367498874664307,4.577272727272727
5701.319286,288,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1557109355926513,12.525
5701.319621,288,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2539000511169433,24.15
5701.319861,288,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4503395557403564,22.522727272727277
5701.320159,288,client_fit_metrics,10192160218266941336,,,,,,,,,,,,,,,,,,,,5.025124788284302,9.081818181818182
5713.438733,288,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0096783638000488,,
5713.43914,288,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0162975788116455,,
5713.439522,288,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076978206634521,,
5713.439967,288,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.031724214553833,,
5713.44029,288,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0079870223999023,,
5713.440821,288,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0170874595642089,,
5713.441173,288,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0282568931579589,,
5713.441545,288,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0088253021240234,,
5713.441939,288,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0190062522888183,,
5713.442198,288,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0117754936218261,,
5713.442549,288,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0219335556030273,,
5713.442824,288,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0300235748291015,,
5713.443188,288,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0150308609008789,,
5713.44357,288,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0094690322875976,,
5713.443889,288,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0122060775756835,,
5713.444198,288,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0096125602722167,,
5713.444585,288,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0106544494628906,,
5713.444886,288,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082843303680419,,
5713.445261,288,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0099022388458251,,
5713.445587,288,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0288834571838378,,
5713.445969,288,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0102250576019287,,
5713.446362,288,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0219767093658447,,
5713.446694,288,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0133149623870849,,
5713.446968,288,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0097625255584716,,
5713.447269,288,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0160000324249267,,
5713.451733,288,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",0.0501963043690628,0.0,0.14,-0.0898036956309371,,,,,,,,,,,
5713.452518,288,learning_update,1234113313308987156,,,,,,"(8, 2, 0, 8, 8)",0.0501963043690628,0.0,0.14,-0.0898036956309371,,,,,,,,,,,
5713.453133,288,learning_update,10192160218266941336,,,,,,"(8, 2, 0, 8, 8)",0.0501963043690628,0.0,0.14,-0.0898036956309371,,,,,,,,,,,
5713.453965,288,learning_update,17693001876622351254,,,,,,"(8, 2, 0, 8, 8)",0.0501963043690628,0.0,0.14,-0.0898036956309371,,,,,,,,,,,
5713.454887,288,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",0.0501963043690628,0.0,0.14,-0.0898036956309371,,,,,,,,,,,
5713.492071,289,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398979544535079,,,,,,,,,,,,,,,,
5713.492467,289,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398979544535079,,,,,,,,,,,,,,,,
5713.49285,289,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,-0.0524453619944698,0.0406089821301594,,,,,,,,,,,,,,,,
5713.493242,289,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",1,-0.0521662839196288,0.040656537446504,,,,,,,,,,,,,,,,
5713.493687,289,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0556569012709496,0.0400657178863355,,,,,,,,,,,,,,,,
5713.494036,289,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398979544535079,,,,,,,,,,,,,,,,
5713.494514,289,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",1,-0.0524453619944698,0.0406089821301594,,,,,,,,,,,,,,,,
5713.494932,289,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",1,-0.0546011111612627,0.0402435087392155,,,,,,,,,,,,,,,,
5713.495227,289,selection_info,10192160218266941336,25,"(8, 3, 0, 8, 8)",1,-0.0546011111612627,0.0402435087392155,,,,,,,,,,,,,,,,
5713.495639,289,selection_info,17693001876622351254,25,"(8, 3, 0, 8, 8)",0,-0.0546011111612627,0.0402435087392155,,,,,,,,,,,,,,,,
5713.496042,289,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0569311551199497,0.0398521843532148,,,,,,,,,,,,,,,,
5713.49651,289,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0395916358758239,,,,,,,,,,,,,,,,
5713.496978,289,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0551518822270308,0.0401506628717612,,,,,,,,,,,,,,,,
5713.497345,289,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0575767884716582,0.0397444268897989,,,,,,,,,,,,,,,,
5713.497859,289,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0558415351980685,0.0400347070559755,,,,,,,,,,,,,,,,
5713.498689,289,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398979544535079,,,,,,,,,,,,,,,,
5713.499375,289,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398979544535079,,,,,,,,,,,,,,,,
5713.500066,289,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0575767884716582,0.0397444268897989,,,,,,,,,,,,,,,,
5713.500562,289,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0395916358758239,,,,,,,,,,,,,,,,
5713.500962,289,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398979544535079,,,,,,,,,,,,,,,,
5713.501414,289,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398979544535079,,,,,,,,,,,,,,,,
5713.501928,289,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0395916358758239,,,,,,,,,,,,,,,,
5713.502337,289,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0565128784951349,0.0399221514365549,,,,,,,,,,,,,,,,
5713.502751,289,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0398979544535079,,,,,,,,,,,,,,,,
5713.503217,289,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0565128784951349,0.0399221514365549,,,,,,,,,,,,,,,,
5725.548173,289,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2475016117095947,24.3625
5725.548765,289,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1592438220977783,12.8
5725.54907,289,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.8476893901824951,22.7
5725.549473,289,client_fit_metrics,10192160218266941336,,,,,,,,,,,,,,,,,,,,4.941868543624878,9.1
5725.549925,289,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.54563570022583,36.3
5737.676424,289,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.014906883239746,,
5737.676823,289,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0126755237579345,,
5737.677102,289,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0163261890411376,,
5737.677488,289,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0109102725982666,,
5737.677839,289,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0150268077850341,,
5737.678192,289,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0066826343536376,,
5737.678536,289,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0238244533538818,,
5737.678877,289,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081315040588378,,
5737.679145,289,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0095508098602294,,
5737.679539,289,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0158519744873046,,
5737.679848,289,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0121314525604248,,
5737.680142,289,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0127496719360351,,
5737.68048,289,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0194020271301269,,
5737.680876,289,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0280547142028808,,
5737.681169,289,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0100362300872802,,
5737.681577,289,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0296077728271484,,
5737.681892,289,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0153021812438964,,
5737.682174,289,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0150442123413085,,
5737.682509,289,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0068984031677246,,
5737.682882,289,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0203311443328857,,
5737.68313,289,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0100212097167968,,
5737.683496,289,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0097789764404296,,
5737.683793,289,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0166897773742675,,
5737.684097,289,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0094988346099853,,
5737.684521,289,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0112864971160888,,
5737.689086,289,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",-0.0006973554050845,0.06,0.21,-0.2706973554050845,,,,,,,,,,,
5737.689871,289,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",-0.0006973554050845,0.06,0.21,-0.2706973554050845,,,,,,,,,,,
5737.690559,289,learning_update,5631037270461107728,,,,,,"(8, 4, 2, 8, 8)",-0.0006973554050845,0.06,0.21,-0.2706973554050845,,,,,,,,,,,
5737.691273,289,learning_update,1234113313308987156,,,,,,"(8, 3, 0, 8, 8)",-0.0006973554050845,0.06,0.21,-0.2706973554050845,,,,,,,,,,,
5737.692101,289,learning_update,10192160218266941336,,,,,,"(8, 3, 0, 8, 8)",-0.0006973554050845,0.06,0.21,-0.2706973554050845,,,,,,,,,,,
5737.724921,290,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0400711510701182,,,,,,,,,,,,,,,,
5737.725306,290,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0400711510701182,,,,,,,,,,,,,,,,
5737.725617,290,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",0,-0.0577517638503905,0.039886757122062,,,,,,,,,,,,,,,,
5737.725862,290,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.0554382715716126,0.0402775888990065,,,,,,,,,,,,,,,,
5737.726217,290,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,-0.0556569012709496,0.0402404912372008,,,,,,,,,,,,,,,,
5737.726687,290,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0400711510701182,,,,,,,,,,,,,,,,
5737.727026,290,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",0,-0.0577517638503905,0.039886757122062,,,,,,,,,,,,,,,,
5737.727411,290,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",0,-0.059903203674599,0.0395267058397405,,,,,,,,,,,,,,,,
5737.727864,290,selection_info,10192160218266941336,25,"(8, 3, 0, 8, 8)",0,-0.059903203674599,0.0395267058397405,,,,,,,,,,,,,,,,
5737.728172,290,selection_info,17693001876622351254,25,"(8, 2, 0, 8, 8)",1,-0.0558013291008521,0.0402160030871522,,,,,,,,,,,,,,,,
5737.728603,290,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0569311551199497,0.0400249514175371,,,,,,,,,,,,,,,,
5737.729065,290,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.039761962781409,,,,,,,,,,,,,,,,
5737.729483,290,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",1,-0.0551518822270308,0.0403262359427188,,,,,,,,,,,,,,,,
5737.729804,290,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0575767884716582,0.0399161837039298,,,,,,,,,,,,,,,,
5737.730095,290,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",1,-0.0558415351980685,0.0402091886808817,,,,,,,,,,,,,,,,
5737.730516,290,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0400711510701182,,,,,,,,,,,,,,,,
5737.731066,290,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0400711510701182,,,,,,,,,,,,,,,,
5737.731496,290,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0575767884716582,0.0399161837039298,,,,,,,,,,,,,,,,
5737.731845,290,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.039761962781409,,,,,,,,,,,,,,,,
5737.732109,290,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0400711510701182,,,,,,,,,,,,,,,,
5737.732489,290,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0400711510701182,,,,,,,,,,,,,,,,
5737.732956,290,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.039761962781409,,,,,,,,,,,,,,,,
5737.733416,290,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0565128784951349,0.040095575249432,,,,,,,,,,,,,,,,
5737.733832,290,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.0400711510701182,,,,,,,,,,,,,,,,
5737.734205,290,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0565128784951349,0.040095575249432,,,,,,,,,,,,,,,,
5746.767976,290,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1713473796844482,46.51875
5746.76843,290,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2491631507873535,18.125
5746.769002,290,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2405827045440673,24.2375
5746.769323,290,client_fit_metrics,17693001876622351254,,,,,,,,,,,,,,,,,,,,0.6210906505584717,4.627272727272727
5746.769781,290,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3635449409484863,22.527272727272727
5758.892216,290,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0290834903717041,,
5758.892806,290,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0075316429138183,,
5758.893139,290,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0176677703857421,,
5758.893468,290,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0141975879669189,,
5758.893825,290,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0107691287994384,,
5758.894132,290,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0089111328125,,
5758.894389,290,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0112223625183105,,
5758.894764,290,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0129249095916748,,
5758.895039,290,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0074505805969238,,
5758.895266,290,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0122146606445312,,
5758.895604,290,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0089218616485595,,
5758.895903,290,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0099718570709228,,
5758.896251,290,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0107698440551757,,
5758.896657,290,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0137145519256591,,
5758.896965,290,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0245075225830078,,
5758.897259,290,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0086369514465332,,
5758.897564,290,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0089373588562011,,
5758.897869,290,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0261354446411132,,
5758.898192,290,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0110905170440673,,
5758.898508,290,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0157175064086914,,
5758.898813,290,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0169475078582763,,
5758.899117,290,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0104944705963134,,
5758.899495,290,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0122394561767578,,
5758.89992,290,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0178501605987548,,
5758.900249,290,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.035273790359497,,
5758.905872,290,learning_update,15368353039753191835,,,,,,"(8, 1, 1, 8, 8)",0.0002633518000694,0.01,0.21,-0.2197366481999305,,,,,,,,,,,
5758.90678,290,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",0.0002633518000694,0.01,0.21,-0.2197366481999305,,,,,,,,,,,
5758.907529,290,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",0.0002633518000694,0.01,0.21,-0.2197366481999305,,,,,,,,,,,
5758.908257,290,learning_update,17693001876622351254,,,,,,"(8, 2, 0, 8, 8)",0.0002633518000694,0.01,0.21,-0.2197366481999305,,,,,,,,,,,
5758.908981,290,learning_update,4223374082031152552,,,,,,"(7, 2, 2, 8, 8)",0.0002633518000694,0.01,0.21,-0.2197366481999305,,,,,,,,,,,
5758.941242,291,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",1,-0.0566574497145457,0.040090920782838,,,,,,,,,,,,,,,,
5758.94168,291,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.040090920782838,,,,,,,,,,,,,,,,
5758.942014,291,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-0.0527903245833821,0.0407530566225422,,,,,,,,,,,,,,,,
5758.942295,291,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0575801997820403,0.0399345223020816,,,,,,,,,,,,,,,,
5758.942682,291,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0579830601448698,0.0398664322869763,,,,,,,,,,,,,,,,
5758.943177,291,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.040090920782838,,,,,,,,,,,,,,,,
5758.943746,291,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",1,-0.0527903245833821,0.0407530566225422,,,,,,,,,,,,,,,,
5758.944114,291,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",0,-0.059903203674599,0.0395434884718777,,,,,,,,,,,,,,,,
5758.94445,291,selection_info,10192160218266941336,25,"(8, 3, 0, 8, 8)",0,-0.059903203674599,0.0395434884718777,,,,,,,,,,,,,,,,
5758.944752,291,selection_info,17693001876622351254,25,"(8, 3, 0, 8, 8)",0,-0.059903203674599,0.0395434884718777,,,,,,,,,,,,,,,,
5758.945108,291,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0569311551199497,0.0400444661989637,,,,,,,,,,,,,,,,
5758.945448,291,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0397800315241731,,,,,,,,,,,,,,,,
5758.945769,291,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.057294096826803,0.0399829490086553,,,,,,,,,,,,,,,,
5758.946166,291,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0575767884716582,0.0399350993658044,,,,,,,,,,,,,,,,
5758.946661,291,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0579830601448698,0.0398664322869763,,,,,,,,,,,,,,,,
5758.946987,291,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.040090920782838,,,,,,,,,,,,,,,,
5758.947269,291,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.040090920782838,,,,,,,,,,,,,,,,
5758.947647,291,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0575767884716582,0.0399350993658044,,,,,,,,,,,,,,,,
5758.948003,291,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0397800315241731,,,,,,,,,,,,,,,,
5758.948352,291,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.040090920782838,,,,,,,,,,,,,,,,
5758.948969,291,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.040090920782838,,,,,,,,,,,,,,,,
5758.949402,291,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0397800315241731,,,,,,,,,,,,,,,,
5758.949974,291,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0565128784951349,0.0401154798443982,,,,,,,,,,,,,,,,
5758.950375,291,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0566574497145457,0.040090920782838,,,,,,,,,,,,,,,,
5758.950965,291,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0565128784951349,0.0401154798443982,,,,,,,,,,,,,,,,
5764.983396,291,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,1.0715596675872805,9.086363636363636
5764.984058,291,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.8585290908813477,22.67727272727273
5764.984406,291,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.867934226989746,36.304545454545455
5764.984799,291,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3013424873352051,12.44375
5764.985183,291,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.3858425617218018,6.275
5777.141864,291,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0092031955718994,,
5777.142319,291,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0204443931579589,,
5777.14263,291,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0083470344543457,,
5777.142897,291,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.024188756942749,,
5777.143328,291,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0333685874938964,,
5777.143678,291,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0127580165863037,,
5777.143985,291,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0134644508361816,,
5777.144459,291,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0087988376617431,,
5777.144934,291,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0088822841644287,,
5777.145487,291,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0107567310333251,,
5777.145897,291,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0376713275909423,,
5777.146345,291,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0085422992706298,,
5777.146652,291,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0260779857635498,,
5777.147214,291,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0102040767669677,,
5777.147647,291,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0118763446807861,,
5777.148026,291,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0172181129455566,,
5777.148589,291,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0101654529571533,,
5777.149009,291,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0154950618743896,,
5777.149486,291,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0085120201110839,,
5777.149825,291,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0235042572021484,,
5777.150114,291,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0138359069824218,,
5777.150455,291,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0290560722351074,,
5777.150928,291,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.009162425994873,,
5777.151401,291,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0273113250732421,,
5777.151791,291,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0208189487457275,,
5777.156774,291,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",1.803150744827953e-07,0.02,0.18,-0.1999998196849255,,,,,,,,,,,
5777.157665,291,learning_update,5631037270461107728,,,,,,"(8, 3, 2, 8, 8)",1.803150744827953e-07,0.02,0.18,-0.1999998196849255,,,,,,,,,,,
5777.158336,291,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",1.803150744827953e-07,0.02,0.18,-0.1999998196849255,,,,,,,,,,,
5777.158957,291,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",1.803150744827953e-07,0.02,0.18,-0.1999998196849255,,,,,,,,,,,
5777.160055,291,learning_update,16206290167654754491,,,,,,"(8, 0, 0, 8, 8)",1.803150744827953e-07,0.02,0.18,-0.1999998196849255,,,,,,,,,,,
5777.192682,292,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0394988045528634,,,,,,,,,,,,,,,,
5777.193076,292,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.039985996443924,,,,,,,,,,,,,,,,
5777.193491,292,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-0.0566827931200416,0.040321351420326,,,,,,,,,,,,,,,,
5777.1938,292,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0575801997820403,0.0401675986876046,,,,,,,,,,,,,,,,
5777.194232,292,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0579830601448698,0.0400987674062225,,,,,,,,,,,,,,,,
5777.19469,292,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.039985996443924,,,,,,,,,,,,,,,,
5777.194996,292,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",1,-0.0566827931200416,0.040321351420326,,,,,,,,,,,,,,,,
5777.195399,292,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",0,-0.059903203674599,0.0397723159053236,,,,,,,,,,,,,,,,
5777.195713,292,selection_info,10192160218266941336,25,"(8, 3, 0, 8, 8)",0,-0.059903203674599,0.0397723159053236,,,,,,,,,,,,,,,,
5777.195968,292,selection_info,17693001876622351254,25,"(8, 3, 0, 8, 8)",0,-0.059903203674599,0.0397723159053236,,,,,,,,,,,,,,,,
5777.196339,292,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",1,-0.0569311551199497,0.0402787407402052,,,,,,,,,,,,,,,,
5777.196695,292,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0400114268865642,,,,,,,,,,,,,,,,
5777.196987,292,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",1,-0.057294096826803,0.0402165529535315,,,,,,,,,,,,,,,,
5777.197479,292,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",1,-0.0575767884716582,0.0401681820360899,,,,,,,,,,,,,,,,
5777.197849,292,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.057800272557022,0.0401299832104843,,,,,,,,,,,,,,,,
5777.198278,292,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.039985996443924,,,,,,,,,,,,,,,,
5777.198576,292,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.039985996443924,,,,,,,,,,,,,,,,
5777.198921,292,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0575767884716582,0.0401681820360899,,,,,,,,,,,,,,,,
5777.199426,292,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0400114268865642,,,,,,,,,,,,,,,,
5777.199815,292,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.039985996443924,,,,,,,,,,,,,,,,
5777.200158,292,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.039985996443924,,,,,,,,,,,,,,,,
5777.200514,292,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0400114268865642,,,,,,,,,,,,,,,,
5777.200805,292,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0603979056465248,0.0396886410265622,,,,,,,,,,,,,,,,
5777.201102,292,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.039985996443924,,,,,,,,,,,,,,,,
5777.201548,292,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0603979056465248,0.0396886410265622,,,,,,,,,,,,,,,,
5789.238128,292,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,3.604092121124268,13.636363636363637
5789.238604,292,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.9265007972717283,36.26363636363636
5789.23896,292,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2220523357391357,18.625
5789.239287,292,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,1.2094948291778564,22.67727272727273
5789.239636,292,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.316941738128662,35.96818181818182
5801.409239,292,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.01249361038208,,
5801.409951,292,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0089108943939208,,
5801.410422,292,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0300230979919433,,
5801.410773,292,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0161972045898437,,
5801.411285,292,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0091955661773681,,
5801.411723,292,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0112092494964599,,
5801.412042,292,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0090234279632568,,
5801.412455,292,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0092592239379882,,
5801.412757,292,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0223579406738281,,
5801.413119,292,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0086605548858642,,
5801.413517,292,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0379388332366943,,
5801.413992,292,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0119345188140869,,
5801.414587,292,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0170764923095703,,
5801.41504,292,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.01051926612854,,
5801.415542,292,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0181186199188232,,
5801.415963,292,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0201003551483154,,
5801.416864,292,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0087378025054931,,
5801.417488,292,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0179367065429687,,
5801.417893,292,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0129311084747314,,
5801.418358,292,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0093717575073242,,
5801.418749,292,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0102872848510742,,
5801.419226,292,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0118372440338134,,
5801.419753,292,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.012087345123291,,
5801.42021,292,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.013359785079956,,
5801.420533,292,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0157301425933837,,
5801.426618,292,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",3.409153906952511e-07,0.02,0.27,-0.2899996590846093,,,,,,,,,,,
5801.427965,292,learning_update,5631037270461107728,,,,,,"(8, 3, 2, 8, 8)",3.409153906952511e-07,0.02,0.27,-0.2899996590846093,,,,,,,,,,,
5801.429196,292,learning_update,10577062229270185434,,,,,,"(7, 0, 2, 8, 8)",3.409153906952511e-07,0.02,0.27,-0.2899996590846093,,,,,,,,,,,
5801.430115,292,learning_update,15368353039753191835,,,,,,"(8, 1, 1, 8, 8)",3.409153906952511e-07,0.02,0.27,-0.2899996590846093,,,,,,,,,,,
5801.430983,292,learning_update,8818734309448792929,,,,,,"(8, 0, 1, 8, 8)",3.409153906952511e-07,0.02,0.27,-0.2899996590846093,,,,,,,,,,,
5801.470118,293,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0395596631966224,,,,,,,,,,,,,,,,
5801.470607,293,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.04005007283716,,,,,,,,,,,,,,,,
5801.470934,293,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,-0.0623665774016959,0.0394173268770791,,,,,,,,,,,,,,,,
5801.471307,293,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.0575801997820403,0.0402328822085929,,,,,,,,,,,,,,,,
5801.471787,293,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0579830601448698,0.0401635929092149,,,,,,,,,,,,,,,,
5801.472115,293,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.04005007283716,,,,,,,,,,,,,,,,
5801.472652,293,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0623665774016959,0.0394173268770791,,,,,,,,,,,,,,,,
5801.473018,293,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",1,-0.0579798111249143,0.0401641512414205,,,,,,,,,,,,,,,,
5801.473495,293,selection_info,10192160218266941336,25,"(8, 2, 0, 8, 8)",0,-0.0579798111249143,0.0401641512414205,,,,,,,,,,,,,,,,
5801.473919,293,selection_info,17693001876622351254,25,"(8, 2, 0, 8, 8)",0,-0.0579798111249143,0.0401641512414205,,,,,,,,,,,,,,,,
5801.474334,293,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,-0.057800272557022,0.0401950163560798,,,,,,,,,,,,,,,,
5801.474715,293,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0400756720676434,,,,,,,,,,,,,,,,
5801.475198,293,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",1,-0.0548505390786279,0.0407055250832014,,,,,,,,,,,,,,,,
5801.475558,293,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0601148073010888,0.039798928071537,,,,,,,,,,,,,,,,
5801.475916,293,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,-0.057800272557022,0.0401950163560798,,,,,,,,,,,,,,,,
5801.476272,293,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.04005007283716,,,,,,,,,,,,,,,,
5801.476632,293,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.04005007283716,,,,,,,,,,,,,,,,
5801.477002,293,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0604420504434975,0.039743242503864,,,,,,,,,,,,,,,,
5801.477417,293,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0400756720676434,,,,,,,,,,,,,,,,
5801.477781,293,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.04005007283716,,,,,,,,,,,,,,,,
5801.478177,293,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.04005007283716,,,,,,,,,,,,,,,,
5801.478523,293,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0584952492528266,0.0400756720676434,,,,,,,,,,,,,,,,
5801.478872,293,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0603979056465248,0.0397507498866685,,,,,,,,,,,,,,,,
5801.47924,293,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.04005007283716,,,,,,,,,,,,,,,,
5801.479663,293,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0603979056465248,0.0397507498866685,,,,,,,,,,,,,,,,
5807.508449,293,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6756057739257812,36.27272727272727
5807.508916,293,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2225840091705322,18.5
5807.509318,293,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1587622165679931,12.9125
5807.509627,293,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2326662540435791,24.63125
5807.50992,293,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1689701080322265,47.6625
5819.64669,293,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0101451873779296,,
5819.647352,293,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8108108108108109,0.7383177570093458,0.9375,0.7142857142857143,107,0.0076794624328613,,
5819.647726,293,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076537132263183,,
5819.648105,293,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.027411937713623,,
5819.648775,293,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0291011333465576,,
5819.649248,293,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0089039802551269,,
5819.649616,293,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0168628692626953,,
5819.649855,293,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0091371536254882,,
5819.650162,293,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0223519802093505,,
5819.650523,293,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0213618278503417,,
5819.650882,293,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0347034931182861,,
5819.651155,293,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0085432529449462,,
5819.651541,293,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0271921157836914,,
5819.65182,293,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0102326869964599,,
5819.652216,293,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0160298347473144,,
5819.652531,293,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0098812580108642,,
5819.652774,293,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8197343453510436,0.7397260273972602,0.9863013698630136,0.7012987012987013,365,0.0104532241821289,,
5819.653195,293,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0096995830535888,,
5819.653774,293,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0161828994750976,,
5819.654066,293,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0149335861206054,,
5819.654533,293,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0268085002899169,,
5819.654894,293,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0221290588378906,,
5819.65535,293,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0089986324310302,,
5819.655685,293,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.016099214553833,,
5819.656046,293,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0099110603332519,,
5819.660409,293,learning_update,15368353039753191835,,,,,,"(8, 2, 1, 8, 8)",0.0001263269109857,0.01,0.25,-0.2598736730890142,,,,,,,,,,,
5819.661194,293,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",0.0001263269109857,0.01,0.25,-0.2598736730890142,,,,,,,,,,,
5819.661912,293,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",0.0001263269109857,0.01,0.25,-0.2598736730890142,,,,,,,,,,,
5819.662611,293,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",0.0001263269109857,0.01,0.25,-0.2598736730890142,,,,,,,,,,,
5819.663279,293,learning_update,1234113313308987156,,,,,,"(8, 2, 0, 8, 8)",0.0001263269109857,0.01,0.25,-0.2598736730890142,,,,,,,,,,,
5819.695576,294,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0397122455886744,,,,,,,,,,,,,,,,
5819.695968,294,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0402070359612642,,,,,,,,,,,,,,,,
5819.696372,294,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,-0.0623665774016959,0.0395686435613641,,,,,,,,,,,,,,,,
5819.696694,294,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0601213563131484,0.0399525187992181,,,,,,,,,,,,,,,,
5819.697083,294,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0628600098348033,0.0394847748783332,,,,,,,,,,,,,,,,
5819.697516,294,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0402070359612642,,,,,,,,,,,,,,,,
5819.697778,294,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0623665774016959,0.0395686435613641,,,,,,,,,,,,,,,,
5819.698228,294,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",0,-0.0605205680446795,0.0398839926417194,,,,,,,,,,,,,,,,
5819.698618,294,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0397122455886744,,,,,,,,,,,,,,,,
5819.69887,294,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0397122455886744,,,,,,,,,,,,,,,,
5819.699237,294,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,-0.0579830601448698,0.0403215744388082,,,,,,,,,,,,,,,,
5819.699592,294,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",1,-0.0584952492528266,0.0402328647039599,,,,,,,,,,,,,,,,
5819.699957,294,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.0601213563131484,0.0399525187992181,,,,,,,,,,,,,,,,
5819.700531,294,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0601148073010888,0.0399536439421735,,,,,,,,,,,,,,,,
5819.70091,294,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",1,-0.0579830601448698,0.0403215744388082,,,,,,,,,,,,,,,,
5819.701448,294,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0402070359612642,,,,,,,,,,,,,,,,
5819.701843,294,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0402070359612642,,,,,,,,,,,,,,,,
5819.702275,294,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0604420504434975,0.0398974611843285,,,,,,,,,,,,,,,,
5819.70264,294,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",1,-0.0584952492528266,0.0402328647039599,,,,,,,,,,,,,,,,
5819.703009,294,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0402070359612642,,,,,,,,,,,,,,,,
5819.703387,294,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0402070359612642,,,,,,,,,,,,,,,,
5819.703762,294,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",1,-0.0584952492528266,0.0402328647039599,,,,,,,,,,,,,,,,
5819.704136,294,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0603979056465248,0.0399050355739556,,,,,,,,,,,,,,,,
5819.704542,294,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0402070359612642,,,,,,,,,,,,,,,,
5819.704885,294,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0603979056465248,0.0399050355739556,,,,,,,,,,,,,,,,
5825.737777,294,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1595504283905029,29.95
5825.738372,294,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,1.1363108158111572,31.15
5825.738701,294,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1851570606231689,21.58636363636364
5825.738982,294,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1880550384521484,47.9125
5825.739314,294,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.1568937301635742,36.25
5837.858017,294,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.026526927947998,,
5837.858451,294,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0072278976440429,,
5837.858941,294,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0145714282989501,,
5837.859288,294,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.016667366027832,,
5837.859626,294,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0080058574676513,,
5837.859925,294,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0150761604309082,,
5837.860263,294,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.008512258529663,,
5837.860634,294,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0209906101226806,,
5837.861043,294,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0166530609130859,,
5837.861416,294,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.008336067199707,,
5837.861779,294,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0211153030395507,,
5837.862051,294,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0105862617492675,,
5837.862346,294,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0077476501464843,,
5837.862774,294,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0144674777984619,,
5837.863197,294,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0201613903045654,,
5837.863578,294,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0119950771331787,,
5837.863864,294,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0097517967224121,,
5837.864136,294,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0161948204040527,,
5837.864346,294,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0105869770050048,,
5837.864642,294,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0112788677215576,,
5837.864878,294,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0328540802001953,,
5837.865137,294,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0162255764007568,,
5837.865363,294,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0188212394714355,,
5837.86566,294,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0244007110595703,,
5837.865913,294,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0094773769378662,,
5837.869701,294,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",4.763506190330613e-06,0.0,0.31,-0.3099952364938096,,,,,,,,,,,
5837.870367,294,learning_update,4223374082031152552,,,,,,"(7, 2, 2, 8, 8)",4.763506190330613e-06,0.0,0.31,-0.3099952364938096,,,,,,,,,,,
5837.871096,294,learning_update,11806130149938443739,,,,,,"(8, 0, 2, 8, 8)",4.763506190330613e-06,0.0,0.31,-0.3099952364938096,,,,,,,,,,,
5837.871794,294,learning_update,17833758267265781484,,,,,,"(8, 0, 2, 8, 8)",4.763506190330613e-06,0.0,0.31,-0.3099952364938096,,,,,,,,,,,
5837.872494,294,learning_update,14767769360382008888,,,,,,"(8, 0, 2, 8, 8)",4.763506190330613e-06,0.0,0.31,-0.3099952364938096,,,,,,,,,,,
5837.904828,295,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0393971705319983,,,,,,,,,,,,,,,,
5837.905293,295,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0398905172879631,,,,,,,,,,,,,,,,
5837.905798,295,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",1,-0.0549390379228011,0.0405344838801438,,,,,,,,,,,,,,,,
5837.906112,295,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.0574189922167701,0.0401023666078506,,,,,,,,,,,,,,,,
5837.906556,295,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0628600098348033,0.0391703738387351,,,,,,,,,,,,,,,,
5837.907009,295,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0398905172879631,,,,,,,,,,,,,,,,
5837.907339,295,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,-0.0549390379228011,0.0405344838801438,,,,,,,,,,,,,,,,
5837.907805,295,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0393971705319983,,,,,,,,,,,,,,,,
5837.908191,295,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0398905172879631,,,,,,,,,,,,,,,,
5837.908518,295,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0393971705319983,,,,,,,,,,,,,,,,
5837.908908,295,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,-0.0562484148886333,0.040305755697475,,,,,,,,,,,,,,,,
5837.909314,295,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",1,-0.0509913725635199,0.0412319666635101,,,,,,,,,,,,,,,,
5837.909662,295,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.0601213563131484,0.0396367388793342,,,,,,,,,,,,,,,,
5837.910049,295,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0601148073010888,0.039637860738646,,,,,,,,,,,,,,,,
5837.910461,295,selection_info,4223374082031152552,25,"(7, 3, 2, 8, 8)",0,-0.0562484148886333,0.040305755697475,,,,,,,,,,,,,,,,
5837.910919,295,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0398905172879631,,,,,,,,,,,,,,,,
5837.911289,295,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0398905172879631,,,,,,,,,,,,,,,,
5837.911674,295,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0604420504434975,0.0395818421399329,,,,,,,,,,,,,,,,
5837.911965,295,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",1,-0.0509913725635199,0.0412319666635101,,,,,,,,,,,,,,,,
5837.912376,295,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0398905172879631,,,,,,,,,,,,,,,,
5837.912704,295,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0398905172879631,,,,,,,,,,,,,,,,
5837.913095,295,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",1,-0.0509913725635199,0.0412319666635101,,,,,,,,,,,,,,,,
5837.913526,295,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0603979056465248,0.0395893943750159,,,,,,,,,,,,,,,,
5837.91386,295,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0398905172879631,,,,,,,,,,,,,,,,
5837.914193,295,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0603979056465248,0.0395893943750159,,,,,,,,,,,,,,,,
5846.949832,295,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.9923338890075684,22.63636363636364
5846.950334,295,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1891541481018066,22.13181818181818
5846.950821,295,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1597359180450439,28.85
5846.951188,295,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,1.126589298248291,31.2125
5846.951671,295,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.303182601928711,36.31363636363636
5859.067812,295,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0297036170959472,,
5859.068371,295,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.014859914779663,,
5859.068751,295,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0092344284057617,,
5859.069089,295,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0138862133026123,,
5859.069376,295,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0078661441802978,,
5859.069793,295,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.015244722366333,,
5859.070221,295,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0081589221954345,,
5859.070627,295,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0090363025665283,,
5859.070979,295,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0249485969543457,,
5859.071335,295,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0375492572784423,,
5859.071685,295,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0181708335876464,,
5859.072033,295,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0081713199615478,,
5859.072349,295,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0209348201751709,,
5859.072687,295,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0224909782409667,,
5859.073037,295,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0120601654052734,,
5859.073397,295,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0120120048522949,,
5859.0737,295,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0134608745574951,,
5859.074009,295,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0085792541503906,,
5859.074311,295,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0088388919830322,,
5859.074669,295,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0254740715026855,,
5859.074984,295,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0128920078277587,,
5859.075334,295,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0127122402191162,,
5859.075719,295,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0098187923431396,,
5859.075997,295,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0127577781677246,,
5859.076239,295,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0389070510864257,,
5859.080061,295,learning_update,11806130149938443739,,,,,,"(8, 1, 2, 8, 8)",0.0500881544166408,0.0,0.28,-0.2299118455833591,,,,,,,,,,,
5859.080832,295,learning_update,17833758267265781484,,,,,,"(8, 1, 2, 8, 8)",0.0500881544166408,0.0,0.28,-0.2299118455833591,,,,,,,,,,,
5859.081485,295,learning_update,14767769360382008888,,,,,,"(8, 1, 2, 8, 8)",0.0500881544166408,0.0,0.28,-0.2299118455833591,,,,,,,,,,,
5859.08212,295,learning_update,16506691070021547649,,,,,,"(8, 2, 2, 8, 8)",0.0500881544166408,0.0,0.28,-0.2299118455833591,,,,,,,,,,,
5859.082837,295,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",0.0500881544166408,0.0,0.28,-0.2299118455833591,,,,,,,,,,,
5859.115317,296,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0396875749331557,,,,,,,,,,,,,,,,
5859.115675,296,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",1,-0.0586445906174391,0.0401870712895625,,,,,,,,,,,,,,,,
5859.116026,296,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,-0.0623665774016959,0.0395426188027983,,,,,,,,,,,,,,,,
5859.116366,296,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0601148073010888,0.0399312614569823,,,,,,,,,,,,,,,,
5859.116728,296,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.0597820426126095,0.0399890177899177,,,,,,,,,,,,,,,,
5859.117054,296,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",1,-0.0586445906174391,0.0401870712895625,,,,,,,,,,,,,,,,
5859.117351,296,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0623665774016959,0.0395426188027983,,,,,,,,,,,,,,,,
5859.11769,296,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0396875749331557,,,,,,,,,,,,,,,,
5859.117957,296,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",1,-0.0586445906174391,0.0401870712895625,,,,,,,,,,,,,,,,
5859.118243,296,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0401870712895625,,,,,,,,,,,,,,,,
5859.118528,296,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0562484148886333,0.0406075097502473,,,,,,,,,,,,,,,,
5859.11889,296,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0595379821965106,0.0400314312545673,,,,,,,,,,,,,,,,
5859.119167,296,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",1,-0.0574189922167701,0.0404015708753634,,,,,,,,,,,,,,,,
5859.119639,296,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0601148073010888,0.0399312614569823,,,,,,,,,,,,,,,,
5859.119993,296,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0640055115648691,0.0392621287168341,,,,,,,,,,,,,,,,
5859.120299,296,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0401870712895625,,,,,,,,,,,,,,,,
5859.120617,296,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0401870712895625,,,,,,,,,,,,,,,,
5859.120976,296,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0604420504434975,0.0398745448253519,,,,,,,,,,,,,,,,
5859.121358,296,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,-0.0595379821965106,0.0400314312545673,,,,,,,,,,,,,,,,
5859.121812,296,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0401870712895625,,,,,,,,,,,,,,,,
5859.122192,296,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0401870712895625,,,,,,,,,,,,,,,,
5859.122519,296,selection_info,14767769360382008888,25,"(8, 2, 2, 8, 8)",0,-0.0595379821965106,0.0400314312545673,,,,,,,,,,,,,,,,
5859.12294,296,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0603979056465248,0.0398821911433239,,,,,,,,,,,,,,,,
5859.123227,296,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0586445906174391,0.0401870712895625,,,,,,,,,,,,,,,,
5859.12356,296,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0603979056465248,0.0398821911433239,,,,,,,,,,,,,,,,
5871.160614,296,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2314119338989257,18.175
5871.16127,296,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,2.9707531929016118,12.49375
5871.161664,296,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2013788223266601,8.577272727272726
5871.162083,296,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.2617738246917725,36.33181818181818
5871.162453,296,client_fit_metrics,10192160218266941336,,,,,,,,,,,,,,,,,,,,5.8321213722229,9.090909090909092
5883.281635,296,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0074436664581298,,
5883.282213,296,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0087528228759765,,
5883.282624,296,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0084614753723144,,
5883.282992,296,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0084309577941894,,
5883.283331,296,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0102183818817138,,
5883.283779,296,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0199244022369384,,
5883.284307,296,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0204331874847412,,
5883.28469,296,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.009737491607666,,
5883.285118,296,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0184879302978515,,
5883.285531,296,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0094594955444335,,
5883.285977,296,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0126287937164306,,
5883.286275,296,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0172686576843261,,
5883.286522,296,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0382795333862304,,
5883.286818,296,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0239250659942626,,
5883.287147,296,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0133373737335205,,
5883.287367,296,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0297780036926269,,
5883.287615,296,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0114033222198486,,
5883.287825,296,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0074670314788818,,
5883.288088,296,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0163991451263427,,
5883.2883,296,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0166950225830078,,
5883.288556,296,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0127749443054199,,
5883.288806,296,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0142674446105957,,
5883.289132,296,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.008660078048706,,
5883.289412,296,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0252952575683593,,
5883.289743,296,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0116927623748779,,
5883.294543,296,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",-0.0003477413352165,0.01,0.17,-0.1803477413352166,,,,,,,,,,,
5883.295294,296,learning_update,15368353039753191835,,,,,,"(8, 2, 1, 8, 8)",-0.0003477413352165,0.01,0.17,-0.1803477413352166,,,,,,,,,,,
5883.295928,296,learning_update,13644997368299628738,,,,,,"(8, 0, 0, 8, 8)",-0.0003477413352165,0.01,0.17,-0.1803477413352166,,,,,,,,,,,
5883.296668,296,learning_update,13392168843036499530,,,,,,"(8, 0, 0, 8, 8)",-0.0003477413352165,0.01,0.17,-0.1803477413352166,,,,,,,,,,,
5883.297388,296,learning_update,10192160218266941336,,,,,,"(8, 0, 0, 8, 8)",-0.0003477413352165,0.01,0.17,-0.1803477413352166,,,,,,,,,,,
5883.330403,297,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0389240031100928,,,,,,,,,,,,,,,,
5883.330748,297,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0393304654811718,,,,,,,,,,,,,,,,
5883.331066,297,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0595379821965106,0.0396729475776056,,,,,,,,,,,,,,,,
5883.33136,297,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0601148073010888,0.0395731765779135,,,,,,,,,,,,,,,,
5883.331669,297,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.0597820426126095,0.0396307028169229,,,,,,,,,,,,,,,,
5883.332017,297,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0393304654811718,,,,,,,,,,,,,,,,
5883.332431,297,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0595379821965106,0.0396729475776056,,,,,,,,,,,,,,,,
5883.332975,297,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0393304654811718,,,,,,,,,,,,,,,,
5883.333448,297,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0393304654811718,,,,,,,,,,,,,,,,
5883.333877,297,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0389240031100928,,,,,,,,,,,,,,,,
5883.3345,297,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.0523405072536372,0.0409392207613111,,,,,,,,,,,,,,,,
5883.334981,297,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0595379821965106,0.0396729475776056,,,,,,,,,,,,,,,,
5883.335342,297,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.0601213563131484,0.0395720452646986,,,,,,,,,,,,,,,,
5883.335723,297,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0601148073010888,0.0395731765779135,,,,,,,,,,,,,,,,
5883.336077,297,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0640055115648691,0.0389067402163438,,,,,,,,,,,,,,,,
5883.336387,297,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0389240031100928,,,,,,,,,,,,,,,,
5883.336708,297,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0389240031100928,,,,,,,,,,,,,,,,
5883.337099,297,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0604420504434975,0.03951668630506,,,,,,,,,,,,,,,,
5883.337477,297,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,-0.0595379821965106,0.0396729475776056,,,,,,,,,,,,,,,,
5883.337803,297,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0389240031100928,,,,,,,,,,,,,,,,
5883.338146,297,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0389240031100928,,,,,,,,,,,,,,,,
5883.338549,297,selection_info,14767769360382008888,25,"(8, 2, 2, 8, 8)",0,-0.0595379821965106,0.0396729475776056,,,,,,,,,,,,,,,,
5883.338874,297,selection_info,8420893525106420796,25,"(7, 0, 0, 8, 8)",1,-0.0203884773260359,0.0470668149482351,,,,,,,,,,,,,,,,
5883.339234,297,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0389240031100928,,,,,,,,,,,,,,,,
5883.339583,297,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",1,-0.0203884773260359,0.0470668149482351,,,,,,,,,,,,,,,,
5892.359402,297,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4891829490661621,9.004545454545454
5892.359891,297,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.4305460453033447,6.25
5892.360368,297,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.7413289546966553,36.27727272727273
5904.492053,297,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0094513893127441,,
5904.492527,297,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0100553035736083,,
5904.49284,297,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0211119651794433,,
5904.493201,297,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0134210586547851,,
5904.493596,297,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0146284103393554,,
5904.494268,297,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0146808624267578,,
5904.494692,297,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.016007661819458,,
5904.495036,297,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0113890171051025,,
5904.495466,297,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0124311447143554,,
5904.495904,297,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0090408325195312,,
5904.49633,297,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0097229480743408,,
5904.496676,297,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0092594623565673,,
5904.497042,297,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0099978446960449,,
5904.498057,297,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0185084342956542,,
5904.498438,297,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0079801082611083,,
5904.49884,297,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0264153480529785,,
5904.499272,297,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0149159431457519,,
5904.499883,297,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0318377017974853,,
5904.500377,297,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0144674777984619,,
5904.500742,297,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0203239917755126,,
5904.501133,297,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0419874191284179,,
5904.501471,297,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0135982036590576,,
5904.501762,297,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0085597038269042,,
5904.502069,297,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0101969242095947,,
5904.502366,297,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0088627338409423,,
5904.507638,297,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",0.0001302786421704,0.02,0.11,-0.1298697213578295,,,,,,,,,,,
5904.508367,297,learning_update,8420893525106420796,,,,,,"(7, 0, 0, 8, 8)",0.0001302786421704,0.02,0.11,-0.1298697213578295,,,,,,,,,,,
5904.509166,297,learning_update,15492424130391261209,,,,,,"(7, 0, 0, 8, 8)",0.0001302786421704,0.02,0.11,-0.1298697213578295,,,,,,,,,,,
5904.544296,298,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0394977652984813,,,,,,,,,,,,,,,,
5904.544708,298,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0399123026205604,,,,,,,,,,,,,,,,
5904.544976,298,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",1,-0.0577740594614927,0.04057438710842,,,,,,,,,,,,,,,,
5904.545302,298,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0601148073010888,0.040159845797255,,,,,,,,,,,,,,,,
5904.54568,298,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.0597820426126095,0.0402185184332385,,,,,,,,,,,,,,,,
5904.546125,298,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0399123026205604,,,,,,,,,,,,,,,,
5904.546502,298,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",1,-0.0577740594614927,0.04057438710842,,,,,,,,,,,,,,,,
5904.546829,298,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0399123026205604,,,,,,,,,,,,,,,,
5904.547139,298,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0399123026205604,,,,,,,,,,,,,,,,
5904.547478,298,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0394977652984813,,,,,,,,,,,,,,,,
5904.547973,298,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.0535868639599619,0.0413266326353122,,,,,,,,,,,,,,,,
5904.548506,298,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",1,-0.0595379821965106,0.0402616053304299,,,,,,,,,,,,,,,,
5904.548921,298,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",1,-0.0591893719147729,0.0403232297309517,,,,,,,,,,,,,,,,
5904.549314,298,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0604420504434975,0.0401022301894953,,,,,,,,,,,,,,,,
5904.549695,298,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0640055115648691,0.0394801599328306,,,,,,,,,,,,,,,,
5904.550079,298,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0394977652984813,,,,,,,,,,,,,,,,
5904.550525,298,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0394977652984813,,,,,,,,,,,,,,,,
5904.550882,298,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0604420504434975,0.0401022301894953,,,,,,,,,,,,,,,,
5904.551299,298,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,-0.0595379821965106,0.0402616053304299,,,,,,,,,,,,,,,,
5904.551651,298,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0394977652984813,,,,,,,,,,,,,,,,
5904.551993,298,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0394977652984813,,,,,,,,,,,,,,,,
5904.5524,298,selection_info,14767769360382008888,25,"(8, 2, 2, 8, 8)",0,-0.0595379821965106,0.0402616053304299,,,,,,,,,,,,,,,,
5904.552802,298,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0603979056465248,0.04010999765584,,,,,,,,,,,,,,,,
5904.553196,298,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0394977652984813,,,,,,,,,,,,,,,,
5904.553789,298,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0603979056465248,0.04010999765584,,,,,,,,,,,,,,,,
5910.590201,298,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.3445613384246826,22.05
5910.590811,298,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.5630970001220703,36.31818181818182
5910.591161,298,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.5452134609222412,22.613636363636363
5910.591597,298,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2490487098693847,18.1875
5910.592013,298,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.9053003787994384,36.24545454545454
5922.774261,298,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0381703376770019,,
5922.774677,298,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.01798677444458,,
5922.775018,298,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0548901557922363,,
5922.775474,298,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0092334747314453,,
5922.775845,298,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0117285251617431,,
5922.77614,298,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0105612277984619,,
5922.776495,298,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0100848674774169,,
5922.776851,298,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.009289264678955,,
5922.777129,298,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.008275032043457,,
5922.777513,298,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0084969997406005,,
5922.777922,298,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0079445838928222,,
5922.778288,298,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0192327499389648,,
5922.778804,298,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0222432613372802,,
5922.779351,298,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0307621955871582,,
5922.779766,298,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0151188373565673,,
5922.780171,298,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0319347381591796,,
5922.780589,298,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.011296272277832,,
5922.780974,298,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.013850450515747,,
5922.781431,298,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0216569900512695,,
5922.781812,298,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0116310119628906,,
5922.782158,298,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0322773456573486,,
5922.782621,298,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.014289379119873,,
5922.783011,298,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0128743648529052,,
5922.783391,298,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0099503993988037,,
5922.783843,298,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.009239912033081,,
5922.788825,298,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",-0.000172853029524,0.02,0.29,-0.3101728530295241,,,,,,,,,,,
5922.789589,298,learning_update,16506691070021547649,,,,,,"(8, 1, 2, 8, 8)",-0.000172853029524,0.02,0.29,-0.3101728530295241,,,,,,,,,,,
5922.7903,298,learning_update,5631037270461107728,,,,,,"(8, 1, 2, 8, 8)",-0.000172853029524,0.02,0.29,-0.3101728530295241,,,,,,,,,,,
5922.791124,298,learning_update,15368353039753191835,,,,,,"(8, 2, 1, 8, 8)",-0.000172853029524,0.02,0.29,-0.3101728530295241,,,,,,,,,,,
5922.792055,298,learning_update,11806130149938443739,,,,,,"(8, 2, 2, 8, 8)",-0.000172853029524,0.02,0.29,-0.3101728530295241,,,,,,,,,,,
5922.828118,299,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0396799670599908,,,,,,,,,,,,,,,,
5922.828592,299,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0400985203285393,,,,,,,,,,,,,,,,
5922.828921,299,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.062605630101456,0.0399077615480685,,,,,,,,,,,,,,,,
5922.829298,299,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",1,-0.0604420504434975,0.0402902951850986,,,,,,,,,,,,,,,,
5922.829597,299,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",1,-0.0597820426126095,0.0404077167343514,,,,,,,,,,,,,,,,
5922.830035,299,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0400985203285393,,,,,,,,,,,,,,,,
5922.830433,299,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.062605630101456,0.0399077615480685,,,,,,,,,,,,,,,,
5922.830837,299,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0396799670599908,,,,,,,,,,,,,,,,
5922.831256,299,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0400985203285393,,,,,,,,,,,,,,,,
5922.831745,299,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0396799670599908,,,,,,,,,,,,,,,,
5922.832377,299,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.0566350056262971,0.0409723272829224,,,,,,,,,,,,,,,,
5922.832884,299,selection_info,11806130149938443739,25,"(8, 3, 2, 8, 8)",0,-0.0623665774016959,0.0399498483677445,,,,,,,,,,,,,,,,
5922.833347,299,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",0,-0.0622319110731534,0.0399735768130208,,,,,,,,,,,,,,,,
5922.83373,299,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0604420504434975,0.0402902951850986,,,,,,,,,,,,,,,,
5922.834164,299,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0628600098348033,0.039863024994355,,,,,,,,,,,,,,,,
5922.834613,299,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0396799670599908,,,,,,,,,,,,,,,,
5922.834955,299,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0396799670599908,,,,,,,,,,,,,,,,
5922.835482,299,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0604420504434975,0.0402902951850986,,,,,,,,,,,,,,,,
5922.835838,299,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,-0.062605630101456,0.0399077615480685,,,,,,,,,,,,,,,,
5922.836165,299,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0396799670599908,,,,,,,,,,,,,,,,
5922.836874,299,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0396799670599908,,,,,,,,,,,,,,,,
5922.837374,299,selection_info,14767769360382008888,25,"(8, 2, 2, 8, 8)",0,-0.062605630101456,0.0399077615480685,,,,,,,,,,,,,,,,
5922.837714,299,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0603979056465248,0.0402981382972452,,,,,,,,,,,,,,,,
5922.838072,299,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0396799670599908,,,,,,,,,,,,,,,,
5922.838572,299,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0603979056465248,0.0402981382972452,,,,,,,,,,,,,,,,
5931.870368,299,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.436565399169922,6.275
5931.870955,299,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6475400924682617,9.05909090909091
5931.871331,299,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2524781227111816,24.2875
5931.871644,299,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.3162682056427002,36.28181818181818
5931.872027,299,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4999592304229736,22.55909090909091
5943.983522,299,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0142364501953125,,
5943.984037,299,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0417919158935546,,
5943.984433,299,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0103471279144287,,
5943.984793,299,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.03279709815979,,
5943.985206,299,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0071673393249511,,
5943.985528,299,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0214414596557617,,
5943.985891,299,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0086963176727294,,
5943.98632,299,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0126781463623046,,
5943.986685,299,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0383424758911132,,
5943.987101,299,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.007638931274414,,
5943.987644,299,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0095841884613037,,
5943.988076,299,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0212049484252929,,
5943.988504,299,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0146546363830566,,
5943.988791,299,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0217225551605224,,
5943.989203,299,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0104563236236572,,
5943.989548,299,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0233988761901855,,
5943.989831,299,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0212247371673584,,
5943.990175,299,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0180215835571289,,
5943.99049,299,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079202651977539,,
5943.990816,299,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0206327438354492,,
5943.991201,299,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.009622573852539,,
5943.991555,299,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0295102596282959,,
5943.991861,299,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0088932514190673,,
5943.992246,299,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0333914756774902,,
5943.992513,299,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0073175430297851,,
5943.997776,299,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",2.775557561562892e-17,0.02,0.2,-0.2199999999999999,,,,,,,,,,,
5943.998731,299,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 8, 8)",2.775557561562892e-17,0.02,0.2,-0.2199999999999999,,,,,,,,,,,
5943.99955,299,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",2.775557561562892e-17,0.02,0.2,-0.2199999999999999,,,,,,,,,,,
5944.00031,299,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",2.775557561562892e-17,0.02,0.2,-0.2199999999999999,,,,,,,,,,,
5944.001106,299,learning_update,4354536512509177290,,,,,,"(8, 0, 1, 8, 8)",2.775557561562892e-17,0.02,0.2,-0.2199999999999999,,,,,,,,,,,
5944.035884,300,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0396943822441557,,,,,,,,,,,,,,,,
5944.03639,300,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",1,-0.0615241336877309,0.0401152027187361,,,,,,,,,,,,,,,,
5944.036794,300,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.062605630101456,0.0399234078906792,,,,,,,,,,,,,,,,
5944.037167,300,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.0601148073010888,0.0403665189440783,,,,,,,,,,,,,,,,
5944.037588,300,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0628600098348033,0.0398784290302231,,,,,,,,,,,,,,,,
5944.037851,300,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0401152027187361,,,,,,,,,,,,,,,,
5944.038235,300,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.062605630101456,0.0399234078906792,,,,,,,,,,,,,,,,
5944.038534,300,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0396943822441557,,,,,,,,,,,,,,,,
5944.038854,300,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0615241336877309,0.0401152027187361,,,,,,,,,,,,,,,,
5944.039251,300,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0396943822441557,,,,,,,,,,,,,,,,
5944.039554,300,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.0587783706206708,0.0406062914758417,,,,,,,,,,,,,,,,
5944.040099,300,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.062605630101456,0.0399234078906792,,,,,,,,,,,,,,,,
5944.040478,300,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",0,-0.0622319110731534,0.0399895800915579,,,,,,,,,,,,,,,,
5944.040894,300,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0625786632047723,0.039928179090669,,,,,,,,,,,,,,,,
5944.041248,300,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0619499622749966,0.0400395756616505,,,,,,,,,,,,,,,,
5944.041596,300,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0396943822441557,,,,,,,,,,,,,,,,
5944.042022,300,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0396943822441557,,,,,,,,,,,,,,,,
5944.042383,300,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0625786632047723,0.039928179090669,,,,,,,,,,,,,,,,
5944.042734,300,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.063863120714636,0.0397015545530093,,,,,,,,,,,,,,,,
5944.04319,300,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0396943822441557,,,,,,,,,,,,,,,,
5944.043545,300,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0396943822441557,,,,,,,,,,,,,,,,
5944.043934,300,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.063863120714636,0.0397015545530093,,,,,,,,,,,,,,,,
5944.044272,300,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0560807511929727,0.0410946238638997,,,,,,,,,,,,,,,,
5944.044599,300,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0396943822441557,,,,,,,,,,,,,,,,
5944.045032,300,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0560807511929727,0.0410946238638997,,,,,,,,,,,,,,,,
5950.079126,300,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.9841315746307372,36.27727272727273
5950.079705,300,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6018064022064209,9.068181818181818
5950.080144,300,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.4798009395599363,6.25625
5950.08043,300,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2423896789550781,24.7625
5950.080752,300,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2562854290008545,8.763636363636364
5962.24369,300,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0188319683074951,,
5962.24426,300,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.030470848083496,,
5962.244622,300,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0254852771759033,,
5962.245027,300,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0196030139923095,,
5962.245332,300,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0092630386352539,,
5962.24571,300,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0115013122558593,,
5962.246057,300,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0084843635559082,,
5962.246353,300,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0085065364837646,,
5962.24681,300,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0123243331909179,,
5962.247152,300,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0273859500885009,,
5962.247494,300,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0354652404785156,,
5962.248005,300,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0188028812408447,,
5962.248344,300,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0116987228393554,,
5962.248643,300,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0214455127716064,,
5962.248977,300,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0144217014312744,,
5962.249307,300,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0111091136932373,,
5962.249665,300,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0090315341949462,,
5962.250024,300,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.028153657913208,,
5962.250356,300,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0280163288116455,,
5962.250707,300,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0183653831481933,,
5962.25109,300,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0072309970855712,,
5962.251434,300,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080106258392333,,
5962.251777,300,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.010697603225708,,
5962.252098,300,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0102276802062988,,
5962.252367,300,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0087106227874755,,
5962.258213,300,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",0.000131090417176,0.02,0.17,-0.1898689095828239,,,,,,,,,,,
5962.258966,300,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",0.000131090417176,0.02,0.17,-0.1898689095828239,,,,,,,,,,,
5962.259634,300,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",0.000131090417176,0.02,0.17,-0.1898689095828239,,,,,,,,,,,
5962.260342,300,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",0.000131090417176,0.02,0.17,-0.1898689095828239,,,,,,,,,,,
5962.261194,300,learning_update,13644997368299628738,,,,,,"(8, 1, 0, 8, 8)",0.000131090417176,0.02,0.17,-0.1898689095828239,,,,,,,,,,,
5962.295901,301,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.039680878715999,,,,,,,,,,,,,,,,
5962.296337,301,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",1,-0.0605205680446795,0.0402833286054413,,,,,,,,,,,,,,,,
5962.296734,301,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.063863120714636,0.0396880846175265,,,,,,,,,,,,,,,,
5962.297122,301,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.0622319110731534,0.0399774645639072,,,,,,,,,,,,,,,,
5962.297517,301,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0628600098348033,0.0398657895819734,,,,,,,,,,,,,,,,
5962.298167,301,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0633522665590839,0.039778485197783,,,,,,,,,,,,,,,,
5962.298584,301,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.063863120714636,0.0396880846175265,,,,,,,,,,,,,,,,
5962.298952,301,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.039680878715999,,,,,,,,,,,,,,,,
5962.299383,301,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0633522665590839,0.039778485197783,,,,,,,,,,,,,,,,
5962.299831,301,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.039680878715999,,,,,,,,,,,,,,,,
5962.300126,301,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",1,-0.0497750151700096,0.0422580582990097,,,,,,,,,,,,,,,,
5962.300501,301,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.063863120714636,0.0396880846175265,,,,,,,,,,,,,,,,
5962.300838,301,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",0,-0.0622319110731534,0.0399774645639072,,,,,,,,,,,,,,,,
5962.30115,301,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0625786632047723,0.0399157739507271,,,,,,,,,,,,,,,,
5962.301481,301,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,-0.0619499622749966,0.0400276963014962,,,,,,,,,,,,,,,,
5962.301743,301,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.039680878715999,,,,,,,,,,,,,,,,
5962.302028,301,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.039680878715999,,,,,,,,,,,,,,,,
5962.30241,301,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0625786632047723,0.0399157739507271,,,,,,,,,,,,,,,,
5962.302823,301,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0390803226057721,,,,,,,,,,,,,,,,
5962.303216,301,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.039680878715999,,,,,,,,,,,,,,,,
5962.303626,301,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.039680878715999,,,,,,,,,,,,,,,,
5962.303929,301,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0390803226057721,,,,,,,,,,,,,,,,
5962.304237,301,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0523571369427182,0.0417748754975641,,,,,,,,,,,,,,,,
5962.304623,301,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.039680878715999,,,,,,,,,,,,,,,,
5962.305135,301,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0523571369427182,0.0417748754975641,,,,,,,,,,,,,,,,
5971.360993,301,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5128812789916992,9.036363636363635
5971.361685,301,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.6817848682403564,36.23181818181818
5971.362031,301,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2026815414428711,8.950000000000001
5971.36231,301,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1688113212585449,46.8
5971.362755,301,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.421273946762085,6.24375
5983.488555,301,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0142385959625244,,
5983.489078,301,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.01194429397583,,
5983.489433,301,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0082001686096191,,
5983.489936,301,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0132615566253662,,
5983.49057,301,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0149531364440917,,
5983.490914,301,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0088272094726562,,
5983.491256,301,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0278291702270507,,
5983.491629,301,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0244147777557373,,
5983.492062,301,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0086548328399658,,
5983.492648,301,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0106008052825927,,
5983.492972,301,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0100486278533935,,
5983.493331,301,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.031973123550415,,
5983.493838,301,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0094554424285888,,
5983.494161,301,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0163273811340332,,
5983.494521,301,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0205602645874023,,
5983.494832,301,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0096926689147949,,
5983.495145,301,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0220918655395507,,
5983.495489,301,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0138819217681884,,
5983.49574,301,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0102288722991943,,
5983.496006,301,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.02205491065979,,
5983.49628,301,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0291905403137207,,
5983.496653,301,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0186560153961181,,
5983.497061,301,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.010695457458496,,
5983.497508,301,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0083677768707275,,
5983.497885,301,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0076253414154052,,
5983.503227,301,learning_update,13644997368299628738,,,,,,"(8, 2, 0, 8, 8)",-1.3877787807814454e-16,0.05,0.21,-0.2600000000000001,,,,,,,,,,,
5983.504045,301,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 8, 8)",-1.3877787807814454e-16,0.05,0.21,-0.2600000000000001,,,,,,,,,,,
5983.504828,301,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",-1.3877787807814454e-16,0.05,0.21,-0.2600000000000001,,,,,,,,,,,
5983.505973,301,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",-1.3877787807814454e-16,0.05,0.21,-0.2600000000000001,,,,,,,,,,,
5983.50689,301,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",-1.3877787807814454e-16,0.05,0.21,-0.2600000000000001,,,,,,,,,,,
5983.542546,302,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0397130565059707,,,,,,,,,,,,,,,,
5983.54296,302,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",0,-0.0630600474766348,0.0398633405180159,,,,,,,,,,,,,,,,
5983.54326,302,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.063863120714636,0.0397203044939351,,,,,,,,,,,,,,,,
5983.543621,302,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",1,-0.0622319110731534,0.0400113800310363,,,,,,,,,,,,,,,,
5983.543969,302,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0628600098348033,0.0398990494427613,,,,,,,,,,,,,,,,
5983.544284,302,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0397130565059707,,,,,,,,,,,,,,,,
5983.544689,302,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.063863120714636,0.0397203044939351,,,,,,,,,,,,,,,,
5983.545071,302,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0397130565059707,,,,,,,,,,,,,,,,
5983.545576,302,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0397130565059707,,,,,,,,,,,,,,,,
5983.546071,302,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0397130565059707,,,,,,,,,,,,,,,,
5983.54647,302,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",1,-0.0523252401548396,0.0418255280222126,,,,,,,,,,,,,,,,
5983.546871,302,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.063863120714636,0.0397203044939351,,,,,,,,,,,,,,,,
5983.54717,302,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",1,-0.0619724355235645,0.0400578774782827,,,,,,,,,,,,,,,,
5983.54751,302,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0625786632047723,0.0399493270577498,,,,,,,,,,,,,,,,
5983.547929,302,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0628600098348033,0.0398990494427613,,,,,,,,,,,,,,,,
5983.548304,302,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0397130565059707,,,,,,,,,,,,,,,,
5983.548714,302,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0397130565059707,,,,,,,,,,,,,,,,
5983.54905,302,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0625786632047723,0.0399493270577498,,,,,,,,,,,,,,,,
5983.549518,302,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0391090161792677,,,,,,,,,,,,,,,,
5983.549939,302,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0397130565059707,,,,,,,,,,,,,,,,
5983.550264,302,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0397130565059707,,,,,,,,,,,,,,,,
5983.550631,302,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0391090161792677,,,,,,,,,,,,,,,,
5983.550966,302,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",1,-0.0513005497905117,0.0420178050246905,,,,,,,,,,,,,,,,
5983.55127,302,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0397130565059707,,,,,,,,,,,,,,,,
5983.551666,302,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.0513005497905117,0.0420178050246905,,,,,,,,,,,,,,,,
5989.583174,302,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2624719142913818,24.7125
5989.583764,302,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6307625770568848,9.086363636363636
5989.584059,302,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.4845287799835205,6.23125
5989.584369,302,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2249917984008789,18.1875
5989.584792,302,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.0627591609954834,36.29545454545455
6001.758969,302,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.018012523651123,,
6001.7594,302,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0133795738220214,,
6001.759747,302,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078628063201904,,
6001.760081,302,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0110607147216796,,
6001.760556,302,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0070557594299316,,
6001.761057,302,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0092501640319824,,
6001.761529,302,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.015195608139038,,
6001.761978,302,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0274438858032226,,
6001.762405,302,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0227668285369873,,
6001.762946,302,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.024489402770996,,
6001.763396,302,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0146567821502685,,
6001.763925,302,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0195684432983398,,
6001.764251,302,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.014871597290039,,
6001.764578,302,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0068731307983398,,
6001.764891,302,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.009002685546875,,
6001.765193,302,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.014064073562622,,
6001.765466,302,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0084645748138427,,
6001.765869,302,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0117616653442382,,
6001.766249,302,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0223336219787597,,
6001.76649,302,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.024860143661499,,
6001.766858,302,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0151348114013671,,
6001.767118,302,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0165176391601562,,
6001.767336,302,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.014733076095581,,
6001.767674,302,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0088386535644531,,
6001.768079,302,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0355474948883056,,
6001.773098,302,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",0.0001302786421704,0.07,0.18,-0.2498697213578295,,,,,,,,,,,
6001.774002,302,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 8, 8)",0.0001302786421704,0.07,0.18,-0.2498697213578295,,,,,,,,,,,
6001.774725,302,learning_update,15368353039753191835,,,,,,"(8, 1, 1, 8, 8)",0.0001302786421704,0.07,0.18,-0.2498697213578295,,,,,,,,,,,
6001.775566,302,learning_update,8420893525106420796,,,,,,"(7, 4, 0, 8, 8)",0.0001302786421704,0.07,0.18,-0.2498697213578295,,,,,,,,,,,
6001.776436,302,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",0.0001302786421704,0.07,0.18,-0.2498697213578295,,,,,,,,,,,
6001.812024,303,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398065404017684,,,,,,,,,,,,,,,,
6001.812463,303,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",0,-0.0630600474766348,0.0399579365879889,,,,,,,,,,,,,,,,
6001.812886,303,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.063863120714636,0.0398138419623506,,,,,,,,,,,,,,,,
6001.813221,303,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.0601213563131484,0.0404896830973,,,,,,,,,,,,,,,,
6001.813562,303,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0628600098348033,0.0399939101981203,,,,,,,,,,,,,,,,
6001.813904,303,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398065404017684,,,,,,,,,,,,,,,,
6001.814248,303,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.063863120714636,0.0398138419623506,,,,,,,,,,,,,,,,
6001.8146,303,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398065404017684,,,,,,,,,,,,,,,,
6001.814944,303,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398065404017684,,,,,,,,,,,,,,,,
6001.815238,303,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398065404017684,,,,,,,,,,,,,,,,
6001.815621,303,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",1,-0.0547716121282631,0.0414759344158746,,,,,,,,,,,,,,,,
6001.815955,303,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.063863120714636,0.0398138419623506,,,,,,,,,,,,,,,,
6001.816436,303,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",0,-0.0646493813828185,0.0396732674359256,,,,,,,,,,,,,,,,
6001.816968,303,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",1,-0.0625786632047723,0.0400445607602768,,,,,,,,,,,,,,,,
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6001.817798,303,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398065404017684,,,,,,,,,,,,,,,,
6001.818427,303,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398065404017684,,,,,,,,,,,,,,,,
6001.818788,303,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0625786632047723,0.0400445607602768,,,,,,,,,,,,,,,,
6001.819228,303,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0391980590367394,,,,,,,,,,,,,,,,
6001.819574,303,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398065404017684,,,,,,,,,,,,,,,,
6001.81999,303,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398065404017684,,,,,,,,,,,,,,,,
6001.8203,303,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0391980590367394,,,,,,,,,,,,,,,,
6001.820674,303,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",1,-0.0561928957214235,0.0412115942839503,,,,,,,,,,,,,,,,
6001.821071,303,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398065404017684,,,,,,,,,,,,,,,,
6001.821409,303,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.0561928957214235,0.0412115942839503,,,,,,,,,,,,,,,,
6010.855049,303,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.3304295539855957,36.31818181818182
6010.855519,303,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,4.8049914836883545,13.636363636363637
6010.856169,303,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2371180057525634,24.25
6010.856506,303,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.4461283683776855,6.225
6010.856925,303,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6441078186035156,9.113636363636363
6022.992051,303,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0352728366851806,,
6022.992505,303,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0077009201049804,,
6022.99298,303,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0077896118164062,,
6022.993338,303,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8197343453510436,0.7397260273972602,0.9863013698630136,0.7012987012987013,365,0.0098686218261718,,
6022.993634,303,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0087723731994628,,
6022.994003,303,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0144782066345214,,
6022.994318,303,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0282504558563232,,
6022.994585,303,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.013617992401123,,
6022.994921,303,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0132300853729248,,
6022.995264,303,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0089356899261474,,
6022.995598,303,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0156259536743164,,
6022.996034,303,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0132572650909423,,
6022.996364,303,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0112581253051757,,
6022.996716,303,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0143015384674072,,
6022.997033,303,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0233600139617919,,
6022.997257,303,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0239460468292236,,
6022.997561,303,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0121350288391113,,
6022.997975,303,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.009455919265747,,
6022.998359,303,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0104923248291015,,
6022.998739,303,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0144834518432617,,
6022.999224,303,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0087640285491943,,
6022.99972,303,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0086643695831298,,
6023.000156,303,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0177187919616699,,
6023.000451,303,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0161740779876709,,
6023.000842,303,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0178322792053222,,
6023.005582,303,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 8, 8)",-6.27617552179105e-07,0.08,0.18,-0.2600006276175521,,,,,,,,,,,
6023.006475,303,learning_update,8420893525106420796,,,,,,"(7, 4, 0, 8, 8)",-6.27617552179105e-07,0.08,0.18,-0.2600006276175521,,,,,,,,,,,
6023.007408,303,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",-6.27617552179105e-07,0.08,0.18,-0.2600006276175521,,,,,,,,,,,
6023.008238,303,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",-6.27617552179105e-07,0.08,0.18,-0.2600006276175521,,,,,,,,,,,
6023.009088,303,learning_update,8818734309448792929,,,,,,"(8, 0, 1, 8, 8)",-6.27617552179105e-07,0.08,0.18,-0.2600006276175521,,,,,,,,,,,
6023.043746,304,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398186645592804,,,,,,,,,,,,,,,,
6023.044092,304,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",0,-0.0630600474766348,0.039970869323054,,,,,,,,,,,,,,,,
6023.044383,304,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0392069628664539,,,,,,,,,,,,,,,,
6023.044661,304,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",1,-0.053493980577338,0.0417375300849603,,,,,,,,,,,,,,,,
6023.045038,304,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,-0.0628600098348033,0.0400070354877435,,,,,,,,,,,,,,,,
6023.04537,304,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398186645592804,,,,,,,,,,,,,,,,
6023.045721,304,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0392069628664539,,,,,,,,,,,,,,,,
6023.046087,304,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398186645592804,,,,,,,,,,,,,,,,
6023.046387,304,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398186645592804,,,,,,,,,,,,,,,,
6023.046736,304,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398186645592804,,,,,,,,,,,,,,,,
6023.047062,304,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",1,-0.0573168467923103,0.0410223443427563,,,,,,,,,,,,,,,,
6023.04739,304,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0392069628664539,,,,,,,,,,,,,,,,
6023.047764,304,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0644332528143525,0.0397234792043333,,,,,,,,,,,,,,,,
6023.048137,304,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0644332528143525,0.0397234792043333,,,,,,,,,,,,,,,,
6023.048429,304,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0628600098348033,0.0400070354877435,,,,,,,,,,,,,,,,
6023.04883,304,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398186645592804,,,,,,,,,,,,,,,,
6023.049139,304,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398186645592804,,,,,,,,,,,,,,,,
6023.049532,304,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0651327821242293,0.0395980446073156,,,,,,,,,,,,,,,,
6023.049925,304,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0392069628664539,,,,,,,,,,,,,,,,
6023.050253,304,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398186645592804,,,,,,,,,,,,,,,,
6023.050625,304,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398186645592804,,,,,,,,,,,,,,,,
6023.051067,304,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0392069628664539,,,,,,,,,,,,,,,,
6023.051412,304,selection_info,8420893525106420796,25,"(7, 5, 0, 8, 8)",1,-0.0521371134990466,0.0419943611663427,,,,,,,,,,,,,,,,
6023.051858,304,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0398186645592804,,,,,,,,,,,,,,,,
6023.052224,304,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0521371134990466,0.0419943611663427,,,,,,,,,,,,,,,,
6032.082402,304,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.7087440490722656,9.118181818181816
6032.083178,304,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.8852412700653076,36.24545454545454
6032.083469,304,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.4705662727355957,6.3
6032.083811,304,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2427132129669189,24.78125
6032.084277,304,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3628809452056885,22.527272727272727
6044.247319,304,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0085752010345458,,
6044.247819,304,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0286765098571777,,
6044.248188,304,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0101304054260253,,
6044.248553,304,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082306861877441,,
6044.248966,304,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0191037654876709,,
6044.249398,304,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0176095962524414,,
6044.250127,304,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.010836124420166,,
6044.250518,304,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.011348009109497,,
6044.251038,304,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0255610942840576,,
6044.251425,304,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0183644294738769,,
6044.251812,304,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.010009765625,,
6044.252119,304,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0093028545379638,,
6044.25247,304,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0146503448486328,,
6044.252853,304,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0087440013885498,,
6044.253332,304,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0231823921203613,,
6044.253737,304,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.00948166847229,,
6044.254147,304,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0101227760314941,,
6044.254518,304,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0109579563140869,,
6044.254871,304,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0173494815826416,,
6044.255255,304,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0138685703277587,,
6044.255682,304,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0305795669555664,,
6044.256002,304,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0212526321411132,,
6044.256432,304,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0153069496154785,,
6044.256884,304,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0085072517395019,,
6044.25722,304,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0107245445251464,,
6044.262053,304,learning_update,8420893525106420796,,,,,,"(7, 5, 0, 8, 8)",-0.0003462226718302,0.11,0.2,-0.3103462226718302,,,,,,,,,,,
6044.26276,304,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",-0.0003462226718302,0.11,0.2,-0.3103462226718302,,,,,,,,,,,
6044.263486,304,learning_update,4354536512509177290,,,,,,"(8, 4, 1, 8, 8)",-0.0003462226718302,0.11,0.2,-0.3103462226718302,,,,,,,,,,,
6044.264196,304,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 8, 8)",-0.0003462226718302,0.11,0.2,-0.3103462226718302,,,,,,,,,,,
6044.264978,304,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",-0.0003462226718302,0.11,0.2,-0.3103462226718302,,,,,,,,,,,
6044.300055,305,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0399990248036132,,,,,,,,,,,,,,,,
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6044.306313,305,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0399990248036132,,,,,,,,,,,,,,,,
6044.308135,305,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0399990248036132,,,,,,,,,,,,,,,,
6044.308476,305,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0651327821242293,0.039776294991533,,,,,,,,,,,,,,,,
6044.308998,305,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0393814885554128,,,,,,,,,,,,,,,,
6044.309586,305,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0399990248036132,,,,,,,,,,,,,,,,
6044.310048,305,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0399990248036132,,,,,,,,,,,,,,,,
6044.31053,305,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0393814885554128,,,,,,,,,,,,,,,,
6044.310968,305,selection_info,8420893525106420796,25,"(7, 5, 0, 8, 8)",1,-0.0582367124003719,0.0410424173642285,,,,,,,,,,,,,,,,
6044.31162,305,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0399990248036132,,,,,,,,,,,,,,,,
6044.312092,305,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0582367124003719,0.0410424173642285,,,,,,,,,,,,,,,,
6050.345714,305,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.4899649620056152,6.25625
6050.346223,305,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2337915897369384,8.886363636363637
6050.346602,305,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.7204439640045166,36.2
6050.346904,305,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.7026708126068115,9.145454545454545
6050.347149,305,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2377974987030029,24.575
6062.465226,305,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0099363327026367,,
6062.465707,305,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0283780097961425,,
6062.46617,305,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0248043537139892,,
6062.466734,305,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.008033275604248,,
6062.467163,305,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0087339878082275,,
6062.467538,305,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0229566097259521,,
6062.467846,305,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0084855556488037,,
6062.468201,305,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0214908123016357,,
6062.468666,305,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0333945751190185,,
6062.469097,305,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.024116039276123,,
6062.469562,305,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0119402408599853,,
6062.469911,305,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0086100101470947,,
6062.470312,305,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0127813816070556,,
6062.470696,305,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0088667869567871,,
6062.47101,305,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0100367069244384,,
6062.47147,305,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0089001655578613,,
6062.471875,305,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0226771831512451,,
6062.47225,305,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0107312202453613,,
6062.472641,305,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0178768634796142,,
6062.47301,305,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0207557678222656,,
6062.47346,305,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.018749713897705,,
6062.474003,305,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.022132396697998,,
6062.474461,305,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0178444385528564,,
6062.474817,305,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0177197456359863,,
6062.475222,305,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0157117843627929,,
6062.480544,305,learning_update,13644997368299628738,,,,,,"(8, 2, 0, 8, 8)",0.0001302786421703,0.11,0.17,-0.2798697213578296,,,,,,,,,,,
6062.481377,305,learning_update,4354536512509177290,,,,,,"(8, 4, 1, 8, 8)",0.0001302786421703,0.11,0.17,-0.2798697213578296,,,,,,,,,,,
6062.482209,305,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 8, 8)",0.0001302786421703,0.11,0.17,-0.2798697213578296,,,,,,,,,,,
6062.483129,305,learning_update,8420893525106420796,,,,,,"(7, 5, 0, 8, 8)",0.0001302786421703,0.11,0.17,-0.2798697213578296,,,,,,,,,,,
6062.484062,305,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",0.0001302786421703,0.11,0.17,-0.2798697213578296,,,,,,,,,,,
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6062.520772,306,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0395185530392117,,,,,,,,,,,,,,,,
6062.521325,306,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",1,-0.0592861020882338,0.040996873420104,,,,,,,,,,,,,,,,
6062.522044,306,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0659006120516868,0.0397770128656347,,,,,,,,,,,,,,,,
6062.522513,306,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0401413769731426,,,,,,,,,,,,,,,,
6062.522925,306,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0395185530392117,,,,,,,,,,,,,,,,
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6062.523752,306,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0401413769731426,,,,,,,,,,,,,,,,
6062.524099,306,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0401413769731426,,,,,,,,,,,,,,,,
6062.524496,306,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",1,-0.0631013263936424,0.0402887687054973,,,,,,,,,,,,,,,,
6062.524862,306,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0395185530392117,,,,,,,,,,,,,,,,
6062.525219,306,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0644332528143525,0.0400444545432019,,,,,,,,,,,,,,,,
6062.525656,306,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0644332528143525,0.0400444545432019,,,,,,,,,,,,,,,,
6062.526025,306,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0659006120516868,0.0397770128656347,,,,,,,,,,,,,,,,
6062.526361,306,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0401413769731426,,,,,,,,,,,,,,,,
6062.526762,306,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0401413769731426,,,,,,,,,,,,,,,,
6062.527089,306,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0651327821242293,0.0399167344153121,,,,,,,,,,,,,,,,
6062.527396,306,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0395185530392117,,,,,,,,,,,,,,,,
6062.527854,306,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0401413769731426,,,,,,,,,,,,,,,,
6062.528259,306,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0401413769731426,,,,,,,,,,,,,,,,
6062.528707,306,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0395185530392117,,,,,,,,,,,,,,,,
6062.529154,306,selection_info,8420893525106420796,25,"(7, 5, 0, 8, 8)",1,-0.0637148929422266,0.0401760380797426,,,,,,,,,,,,,,,,
6062.529562,306,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0639038913621011,0.0401413769731426,,,,,,,,,,,,,,,,
6062.530056,306,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0637148929422266,0.0401760380797426,,,,,,,,,,,,,,,,
6068.568677,306,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.7854125499725342,36.268181818181816
6068.569222,306,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2880940437316894,12.65
6068.569716,306,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.50773024559021,9.054545454545456
6068.570071,306,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2407553195953369,24.6375
6068.570411,306,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.5058581829071045,6.275
6080.700939,306,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0218310356140136,,
6080.701358,306,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.043849229812622,,
6080.701644,306,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0113360881805419,,
6080.702045,306,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0119969844818115,,
6080.702375,306,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0088224411010742,,
6080.702683,306,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0093636512756347,,
6080.703003,306,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0319776535034179,,
6080.70332,306,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0131137371063232,,
6080.703621,306,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0119321346282958,,
6080.703899,306,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0076563358306884,,
6080.704223,306,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0103266239166259,,
6080.704462,306,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.007131814956665,,
6080.704772,306,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0096068382263183,,
6080.705075,306,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0303974151611328,,
6080.705595,306,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0163047313690185,,
6080.705973,306,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0199377536773681,,
6080.706257,306,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0438997745513916,,
6080.706584,306,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0139298439025878,,
6080.706888,306,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082137584686279,,
6080.707222,306,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.009655475616455,,
6080.707604,306,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0096306800842285,,
6080.708009,306,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0096266269683837,,
6080.708309,306,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0093517303466796,,
6080.708661,306,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.010089635848999,,
6080.709028,306,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0333077907562255,,
6080.713681,306,learning_update,4354536512509177290,,,,,,"(8, 4, 1, 8, 8)",-2.775557561562892e-17,0.11,0.17,-0.28,,,,,,,,,,,
6080.714379,306,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 8, 8)",-2.775557561562892e-17,0.11,0.17,-0.28,,,,,,,,,,,
6080.715139,306,learning_update,8420893525106420796,,,,,,"(7, 5, 0, 8, 8)",-2.775557561562892e-17,0.11,0.17,-0.28,,,,,,,,,,,
6080.715842,306,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",-2.775557561562892e-17,0.11,0.17,-0.28,,,,,,,,,,,
6080.716697,306,learning_update,16206290167654754491,,,,,,"(8, 0, 0, 8, 8)",-2.775557561562892e-17,0.11,0.17,-0.28,,,,,,,,,,,
6080.75166,307,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",1,-0.0633522665590839,0.0404429414825831,,,,,,,,,,,,,,,,
6080.752095,307,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",1,-0.0633522665590839,0.0404429414825831,,,,,,,,,,,,,,,,
6080.752452,307,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397116416382571,,,,,,,,,,,,,,,,
6080.752738,307,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.05266717158589,0.0424757441976043,,,,,,,,,,,,,,,,
6080.753035,307,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0659006120516868,0.0399726737187377,,,,,,,,,,,,,,,,
6080.753386,307,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398381645224595,,,,,,,,,,,,,,,,
6080.753675,307,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397116416382571,,,,,,,,,,,,,,,,
6080.754105,307,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398381645224595,,,,,,,,,,,,,,,,
6080.754463,307,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398381645224595,,,,,,,,,,,,,,,,
6080.754828,307,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398381645224595,,,,,,,,,,,,,,,,
6080.755123,307,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",0,-0.0658382250672487,0.0399841209598659,,,,,,,,,,,,,,,,
6080.75546,307,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397116416382571,,,,,,,,,,,,,,,,
6080.755781,307,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",1,-0.0644332528143525,0.04024278601201,,,,,,,,,,,,,,,,
6080.756186,307,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",1,-0.0644332528143525,0.04024278601201,,,,,,,,,,,,,,,,
6080.756507,307,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0644962027407599,0.0402311607703503,,,,,,,,,,,,,,,,
6080.756851,307,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398381645224595,,,,,,,,,,,,,,,,
6080.757179,307,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398381645224595,,,,,,,,,,,,,,,,
6080.757468,307,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0651327821242293,0.0401137893634913,,,,,,,,,,,,,,,,
6080.757821,307,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397116416382571,,,,,,,,,,,,,,,,
6080.758157,307,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398381645224595,,,,,,,,,,,,,,,,
6080.758459,307,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398381645224595,,,,,,,,,,,,,,,,
6080.758856,307,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397116416382571,,,,,,,,,,,,,,,,
6080.759187,307,selection_info,8420893525106420796,25,"(7, 5, 0, 8, 8)",0,-0.0691847268712351,0.0393746835536711,,,,,,,,,,,,,,,,
6080.759485,307,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398381645224595,,,,,,,,,,,,,,,,
6080.759831,307,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",0,-0.0691847268712351,0.0393746835536711,,,,,,,,,,,,,,,,
6089.804738,307,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2014682292938232,9.018181818181818
6089.805451,307,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2348177433013916,24.65625
6089.805813,307,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,4.005322694778442,13.63181818181818
6089.806117,307,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2865850925445556,12.45625
6089.806576,307,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2388875484466552,18.54375
6101.933562,307,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0116059780120849,,
6101.933955,307,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0176095962524414,,
6101.934374,307,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0182907581329345,,
6101.934769,307,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.015864610671997,,
6101.935119,307,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0308408737182617,,
6101.935497,307,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0301260948181152,,
6101.935755,307,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0143976211547851,,
6101.935987,307,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0199241638183593,,
6101.936339,307,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0223088264465332,,
6101.936597,307,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0200755596160888,,
6101.936867,307,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0128035545349121,,
6101.937311,307,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0082008838653564,,
6101.9376,307,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0144755840301513,,
6101.937874,307,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0205283164978027,,
6101.93818,307,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0128331184387207,,
6101.938439,307,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0091238021850585,,
6101.938802,307,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.006789207458496,,
6101.939174,307,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0157489776611328,,
6101.939509,307,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070455074310302,,
6101.939902,307,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0099916458129882,,
6101.940227,307,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0097010135650634,,
6101.940581,307,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0288257598876953,,
6101.940969,307,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079431533813476,,
6101.941427,307,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0145008563995361,,
6101.941728,307,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0108778476715087,,
6101.946131,307,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",3.958820630201032e-07,0.03,0.14,-0.169999604117937,,,,,,,,,,,
6101.946977,307,learning_update,16206290167654754491,,,,,,"(8, 1, 0, 8, 8)",3.958820630201032e-07,0.03,0.14,-0.169999604117937,,,,,,,,,,,
6101.947681,307,learning_update,13644997368299628738,,,,,,"(8, 1, 0, 8, 8)",3.958820630201032e-07,0.03,0.14,-0.169999604117937,,,,,,,,,,,
6101.948337,307,learning_update,15368353039753191835,,,,,,"(8, 1, 1, 8, 8)",3.958820630201032e-07,0.03,0.14,-0.169999604117937,,,,,,,,,,,
6101.949046,307,learning_update,8818734309448792929,,,,,,"(8, 1, 1, 8, 8)",3.958820630201032e-07,0.03,0.14,-0.169999604117937,,,,,,,,,,,
6101.984802,308,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.0657956846427365,0.0399087661461085,,,,,,,,,,,,,,,,
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6101.986188,308,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.0543145004554835,0.042079287919989,,,,,,,,,,,,,,,,
6101.986711,308,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0659006120516868,0.0398894548900082,,,,,,,,,,,,,,,,
6101.987064,308,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397545523540476,,,,,,,,,,,,,,,,
6101.987467,308,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0396276615730919,,,,,,,,,,,,,,,,
6101.987779,308,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397545523540476,,,,,,,,,,,,,,,,
6101.988102,308,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397545523540476,,,,,,,,,,,,,,,,
6101.988637,308,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397545523540476,,,,,,,,,,,,,,,,
6101.989151,308,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.0605372511468225,0.0408886187973355,,,,,,,,,,,,,,,,
6101.989497,308,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0396276615730919,,,,,,,,,,,,,,,,
6101.989847,308,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0676899679203151,0.03956156945078,,,,,,,,,,,,,,,,
6101.990228,308,selection_info,8818734309448792929,25,"(8, 2, 1, 8, 8)",0,-0.0646493813828185,0.0401203462809373,,,,,,,,,,,,,,,,
6101.990609,308,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,-0.0644962027407599,0.0401487042220576,,,,,,,,,,,,,,,,
6101.991233,308,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397545523540476,,,,,,,,,,,,,,,,
6101.99161,308,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397545523540476,,,,,,,,,,,,,,,,
6101.992038,308,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0651327821242293,0.0400309856452596,,,,,,,,,,,,,,,,
6101.992505,308,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0396276615730919,,,,,,,,,,,,,,,,
6101.992823,308,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397545523540476,,,,,,,,,,,,,,,,
6101.993174,308,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397545523540476,,,,,,,,,,,,,,,,
6101.993532,308,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0396276615730919,,,,,,,,,,,,,,,,
6101.993841,308,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",1,-0.0611824452889244,0.0407671107247636,,,,,,,,,,,,,,,,
6101.994218,308,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397545523540476,,,,,,,,,,,,,,,,
6101.994477,308,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.0611824452889244,0.0407671107247636,,,,,,,,,,,,,,,,
6111.024427,308,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2386195659637451,24.6
6111.025055,308,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.224112033843994,36.28636363636363
6111.025413,308,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1866543292999267,48.04375
6111.025847,308,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.4792742729187012,6.25625
6111.026224,308,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.4852523803710937,9.118181818181816
6123.169932,308,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0086767673492431,,
6123.170355,308,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0072436332702636,,
6123.170644,308,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0319485664367675,,
6123.171128,308,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0083634853363037,,
6123.171449,308,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0153141021728515,,
6123.171696,308,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0106384754180908,,
6123.172023,308,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0100750923156738,,
6123.172284,308,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0094847679138183,,
6123.172531,308,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0210607051849365,,
6123.17278,308,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0087871551513671,,
6123.173465,308,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0185801982879638,,
6123.173954,308,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0136067867279052,,
6123.174333,308,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0087959766387939,,
6123.174713,308,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0113542079925537,,
6123.175109,308,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0066075325012207,,
6123.175489,308,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0208685398101806,,
6123.175799,308,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0253303050994873,,
6123.17625,308,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.009683609008789,,
6123.176797,308,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0164442062377929,,
6123.177322,308,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0297896862030029,,
6123.177684,308,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.015885591506958,,
6123.178086,308,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.010909080505371,,
6123.178471,308,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0181043148040771,,
6123.178851,308,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0156168937683105,,
6123.179682,308,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0179247856140136,,
6123.184615,308,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",4.158929426401059e-07,0.09,0.23,-0.3199995841070573,,,,,,,,,,,
6123.185417,308,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",4.158929426401059e-07,0.09,0.23,-0.3199995841070573,,,,,,,,,,,
6123.186107,308,learning_update,8420893525106420796,,,,,,"(7, 4, 0, 8, 8)",4.158929426401059e-07,0.09,0.23,-0.3199995841070573,,,,,,,,,,,
6123.187043,308,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",4.158929426401059e-07,0.09,0.23,-0.3199995841070573,,,,,,,,,,,
6123.187756,308,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",4.158929426401059e-07,0.09,0.23,-0.3199995841070573,,,,,,,,,,,
6123.223014,309,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",1,-0.0657956846427365,0.0400830533110999,,,,,,,,,,,,,,,,
6123.223677,309,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",1,-0.0657956846427365,0.0400830533110999,,,,,,,,,,,,,,,,
6123.224219,309,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397993074003948,,,,,,,,,,,,,,,,
6123.224583,309,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.0574601817960986,0.0416622857211632,,,,,,,,,,,,,,,,
6123.225142,309,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0659006120516868,0.0400635602789159,,,,,,,,,,,,,,,,
6123.225659,309,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399273892347582,,,,,,,,,,,,,,,,
6123.226135,309,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397993074003948,,,,,,,,,,,,,,,,
6123.226548,309,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399273892347582,,,,,,,,,,,,,,,,
6123.226978,309,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399273892347582,,,,,,,,,,,,,,,,
6123.227369,309,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399273892347582,,,,,,,,,,,,,,,,
6123.227692,309,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.0636767097367462,0.0404787448421294,,,,,,,,,,,,,,,,
6123.228129,309,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397993074003948,,,,,,,,,,,,,,,,
6123.228522,309,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0676899679203151,0.0397325957238401,,,,,,,,,,,,,,,,
6123.228964,309,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0676899679203151,0.0397325957238401,,,,,,,,,,,,,,,,
6123.229766,309,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0659006120516868,0.0400635602789159,,,,,,,,,,,,,,,,
6123.230426,309,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399273892347582,,,,,,,,,,,,,,,,
6123.230861,309,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399273892347582,,,,,,,,,,,,,,,,
6123.231514,309,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",1,-0.0651327821242293,0.0402064243558622,,,,,,,,,,,,,,,,
6123.232066,309,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397993074003948,,,,,,,,,,,,,,,,
6123.232528,309,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399273892347582,,,,,,,,,,,,,,,,
6123.233111,309,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399273892347582,,,,,,,,,,,,,,,,
6123.23354,309,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397993074003948,,,,,,,,,,,,,,,,
6123.234131,309,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",0,-0.0674569332670919,0.0397755431691672,,,,,,,,,,,,,,,,
6123.234484,309,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399273892347582,,,,,,,,,,,,,,,,
6123.234784,309,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",0,-0.0674569332670919,0.0397755431691672,,,,,,,,,,,,,,,,
6132.268754,309,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.9001877307891846,36.27727272727273
6132.26934,309,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2869687080383301,12.425
6132.269652,309,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1985502243041992,8.877272727272727
6132.270039,309,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2420129776000976,24.33125
6132.270498,309,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,3.498152256011963,18.172727272727272
6144.385148,309,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0100696086883544,,
6144.385645,309,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0149064064025878,,
6144.385998,309,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0364565849304199,,
6144.386377,309,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0099015235900878,,
6144.386873,309,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.020491600036621,,
6144.387179,309,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0257835388183593,,
6144.387504,309,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0089697837829589,,
6144.387844,309,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0171020030975341,,
6144.388165,309,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0111780166625976,,
6144.388611,309,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0129377841949462,,
6144.388991,309,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0126087665557861,,
6144.389339,309,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0083937644958496,,
6144.389716,309,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0176987648010253,,
6144.390075,309,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0292897224426269,,
6144.390387,309,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0167720317840576,,
6144.39081,309,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8197343453510436,0.7397260273972602,0.9863013698630136,0.7012987012987013,365,0.0129833221435546,,
6144.391189,309,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0100572109222412,,
6144.391546,309,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0075838565826416,,
6144.391919,309,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0096540451049804,,
6144.392261,309,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0220742225646972,,
6144.392666,309,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0265052318572998,,
6144.392952,309,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0153939723968505,,
6144.393254,309,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0123200416564941,,
6144.393757,309,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0106468200683593,,
6144.394176,309,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0148906707763671,,
6144.398914,309,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",0.0001298319851582,0.05,0.2,-0.2498701680148418,,,,,,,,,,,
6144.399758,309,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",0.0001298319851582,0.05,0.2,-0.2498701680148418,,,,,,,,,,,
6144.400512,309,learning_update,7830638094315628080,,,,,,"(8, 0, 1, 8, 8)",0.0001298319851582,0.05,0.2,-0.2498701680148418,,,,,,,,,,,
6144.401293,309,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",0.0001298319851582,0.05,0.2,-0.2498701680148418,,,,,,,,,,,
6144.402114,309,learning_update,13644997368299628738,,,,,,"(8, 2, 0, 8, 8)",0.0001298319851582,0.05,0.2,-0.2498701680148418,,,,,,,,,,,
6144.438347,310,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.059903203674599,0.0410221150746563,,,,,,,,,,,,,,,,
6144.438734,310,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",1,-0.059903203674599,0.0410221150746563,,,,,,,,,,,,,,,,
6144.439053,310,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0396272570243138,,,,,,,,,,,,,,,,
6144.439437,310,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.0599014232944509,0.0410224553612037,,,,,,,,,,,,,,,,
6144.439833,310,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.067644342062888,0.039568910917479,,,,,,,,,,,,,,,,
6144.440216,310,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397554270446479,,,,,,,,,,,,,,,,
6144.440697,310,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0396272570243138,,,,,,,,,,,,,,,,
6144.441126,310,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397554270446479,,,,,,,,,,,,,,,,
6144.44152,310,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397554270446479,,,,,,,,,,,,,,,,
6144.441974,310,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397554270446479,,,,,,,,,,,,,,,,
6144.442298,310,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",0,-0.0661117347071579,0.0398524733573252,,,,,,,,,,,,,,,,
6144.442727,310,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0396272570243138,,,,,,,,,,,,,,,,
6144.443069,310,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0676899679203151,0.0395605002364428,,,,,,,,,,,,,,,,
6144.443514,310,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0676899679203151,0.0395605002364428,,,,,,,,,,,,,,,,
6144.443921,310,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0659006120516868,0.0398916941101048,,,,,,,,,,,,,,,,
6144.444358,310,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397554270446479,,,,,,,,,,,,,,,,
6144.444755,310,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397554270446479,,,,,,,,,,,,,,,,
6144.44517,310,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",0,-0.0676899679203151,0.0395605002364428,,,,,,,,,,,,,,,,
6144.445558,310,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0396272570243138,,,,,,,,,,,,,,,,
6144.445902,310,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397554270446479,,,,,,,,,,,,,,,,
6144.446216,310,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397554270446479,,,,,,,,,,,,,,,,
6144.446494,310,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0396272570243138,,,,,,,,,,,,,,,,
6144.446854,310,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0574080227643062,0.0415018034359225,,,,,,,,,,,,,,,,
6144.447169,310,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397554270446479,,,,,,,,,,,,,,,,
6144.447578,310,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0574080227643062,0.0415018034359225,,,,,,,,,,,,,,,,
6150.480502,310,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2397429943084716,24.3875
6150.481065,310,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2928111553192138,12.7
6150.481303,310,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.5321128368377686,6.24375
6150.481695,310,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5074276924133301,9.05909090909091
6150.481968,310,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2072451114654541,8.954545454545455
6162.612722,310,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0220797061920166,,
6162.613287,310,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0107994079589843,,
6162.61375,310,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0087602138519287,,
6162.614113,310,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.009596824645996,,
6162.614491,310,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.008615493774414,,
6162.614833,310,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0111677646636962,,
6162.615201,310,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0299489498138427,,
6162.61564,310,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.02134370803833,,
6162.616061,310,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0168592929840087,,
6162.616395,310,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0072338581085205,,
6162.616764,310,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0179312229156494,,
6162.61708,310,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0141005516052246,,
6162.617374,310,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0183145999908447,,
6162.617772,310,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0128278732299804,,
6162.618103,310,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0162510871887207,,
6162.618443,310,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0073144435882568,,
6162.618788,310,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.01578950881958,,
6162.619207,310,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0169150829315185,,
6162.619586,310,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0108366012573242,,
6162.619934,310,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0117497444152832,,
6162.620277,310,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0141181945800781,,
6162.620624,310,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0141689777374267,,
6162.620995,310,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.008927583694458,,
6162.621439,310,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0240137577056884,,
6162.621749,310,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0156996250152587,,
6162.626454,310,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",-0.0003462226718301,0.07,0.11,-0.1803462226718302,,,,,,,,,,,
6162.62728,310,learning_update,13644997368299628738,,,,,,"(8, 3, 0, 8, 8)",-0.0003462226718301,0.07,0.11,-0.1803462226718302,,,,,,,,,,,
6162.627986,310,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",-0.0003462226718301,0.07,0.11,-0.1803462226718302,,,,,,,,,,,
6162.628785,310,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",-0.0003462226718301,0.07,0.11,-0.1803462226718302,,,,,,,,,,,
6162.629436,310,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",-0.0003462226718301,0.07,0.11,-0.1803462226718302,,,,,,,,,,,
6162.6635,311,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.0542296601887123,0.0421183483018574,,,,,,,,,,,,,,,,
6162.663896,311,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.0633375673321818,0.0403598139806496,,,,,,,,,,,,,,,,
6162.664287,311,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0396126475938846,,,,,,,,,,,,,,,,
6162.66461,311,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.0616449840978748,0.0406809658644523,,,,,,,,,,,,,,,,
6162.665096,311,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.067644342062888,0.0395540301274877,,,,,,,,,,,,,,,,
6162.665645,311,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397414152369159,,,,,,,,,,,,,,,,
6162.666306,311,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0396126475938846,,,,,,,,,,,,,,,,
6162.666774,311,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397414152369159,,,,,,,,,,,,,,,,
6162.667206,311,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397414152369159,,,,,,,,,,,,,,,,
6162.667607,311,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397414152369159,,,,,,,,,,,,,,,,
6162.667957,311,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0579604727183818,0.0413889314060835,,,,,,,,,,,,,,,,
6162.668344,311,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0396126475938846,,,,,,,,,,,,,,,,
6162.668722,311,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0676899679203151,0.0395455803653563,,,,,,,,,,,,,,,,
6162.669094,311,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0676899679203151,0.0395455803653563,,,,,,,,,,,,,,,,
6162.669385,311,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0659006120516868,0.039878319967284,,,,,,,,,,,,,,,,
6162.669743,311,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397414152369159,,,,,,,,,,,,,,,,
6162.670097,311,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397414152369159,,,,,,,,,,,,,,,,
6162.670459,311,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",0,-0.0676899679203151,0.0395455803653563,,,,,,,,,,,,,,,,
6162.670849,311,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0396126475938846,,,,,,,,,,,,,,,,
6162.671144,311,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397414152369159,,,,,,,,,,,,,,,,
6162.671444,311,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397414152369159,,,,,,,,,,,,,,,,
6162.671981,311,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0396126475938846,,,,,,,,,,,,,,,,
6162.672384,311,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0608983851180102,0.0408234370772247,,,,,,,,,,,,,,,,
6162.672775,311,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0397414152369159,,,,,,,,,,,,,,,,
6162.673192,311,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0608983851180102,0.0408234370772247,,,,,,,,,,,,,,,,
6168.703453,311,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.8188533782958984,9.118181818181816
6168.703935,311,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2885894775390625,12.31875
6168.70434,311,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.4856946468353271,6.275
6168.704725,311,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.7798240184783936,36.28636363636363
6168.705035,311,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2330210208892822,24.50625
6180.842583,311,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0090095996856689,,
6180.843201,311,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0356724262237548,,
6180.843559,311,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0086386203765869,,
6180.843903,311,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.02406907081604,,
6180.844213,311,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0231037139892578,,
6180.84457,311,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0114810466766357,,
6180.844891,311,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0095813274383544,,
6180.845192,311,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0084788799285888,,
6180.84552,311,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0144469738006591,,
6180.845849,311,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0085983276367187,,
6180.846201,311,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0079152584075927,,
6180.846588,311,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0154547691345214,,
6180.846972,311,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0196218490600585,,
6180.847295,311,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0093739032745361,,
6180.847629,311,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0092396736145019,,
6180.847985,311,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0207078456878662,,
6180.848348,311,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0120542049407958,,
6180.848727,311,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0342850685119628,,
6180.849078,311,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0115516185760498,,
6180.849484,311,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0276191234588623,,
6180.849901,311,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0172710418701171,,
6180.850386,311,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0243868827819824,,
6180.850742,311,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0169227123260498,,
6180.851121,311,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.026928424835205,,
6180.8515,311,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0114288330078125,,
6180.856826,311,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",0.0001302786421704,0.08,0.17,-0.2498697213578296,,,,,,,,,,,
6180.857607,311,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",0.0001302786421704,0.08,0.17,-0.2498697213578296,,,,,,,,,,,
6180.858332,311,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",0.0001302786421704,0.08,0.17,-0.2498697213578296,,,,,,,,,,,
6180.859228,311,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",0.0001302786421704,0.08,0.17,-0.2498697213578296,,,,,,,,,,,
6180.86015,311,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",0.0001302786421704,0.08,0.17,-0.2498697213578296,,,,,,,,,,,
6180.894743,312,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.0566741277421019,0.0417839965005538,,,,,,,,,,,,,,,,
6180.895072,312,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",1,-0.0633375673321818,0.0404940173644618,,,,,,,,,,,,,,,,
6180.895334,312,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397406347094932,,,,,,,,,,,,,,,,
6180.895807,312,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.0640820363273552,0.040352391388947,,,,,,,,,,,,,,,,
6180.896148,312,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.067644342062888,0.0396815325614524,,,,,,,,,,,,,,,,
6180.896592,312,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398704686168605,,,,,,,,,,,,,,,,
6180.897003,312,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397406347094932,,,,,,,,,,,,,,,,
6180.8973,312,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398704686168605,,,,,,,,,,,,,,,,
6180.897709,312,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398704686168605,,,,,,,,,,,,,,,,
6180.898066,312,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398704686168605,,,,,,,,,,,,,,,,
6180.898325,312,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0604012094592418,0.0410574864027945,,,,,,,,,,,,,,,,
6180.898736,312,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397406347094932,,,,,,,,,,,,,,,,
6180.899115,312,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0676899679203151,0.0396730129682929,,,,,,,,,,,,,,,,
6180.899466,312,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0676899679203151,0.0396730129682929,,,,,,,,,,,,,,,,
6180.899793,312,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0659006120516868,0.0400085093093835,,,,,,,,,,,,,,,,
6180.900106,312,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398704686168605,,,,,,,,,,,,,,,,
6180.90041,312,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398704686168605,,,,,,,,,,,,,,,,
6180.900698,312,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",0,-0.0676899679203151,0.0396730129682929,,,,,,,,,,,,,,,,
6180.901079,312,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397406347094932,,,,,,,,,,,,,,,,
6180.901426,312,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398704686168605,,,,,,,,,,,,,,,,
6180.901787,312,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398704686168605,,,,,,,,,,,,,,,,
6180.902062,312,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397406347094932,,,,,,,,,,,,,,,,
6180.902463,312,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0657715449761023,0.0400328182341583,,,,,,,,,,,,,,,,
6180.90278,312,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398704686168605,,,,,,,,,,,,,,,,
6180.903161,312,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0657715449761023,0.0400328182341583,,,,,,,,,,,,,,,,
6189.92585,312,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.5452818870544434,6.275
6189.926563,312,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2195472717285156,8.80909090909091
6189.926968,312,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.2335751056671145,35.809090909090905
6189.927276,312,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2588472366333008,24.625
6189.927585,312,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2937922477722168,12.325
6202.073639,312,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0151128768920898,,
6202.074126,312,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0107271671295166,,
6202.074464,312,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0132501125335693,,
6202.074759,312,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0081419944763183,,
6202.075178,312,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0185730457305908,,
6202.075607,312,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0094671249389648,,
6202.075884,312,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0128695964813232,,
6202.07629,312,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0065340995788574,,
6202.076639,312,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0171613693237304,,
6202.076962,312,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0249543190002441,,
6202.077381,312,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0272305011749267,,
6202.077773,312,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0202946662902832,,
6202.078102,312,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0163443088531494,,
6202.078435,312,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0098631381988525,,
6202.078807,312,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0134868621826171,,
6202.07917,312,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0117480754852294,,
6202.079614,312,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0094749927520751,,
6202.080027,312,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0153839588165283,,
6202.080396,312,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0286915302276611,,
6202.080772,312,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0087397098541259,,
6202.081194,312,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0155248641967773,,
6202.081578,312,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0085852146148681,,
6202.081934,312,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8197343453510436,0.7397260273972602,0.9863013698630136,0.7012987012987013,365,0.010244607925415,,
6202.082309,312,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0100588798522949,,
6202.082726,312,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0149450302124023,,
6202.087782,312,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",0.0001306437601638,0.08,0.17,-0.2498693562398362,,,,,,,,,,,
6202.088553,312,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",0.0001306437601638,0.08,0.17,-0.2498693562398362,,,,,,,,,,,
6202.089256,312,learning_update,13644997368299628738,,,,,,"(8, 3, 0, 8, 8)",0.0001306437601638,0.08,0.17,-0.2498693562398362,,,,,,,,,,,
6202.089939,312,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",0.0001306437601638,0.08,0.17,-0.2498693562398362,,,,,,,,,,,
6202.090988,312,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",0.0001306437601638,0.08,0.17,-0.2498693562398362,,,,,,,,,,,
6202.126938,313,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.0591161471767582,0.0414475300141966,,,,,,,,,,,,,,,,
6202.127358,313,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",1,-0.0657729233272479,0.040162874959497,,,,,,,,,,,,,,,,
6202.127636,313,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0398685345116792,,,,,,,,,,,,,,,,
6202.127952,313,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.0665166478534262,0.0400218434406087,,,,,,,,,,,,,,,,
6202.128405,313,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.067644342062888,0.0398089444240802,,,,,,,,,,,,,,,,
6202.128765,313,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399994418734899,,,,,,,,,,,,,,,,
6202.129266,313,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0398685345116792,,,,,,,,,,,,,,,,
6202.129661,313,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399994418734899,,,,,,,,,,,,,,,,
6202.13001,313,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399994418734899,,,,,,,,,,,,,,,,
6202.130571,313,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399994418734899,,,,,,,,,,,,,,,,
6202.130993,313,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.0661117347071579,0.0400985650701348,,,,,,,,,,,,,,,,
6202.131575,313,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0398685345116792,,,,,,,,,,,,,,,,
6202.131865,313,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0398192971827569,,,,,,,,,,,,,,,,
6202.132306,313,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0398192971827569,,,,,,,,,,,,,,,,
6202.132793,313,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,-0.0659006120516868,0.040138626222756,,,,,,,,,,,,,,,,
6202.133354,313,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399994418734899,,,,,,,,,,,,,,,,
6202.133653,313,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399994418734899,,,,,,,,,,,,,,,,
6202.133958,313,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",0,-0.0676899679203151,0.0398003545310441,,,,,,,,,,,,,,,,
6202.134298,313,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0398685345116792,,,,,,,,,,,,,,,,
6202.134653,313,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399994418734899,,,,,,,,,,,,,,,,
6202.134992,313,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399994418734899,,,,,,,,,,,,,,,,
6202.135308,313,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0398685345116792,,,,,,,,,,,,,,,,
6202.135641,313,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",0,-0.0674569332670919,0.0398442469712248,,,,,,,,,,,,,,,,
6202.135967,313,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399994418734899,,,,,,,,,,,,,,,,
6202.136297,313,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0682196354881435,0.0397007705811374,,,,,,,,,,,,,,,,
6208.172398,313,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1825559139251709,8.331818181818182
6208.172951,313,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.187528371810913,48.09375
6208.17326,313,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2903239727020263,12.5375
6208.173521,313,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.245739459991455,24.225
6208.173931,313,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.1436755657196045,36.27727272727273
6220.2881,313,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0271141529083251,,
6220.288609,313,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0088238716125488,,
6220.28912,313,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0101664066314697,,
6220.289479,313,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0211043357849121,,
6220.289916,313,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0215022563934326,,
6220.290307,313,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0092480182647705,,
6220.290582,313,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0222058296203613,,
6220.290923,313,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0166273117065429,,
6220.291244,313,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0311155319213867,,
6220.291628,313,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0158698558807373,,
6220.291942,313,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0116524696350097,,
6220.292305,313,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0310158729553222,,
6220.292671,313,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0154685974121093,,
6220.293065,313,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0120763778686523,,
6220.293489,313,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0135087966918945,,
6220.293834,313,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.011106252670288,,
6220.294273,313,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0140662193298339,,
6220.294817,313,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0105416774749755,,
6220.295276,313,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0069541931152343,,
6220.295612,313,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0103931427001953,,
6220.29606,313,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0141282081604003,,
6220.296418,313,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0095448493957519,,
6220.296781,313,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.02065110206604,,
6220.297181,313,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.01493501663208,,
6220.297471,313,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0144314765930175,,
6220.303199,313,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",-4.494059573922904e-07,0.08,0.24,-0.3200004494059574,,,,,,,,,,,
6220.304055,313,learning_update,13644997368299628738,,,,,,"(8, 3, 0, 8, 8)",-4.494059573922904e-07,0.08,0.24,-0.3200004494059574,,,,,,,,,,,
6220.305469,313,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",-4.494059573922904e-07,0.08,0.24,-0.3200004494059574,,,,,,,,,,,
6220.306316,313,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",-4.494059573922904e-07,0.08,0.24,-0.3200004494059574,,,,,,,,,,,
6220.307584,313,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",-4.494059573922904e-07,0.08,0.24,-0.3200004494059574,,,,,,,,,,,
6220.343641,314,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.0510399817469639,0.0429898440883821,,,,,,,,,,,,,,,,
6220.344134,314,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",1,-0.0621843500347729,0.0407717066985404,,,,,,,,,,,,,,,,
6220.344485,314,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397868806744975,,,,,,,,,,,,,,,,
6220.344888,314,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",0,-0.0696501356996323,0.0393501288193308,,,,,,,,,,,,,,,,
6220.345264,314,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.067644342062888,0.0397271140235964,,,,,,,,,,,,,,,,
6220.345521,314,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399181774854617,,,,,,,,,,,,,,,,
6220.345817,314,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397868806744975,,,,,,,,,,,,,,,,
6220.346109,314,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399181774854617,,,,,,,,,,,,,,,,
6220.346452,314,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399181774854617,,,,,,,,,,,,,,,,
6220.346694,314,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399181774854617,,,,,,,,,,,,,,,,
6220.346986,314,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",0,-0.0692456274665103,0.0394258663179634,,,,,,,,,,,,,,,,
6220.347554,314,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397868806744975,,,,,,,,,,,,,,,,
6220.348049,314,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0397374974248785,,,,,,,,,,,,,,,,
6220.348554,314,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0397374974248785,,,,,,,,,,,,,,,,
6220.348946,314,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0690347159336947,0.0394654138259864,,,,,,,,,,,,,,,,
6220.349398,314,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399181774854617,,,,,,,,,,,,,,,,
6220.349925,314,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399181774854617,,,,,,,,,,,,,,,,
6220.350376,314,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",0,-0.0676899679203151,0.0397184987160715,,,,,,,,,,,,,,,,
6220.350735,314,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397868806744975,,,,,,,,,,,,,,,,
6220.351119,314,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399181774854617,,,,,,,,,,,,,,,,
6220.351653,314,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399181774854617,,,,,,,,,,,,,,,,
6220.352224,314,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397868806744975,,,,,,,,,,,,,,,,
6220.352665,314,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0682196354881435,0.039618620814669,,,,,,,,,,,,,,,,
6220.353025,314,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399181774854617,,,,,,,,,,,,,,,,
6220.35339,314,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0596808518675749,0.0412598111040591,,,,,,,,,,,,,,,,
6226.379159,314,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1916470527648925,8.490909090909092
6226.379698,314,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2894582748413086,12.5625
6226.380021,314,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5221536159515381,9.072727272727272
6238.521556,314,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0168156623840332,,
6238.52226,314,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0072414875030517,,
6238.522594,314,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0137884616851806,,
6238.523011,314,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0088906288146972,,
6238.523693,314,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081675052642822,,
6238.524061,314,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0097048282623291,,
6238.524488,314,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0197610855102539,,
6238.524877,314,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0312659740447998,,
6238.525248,314,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.012376070022583,,
6238.525552,314,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0251500606536865,,
6238.525829,314,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0123238563537597,,
6238.526229,314,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0155322551727294,,
6238.526625,314,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.010554552078247,,
6238.52704,314,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0190532207489013,,
6238.527593,314,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0175344944000244,,
6238.52803,314,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.01137375831604,,
6238.528367,314,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0367982387542724,,
6238.528684,314,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0168211460113525,,
6238.529027,314,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0081002712249755,,
6238.529329,314,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0085792541503906,,
6238.529618,314,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0097882747650146,,
6238.529901,314,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0226695537567138,,
6238.53025,314,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0197999477386474,,
6238.530566,314,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0169801712036132,,
6238.530961,314,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0097711086273193,,
6238.535562,314,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",-0.0001720291905147,0.05,0.06,-0.1101720291905147,,,,,,,,,,,
6238.536349,314,learning_update,13644997368299628738,,,,,,"(8, 4, 0, 8, 8)",-0.0001720291905147,0.05,0.06,-0.1101720291905147,,,,,,,,,,,
6238.536981,314,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",-0.0001720291905147,0.05,0.06,-0.1101720291905147,,,,,,,,,,,
6238.573361,315,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.052090662057122,0.0427627529837294,,,,,,,,,,,,,,,,
6238.5738,315,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",1,-0.0632238859766432,0.040547696576023,,,,,,,,,,,,,,,,
6238.574104,315,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397603940163662,,,,,,,,,,,,,,,,
6238.574449,315,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",1,-0.0619672456116245,0.0407918586647532,,,,,,,,,,,,,,,,
6238.574818,315,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.067644342062888,0.0397003672460366,,,,,,,,,,,,,,,,
6238.57507,315,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398922638540673,,,,,,,,,,,,,,,,
6238.57551,315,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397603940163662,,,,,,,,,,,,,,,,
6238.575852,315,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398922638540673,,,,,,,,,,,,,,,,
6238.576155,315,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398922638540673,,,,,,,,,,,,,,,,
6238.57648,315,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398922638540673,,,,,,,,,,,,,,,,
6238.576766,315,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0628908965394121,0.0406122529116435,,,,,,,,,,,,,,,,
6238.577107,315,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397603940163662,,,,,,,,,,,,,,,,
6238.5774,315,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0397107958059288,,,,,,,,,,,,,,,,
6238.577744,315,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0397107958059288,,,,,,,,,,,,,,,,
6238.57809,315,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0690347159336947,0.039437533416513,,,,,,,,,,,,,,,,
6238.578381,315,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398922638540673,,,,,,,,,,,,,,,,
6238.578703,315,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398922638540673,,,,,,,,,,,,,,,,
6238.579012,315,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0397107958059288,,,,,,,,,,,,,,,,
6238.579511,315,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397603940163662,,,,,,,,,,,,,,,,
6238.579853,315,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398922638540673,,,,,,,,,,,,,,,,
6238.580261,315,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398922638540673,,,,,,,,,,,,,,,,
6238.580585,315,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397603940163662,,,,,,,,,,,,,,,,
6238.581012,315,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0682196354881435,0.0395914030075386,,,,,,,,,,,,,,,,
6238.58145,315,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398922638540673,,,,,,,,,,,,,,,,
6238.581804,315,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0682196354881435,0.0395914030075386,,,,,,,,,,,,,,,,
6244.613982,315,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.8078446388244629,36.21363636363637
6244.614689,315,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.298187255859375,12.325
6244.615053,315,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2388248443603515,24.4625
6244.615427,315,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2888679504394531,8.963636363636363
6256.784235,315,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.025439977645874,,
6256.784645,315,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0080089569091796,,
6256.784987,315,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0138349533081054,,
6256.785358,315,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0075733661651611,,
6256.785762,315,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0272216796875,,
6256.786195,315,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0096263885498046,,
6256.786596,315,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0105957984924316,,
6256.786938,315,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0106735229492187,,
6256.787428,315,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0128049850463867,,
6256.787783,315,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.01389741897583,,
6256.788209,315,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0326347351074218,,
6256.788462,315,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0252830982208251,,
6256.788776,315,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0077917575836181,,
6256.789073,315,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0153000354766845,,
6256.789412,315,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0214433670043945,,
6256.789708,315,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0134921073913574,,
6256.790143,315,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0263199806213378,,
6256.790485,315,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0147335529327392,,
6256.790734,315,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0098681449890136,,
6256.791103,315,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0269854068756103,,
6256.791377,315,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0247519016265869,,
6256.791609,315,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0109305381774902,,
6256.791908,315,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0088331699371337,,
6256.792187,315,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0169856548309326,,
6256.792452,315,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0102617740631103,,
6256.797369,315,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",1.1102230246251563e-16,0.08,0.16,-0.2399999999999998,,,,,,,,,,,
6256.798157,315,learning_update,13644997368299628738,,,,,,"(8, 4, 0, 8, 8)",1.1102230246251563e-16,0.08,0.16,-0.2399999999999998,,,,,,,,,,,
6256.798953,315,learning_update,4354536512509177290,,,,,,"(8, 4, 1, 8, 8)",1.1102230246251563e-16,0.08,0.16,-0.2399999999999998,,,,,,,,,,,
6256.799844,315,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",1.1102230246251563e-16,0.08,0.16,-0.2399999999999998,,,,,,,,,,,
6256.835832,316,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.0544385713950649,0.0422863904889986,,,,,,,,,,,,,,,,
6256.836351,316,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",1,-0.0655606620906666,0.0400874365704427,,,,,,,,,,,,,,,,
6256.836659,316,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397486832516472,,,,,,,,,,,,,,,,
6256.837015,316,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",1,-0.0643052783660129,0.0403298004928305,,,,,,,,,,,,,,,,
6256.837323,316,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.067644342062888,0.0396883728383237,,,,,,,,,,,,,,,,
6256.837645,316,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398811778162948,,,,,,,,,,,,,,,,
6256.837912,316,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397486832516472,,,,,,,,,,,,,,,,
6256.838325,316,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398811778162948,,,,,,,,,,,,,,,,
6256.838615,316,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398811778162948,,,,,,,,,,,,,,,,
6256.83898,316,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398811778162948,,,,,,,,,,,,,,,,
6256.839308,316,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",0,-0.0692456274665103,0.0393843982980761,,,,,,,,,,,,,,,,
6256.839724,316,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397486832516472,,,,,,,,,,,,,,,,
6256.840083,316,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0396988506431586,,,,,,,,,,,,,,,,
6256.840424,316,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0396988506431586,,,,,,,,,,,,,,,,
6256.840952,316,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0690347159336947,0.0394243024517455,,,,,,,,,,,,,,,,
6256.841476,316,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398811778162948,,,,,,,,,,,,,,,,
6256.841918,316,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398811778162948,,,,,,,,,,,,,,,,
6256.842456,316,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0396988506431586,,,,,,,,,,,,,,,,
6256.842822,316,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397486832516472,,,,,,,,,,,,,,,,
6256.843262,316,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398811778162948,,,,,,,,,,,,,,,,
6256.843552,316,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398811778162948,,,,,,,,,,,,,,,,
6256.844015,316,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0397486832516472,,,,,,,,,,,,,,,,
6256.844366,316,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0607997403601975,0.0410143651626084,,,,,,,,,,,,,,,,
6256.844649,316,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398811778162948,,,,,,,,,,,,,,,,
6256.845135,316,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0607997403601975,0.0410143651626084,,,,,,,,,,,,,,,,
6262.884164,316,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2891395092010498,12.6125
6262.884733,316,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5117974281311035,9.077272727272726
6262.885029,316,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.532481670379639,6.24375
6262.88529,316,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.234825849533081,24.7125
6262.885548,316,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2255971431732177,8.763636363636364
6275.010459,316,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0112934112548828,,
6275.011008,316,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0211703777313232,,
6275.011356,316,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0080158710479736,,
6275.011668,316,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0256309509277343,,
6275.011991,316,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0110015869140625,,
6275.0124,316,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0287885665893554,,
6275.012837,316,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0087125301361083,,
6275.0132,316,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0125792026519775,,
6275.013575,316,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0224015712738037,,
6275.013991,316,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078163146972656,,
6275.014335,316,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0133399963378906,,
6275.014677,316,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0267329216003417,,
6275.015069,316,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0162267684936523,,
6275.015415,316,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0306038856506347,,
6275.015759,316,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0153164863586425,,
6275.01612,316,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0259346961975097,,
6275.016464,316,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0141961574554443,,
6275.016819,316,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0106639862060546,,
6275.017399,316,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0091545581817626,,
6275.017954,316,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0154602527618408,,
6275.018355,316,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0117146968841552,,
6275.020136,316,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.008779764175415,,
6275.02074,316,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0094609260559082,,
6275.021178,316,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0094830989837646,,
6275.021594,316,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0135698318481445,,
6275.027197,316,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",0.0001302786421703,0.07,0.11,-0.1798697213578296,,,,,,,,,,,
6275.028051,316,learning_update,13644997368299628738,,,,,,"(8, 4, 0, 8, 8)",0.0001302786421703,0.07,0.11,-0.1798697213578296,,,,,,,,,,,
6275.028721,316,learning_update,4354536512509177290,,,,,,"(8, 4, 1, 8, 8)",0.0001302786421703,0.07,0.11,-0.1798697213578296,,,,,,,,,,,
6275.029457,316,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",0.0001302786421703,0.07,0.11,-0.1798697213578296,,,,,,,,,,,
6275.030196,316,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",0.0001302786421703,0.07,0.11,-0.1798697213578296,,,,,,,,,,,
6275.069362,317,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.0561828300372481,0.0419201251151892,,,,,,,,,,,,,,,,
6275.069726,317,selection_info,13644997368299628738,25,"(8, 5, 0, 8, 8)",1,-0.0561828300372481,0.0419201251151892,,,,,,,,,,,,,,,,
6275.070079,317,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.039725111776939,,,,,,,,,,,,,,,,
6275.070578,317,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",0,-0.0660396703012251,0.0399728686630957,,,,,,,,,,,,,,,,
6275.071044,317,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.067644342062888,0.0396645344732931,,,,,,,,,,,,,,,,
6275.071378,317,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398581942877574,,,,,,,,,,,,,,,,
6275.071644,317,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.039725111776939,,,,,,,,,,,,,,,,
6275.071978,317,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398581942877574,,,,,,,,,,,,,,,,
6275.072306,317,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398581942877574,,,,,,,,,,,,,,,,
6275.072771,317,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398581942877574,,,,,,,,,,,,,,,,
6275.073393,317,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0652851982212166,0.0401186660913801,,,,,,,,,,,,,,,,
6275.073812,317,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.039725111776939,,,,,,,,,,,,,,,,
6275.074383,317,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0396750586121418,,,,,,,,,,,,,,,,
6275.07484,317,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0396750586121418,,,,,,,,,,,,,,,,
6275.075324,317,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0690347159336947,0.0393993009580617,,,,,,,,,,,,,,,,
6275.075711,317,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398581942877574,,,,,,,,,,,,,,,,
6275.07616,317,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398581942877574,,,,,,,,,,,,,,,,
6275.076495,317,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0396750586121418,,,,,,,,,,,,,,,,
6275.076945,317,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.039725111776939,,,,,,,,,,,,,,,,
6275.077333,317,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398581942877574,,,,,,,,,,,,,,,,
6275.077582,317,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398581942877574,,,,,,,,,,,,,,,,
6275.077944,317,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.039725111776939,,,,,,,,,,,,,,,,
6275.078349,317,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0642737974091605,0.0403149481364265,,,,,,,,,,,,,,,,
6275.078663,317,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0398581942877574,,,,,,,,,,,,,,,,
6275.079089,317,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0642737974091605,0.0403149481364265,,,,,,,,,,,,,,,,
6281.114284,317,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.8407702445983887,36.190909090909095
6281.11486,317,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2901749610900879,12.525
6281.115264,317,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.5314903259277344,6.25
6281.115513,317,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.686316728591919,9.081818181818182
6281.115805,317,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2449135780334472,8.813636363636364
6293.295229,317,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0239226818084716,,
6293.295688,317,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0071349143981933,,
6293.295992,317,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0106134414672851,,
6293.296315,317,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0100002288818359,,
6293.296629,317,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0439825057983398,,
6293.29696,317,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0369372367858886,,
6293.297325,317,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0269591808319091,,
6293.297681,317,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078930854797363,,
6293.297955,317,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0082776546478271,,
6293.298268,317,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0151534080505371,,
6293.298636,317,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.015373945236206,,
6293.29899,317,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0234231948852539,,
6293.299538,317,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0234546661376953,,
6293.299996,317,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0206274986267089,,
6293.300378,317,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0090184211730957,,
6293.301003,317,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0125560760498046,,
6293.301546,317,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0099287033081054,,
6293.302118,317,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.009242296218872,,
6293.302593,317,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0152921676635742,,
6293.303212,317,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0080626010894775,,
6293.30372,317,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0215332508087158,,
6293.304143,317,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0188269615173339,,
6293.304598,317,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0161628723144531,,
6293.305016,317,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0106611251831054,,
6293.305546,317,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0117712020874023,,
6293.311168,317,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",0.0,0.07,0.15,-0.22,,,,,,,,,,,
6293.311923,317,learning_update,13644997368299628738,,,,,,"(8, 5, 0, 8, 8)",0.0,0.07,0.15,-0.22,,,,,,,,,,,
6293.312704,317,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",0.0,0.07,0.15,-0.22,,,,,,,,,,,
6293.313503,317,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",0.0,0.07,0.15,-0.22,,,,,,,,,,,
6293.314628,317,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",0.0,0.07,0.15,-0.22,,,,,,,,,,,
6293.350859,318,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.0604683205600037,0.0411935376224813,,,,,,,,,,,,,,,,
6293.351221,318,selection_info,13644997368299628738,25,"(8, 5, 0, 8, 8)",1,-0.0604683205600037,0.0411935376224813,,,,,,,,,,,,,,,,
6293.351516,318,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0398456235026132,,,,,,,,,,,,,,,,
6293.351891,318,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.0626015948513885,0.0407695447350562,,,,,,,,,,,,,,,,
6293.352211,318,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.067644342062888,0.0397845573327214,,,,,,,,,,,,,,,,
6293.352702,318,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399797816478165,,,,,,,,,,,,,,,,
6293.353141,318,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0398456235026132,,,,,,,,,,,,,,,,
6293.353383,318,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399797816478165,,,,,,,,,,,,,,,,
6293.353771,318,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399797816478165,,,,,,,,,,,,,,,,
6293.354042,318,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399797816478165,,,,,,,,,,,,,,,,
6293.354418,318,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,-0.0674199130229954,0.0398278842125782,,,,,,,,,,,,,,,,
6293.354821,318,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0398456235026132,,,,,,,,,,,,,,,,
6293.355164,318,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.03979516636904,,,,,,,,,,,,,,,,
6293.35554,318,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.03979516636904,,,,,,,,,,,,,,,,
6293.356077,318,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0690347159336947,0.0395171888782493,,,,,,,,,,,,,,,,
6293.356509,318,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399797816478165,,,,,,,,,,,,,,,,
6293.356909,318,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399797816478165,,,,,,,,,,,,,,,,
6293.357307,318,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.03979516636904,,,,,,,,,,,,,,,,
6293.357676,318,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0398456235026132,,,,,,,,,,,,,,,,
6293.358124,318,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399797816478165,,,,,,,,,,,,,,,,
6293.358515,318,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399797816478165,,,,,,,,,,,,,,,,
6293.358823,318,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0398456235026132,,,,,,,,,,,,,,,,
6293.359084,318,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0685594050950271,0.0396083882568812,,,,,,,,,,,,,,,,
6293.359344,318,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399797816478165,,,,,,,,,,,,,,,,
6293.359741,318,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0682196354881435,0.039673709889015,,,,,,,,,,,,,,,,
6299.383723,318,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2344894409179687,24.29375
6299.384318,318,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2890095710754394,12.61875
6299.384742,318,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1903581619262695,9.163636363636364
6311.516438,318,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0198280811309814,,
6311.516895,318,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0156030654907226,,
6311.517221,318,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0188474655151367,,
6311.517669,318,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0245125293731689,,
6311.518239,318,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070655345916748,,
6311.51873,318,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0101416110992431,,
6311.518983,318,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0087580680847167,,
6311.519283,318,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0080456733703613,,
6311.519569,318,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0083303451538085,,
6311.519906,318,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0093533992767333,,
6311.520167,318,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0191307067871093,,
6311.520514,318,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0125205516815185,,
6311.52088,318,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0068216323852539,,
6311.521353,318,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.015343427658081,,
6311.521794,318,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0217893123626709,,
6311.522277,318,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0132904052734375,,
6311.522593,318,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0138523578643798,,
6311.522925,318,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0109272003173828,,
6311.523186,318,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0284981727600097,,
6311.523582,318,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0114140510559082,,
6311.523956,318,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.015690803527832,,
6311.524325,318,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.013965368270874,,
6311.524646,318,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0164484977722167,,
6311.524988,318,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078809261322021,,
6311.525317,318,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0116405487060546,,
6311.530271,318,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",-0.0001748210988677,0.07,0.08,-0.1501748210988677,,,,,,,,,,,
6311.531013,318,learning_update,13644997368299628738,,,,,,"(8, 5, 0, 8, 8)",-0.0001748210988677,0.07,0.08,-0.1501748210988677,,,,,,,,,,,
6311.531718,318,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",-0.0001748210988677,0.07,0.08,-0.1501748210988677,,,,,,,,,,,
6311.569018,319,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.0633494390609706,0.0406452841677504,,,,,,,,,,,,,,,,
6311.569393,319,selection_info,13644997368299628738,25,"(8, 5, 0, 8, 8)",1,-0.0633494390609706,0.0406452841677504,,,,,,,,,,,,,,,,
6311.569781,319,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.039864651544111,,,,,,,,,,,,,,,,
6311.570124,319,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.0640407414675258,0.0405085581651972,,,,,,,,,,,,,,,,
6311.570467,319,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.067644342062888,0.0398032494387706,,,,,,,,,,,,,,,,
6311.570858,319,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399995493758335,,,,,,,,,,,,,,,,
6311.571191,319,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.039864651544111,,,,,,,,,,,,,,,,
6311.571599,319,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399995493758335,,,,,,,,,,,,,,,,
6311.572108,319,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399995493758335,,,,,,,,,,,,,,,,
6311.572459,319,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399995493758335,,,,,,,,,,,,,,,,
6311.573157,319,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,-0.0640055115648691,0.0405155148108869,,,,,,,,,,,,,,,,
6311.573644,319,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.039864651544111,,,,,,,,,,,,,,,,
6311.574063,319,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0398139168032412,,,,,,,,,,,,,,,,
6311.574415,319,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0398139168032412,,,,,,,,,,,,,,,,
6311.574912,319,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.067644342062888,0.0398032494387706,,,,,,,,,,,,,,,,
6311.575386,319,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399995493758335,,,,,,,,,,,,,,,,
6311.575985,319,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399995493758335,,,,,,,,,,,,,,,,
6311.576527,319,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0398139168032412,,,,,,,,,,,,,,,,
6311.576906,319,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.039864651544111,,,,,,,,,,,,,,,,
6311.577231,319,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399995493758335,,,,,,,,,,,,,,,,
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6311.578423,319,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0685594050950271,0.0396261138831897,,,,,,,,,,,,,,,,
6311.578815,319,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0399995493758335,,,,,,,,,,,,,,,,
6311.579416,319,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0682196354881435,0.0396917934149029,,,,,,,,,,,,,,,,
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6317.609676,319,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.7292323112487793,36.268181818181816
6317.61005,319,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.2890205383300781,12.61875
6317.610459,319,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2302033901214599,24.61875
6329.785109,319,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0129055976867675,,
6329.785462,319,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0148794651031494,,
6329.786008,319,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0128445625305175,,
6329.786366,319,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0122151374816894,,
6329.786721,319,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0230560302734375,,
6329.787091,319,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0171637535095214,,
6329.787452,319,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0216121673583984,,
6329.787899,319,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079813003540039,,
6329.788226,319,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0149521827697753,,
6329.788497,319,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0086145401000976,,
6329.788886,319,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0199873447418212,,
6329.789281,319,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0144343376159667,,
6329.790076,319,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0117526054382324,,
6329.790704,319,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0228972434997558,,
6329.791089,319,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0073025226593017,,
6329.79136,319,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0078687667846679,,
6329.791713,319,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0202505588531494,,
6329.792015,319,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0304455757141113,,
6329.79234,319,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0108098983764648,,
6329.792733,319,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.013359785079956,,
6329.793093,319,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8197343453510436,0.7397260273972602,0.9863013698630136,0.7012987012987013,365,0.0194873809814453,,
6329.793413,319,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0098931789398193,,
6329.793833,319,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0118360519409179,,
6329.79424,319,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0100722312927246,,
6329.794589,319,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0101566314697265,,
6329.798765,319,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",0.0503442868534151,0.07,0.16,-0.1796557131465848,,,,,,,,,,,
6329.799519,319,learning_update,13644997368299628738,,,,,,"(8, 5, 0, 8, 8)",0.0503442868534151,0.07,0.16,-0.1796557131465848,,,,,,,,,,,
6329.800363,319,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",0.0503442868534151,0.07,0.16,-0.1796557131465848,,,,,,,,,,,
6329.801175,319,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",0.0503442868534151,0.07,0.16,-0.1796557131465848,,,,,,,,,,,
6329.836144,320,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",0,-0.066814121238088,0.0400646661673971,,,,,,,,,,,,,,,,
6329.836517,320,selection_info,13644997368299628738,25,"(8, 5, 0, 8, 8)",0,-0.066814121238088,0.0400646661673971,,,,,,,,,,,,,,,,
6329.836855,320,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0399639178767824,,,,,,,,,,,,,,,,
6329.837163,320,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",1,-0.0660396703012251,0.040216952451281,,,,,,,,,,,,,,,,
6329.837475,320,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.067644342062888,0.0399020537944746,,,,,,,,,,,,,,,,
6329.837872,320,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",1,-0.0666350228475119,0.0400998323329086,,,,,,,,,,,,,,,,
6329.838153,320,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0399639178767824,,,,,,,,,,,,,,,,
6329.838404,320,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",1,-0.0666350228475119,0.0400998323329086,,,,,,,,,,,,,,,,
6329.838748,320,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",1,-0.0666350228475119,0.0400998323329086,,,,,,,,,,,,,,,,
6329.839056,320,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",1,-0.0666350228475119,0.0400998323329086,,,,,,,,,,,,,,,,
6329.839405,320,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,-0.0674199130229954,0.0399459467003312,,,,,,,,,,,,,,,,
6329.839815,320,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0399639178767824,,,,,,,,,,,,,,,,
6329.840141,320,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0399128013836291,,,,,,,,,,,,,,,,
6329.840481,320,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0399128013836291,,,,,,,,,,,,,,,,
6329.840848,320,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.067644342062888,0.0399020537944746,,,,,,,,,,,,,,,,
6329.841146,320,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0400998323329086,,,,,,,,,,,,,,,,
6329.841469,320,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0400998323329086,,,,,,,,,,,,,,,,
6329.841882,320,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0399128013836291,,,,,,,,,,,,,,,,
6329.842216,320,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0399639178767824,,,,,,,,,,,,,,,,
6329.842606,320,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0400998323329086,,,,,,,,,,,,,,,,
6329.842984,320,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0400998323329086,,,,,,,,,,,,,,,,
6329.843359,320,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0399639178767824,,,,,,,,,,,,,,,,
6329.843868,320,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0685594050950271,0.0397235881968331,,,,,,,,,,,,,,,,
6329.844189,320,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0666350228475119,0.0400998323329086,,,,,,,,,,,,,,,,
6329.844475,320,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0685594050950271,0.0397235881968331,,,,,,,,,,,,,,,,
6341.873233,320,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2519187927246094,24.3375
6341.873911,320,client_fit_metrics,17693001876622351254,,,,,,,,,,,,,,,,,,,,0.8381412029266357,4.568181818181818
6341.874279,320,client_fit_metrics,10192160218266941336,,,,,,,,,,,,,,,,,,,,5.574711561203003,9.095454545454546
6341.874638,320,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1566593647003173,12.21875
6341.875085,320,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.271259307861328,12.5
6354.012067,320,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079989433288574,,
6354.012486,320,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0108895301818847,,
6354.012914,320,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0131962299346923,,
6354.013297,320,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0108871459960937,,
6354.013693,320,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0144846439361572,,
6354.014143,320,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0067284107208251,,
6354.014532,320,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0090212821960449,,
6354.014937,320,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0174033641815185,,
6354.015304,320,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0134217739105224,,
6354.015684,320,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0096902847290039,,
6354.016048,320,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0146849155426025,,
6354.016495,320,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0105893611907958,,
6354.016893,320,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0102908611297607,,
6354.017276,320,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0132689476013183,,
6354.017688,320,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0282032489776611,,
6354.018022,320,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0279738903045654,,
6354.018431,320,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0273201465606689,,
6354.018868,320,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0109758377075195,,
6354.019263,320,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0284416675567626,,
6354.019886,320,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0203738212585449,,
6354.020311,320,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0173845291137695,,
6354.020798,320,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0151336193084716,,
6354.021139,320,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0249342918395996,,
6354.021489,320,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0086011886596679,,
6354.021874,320,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.01173996925354,,
6354.026768,320,learning_update,4354536512509177290,,,,,,"(8, 4, 1, 8, 8)",-0.0003448924638204,0.02,0.11,-0.1303448924638204,,,,,,,,,,,
6354.027446,320,learning_update,13392168843036499530,,,,,,"(8, 0, 0, 8, 8)",-0.0003448924638204,0.02,0.11,-0.1303448924638204,,,,,,,,,,,
6354.028604,320,learning_update,1234113313308987156,,,,,,"(8, 0, 0, 8, 8)",-0.0003448924638204,0.02,0.11,-0.1303448924638204,,,,,,,,,,,
6354.029422,320,learning_update,10192160218266941336,,,,,,"(8, 0, 0, 8, 8)",-0.0003448924638204,0.02,0.11,-0.1303448924638204,,,,,,,,,,,
6354.030244,320,learning_update,17693001876622351254,,,,,,"(8, 0, 0, 8, 8)",-0.0003448924638204,0.02,0.11,-0.1303448924638204,,,,,,,,,,,
6354.067186,321,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",0,-0.0672093981536735,0.0401816711794106,,,,,,,,,,,,,,,,
6354.067715,321,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",0,-0.0672093981536735,0.0401816711794106,,,,,,,,,,,,,,,,
6354.068119,321,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0401581964354424,,,,,,,,,,,,,,,,
6354.068385,321,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",0,-0.0672770795555621,0.0401682841822733,,,,,,,,,,,,,,,,
6354.068735,321,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.067644342062888,0.0400957194688368,,,,,,,,,,,,,,,,
6354.069071,321,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",1,-0.0666529492884565,0.0402919028700808,,,,,,,,,,,,,,,,
6354.069311,321,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0401581964354424,,,,,,,,,,,,,,,,
6354.069604,321,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",1,-0.0666529492884565,0.0402919028700808,,,,,,,,,,,,,,,,
6354.06991,321,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",1,-0.0666529492884565,0.0402919028700808,,,,,,,,,,,,,,,,
6354.070122,321,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",1,-0.0666529492884565,0.0402919028700808,,,,,,,,,,,,,,,,
6354.070403,321,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,-0.0657687927978932,0.0404676752707741,,,,,,,,,,,,,,,,
6354.070812,321,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0401581964354424,,,,,,,,,,,,,,,,
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6354.071835,321,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0401065734988923,,,,,,,,,,,,,,,,
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6354.074256,321,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0393399935985371,,,,,,,,,,,,,,,,
6354.074596,321,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0393399935985371,,,,,,,,,,,,,,,,
6354.074948,321,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0401581964354424,,,,,,,,,,,,,,,,
6354.075322,321,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0685594050950271,0.0399154885517793,,,,,,,,,,,,,,,,
6354.07577,321,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0393399935985371,,,,,,,,,,,,,,,,
6354.076088,321,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0685594050950271,0.0399154885517793,,,,,,,,,,,,,,,,
6366.107276,321,client_fit_metrics,10192160218266941336,,,,,,,,,,,,,,,,,,,,6.500371694564819,9.090909090909092
6366.1079,321,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.273104429244995,12.49375
6366.108285,321,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1631600856781005,12.125
6366.108569,321,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.3745241165161133,36.32727272727273
6366.108976,321,client_fit_metrics,17693001876622351254,,,,,,,,,,,,,,,,,,,,0.927788019180298,4.563636363636364
6375.272792,321,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0131473541259765,,
6375.273204,321,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.03428316116333,,
6375.273803,321,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0164027214050292,,
6375.274206,321,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0217387676239013,,
6375.274558,321,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.016925573348999,,
6375.274993,321,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0174615383148193,,
6375.275265,321,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0173196792602539,,
6375.275597,321,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0227847099304199,,
6375.275919,321,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0480620861053466,,
6375.276252,321,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0141463279724121,,
6375.276531,321,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0142967700958251,,
6375.276969,321,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0097570419311523,,
6375.277238,321,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0119385719299316,,
6375.27749,321,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0072088241577148,,
6375.277877,321,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.015348196029663,,
6375.278312,321,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0094313621520996,,
6375.278662,321,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0320930480957031,,
6375.278995,321,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0122613906860351,,
6375.279309,321,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0318503379821777,,
6375.279603,321,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0215904712677001,,
6375.27992,321,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0118942260742187,,
6375.280206,321,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0071246623992919,,
6375.280454,321,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0122115612030029,,
6375.280734,321,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082247257232666,,
6375.281112,321,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0395429134368896,,
6375.28591,321,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",0.0,0.0,0.15,-0.15,,,,,,,,,,,
6375.286516,321,learning_update,13392168843036499530,,,,,,"(8, 1, 0, 8, 8)",0.0,0.0,0.15,-0.15,,,,,,,,,,,
6375.287163,321,learning_update,1234113313308987156,,,,,,"(8, 1, 0, 8, 8)",0.0,0.0,0.15,-0.15,,,,,,,,,,,
6375.287843,321,learning_update,10192160218266941336,,,,,,"(8, 1, 0, 8, 8)",0.0,0.0,0.15,-0.15,,,,,,,,,,,
6375.288425,321,learning_update,17693001876622351254,,,,,,"(8, 1, 0, 8, 8)",0.0,0.0,0.15,-0.15,,,,,,,,,,,
6375.322977,322,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.068874857738348,0.039939393813845,,,,,,,,,,,,,,,,
6375.32334,322,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.068874857738348,0.039939393813845,,,,,,,,,,,,,,,,
6375.323674,322,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",1,-0.0673280956547293,0.0402462416538015,,,,,,,,,,,,,,,,
6375.324027,322,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.0657912482170274,0.0405534574240007,,,,,,,,,,,,,,,,
6375.324335,322,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.067644342062888,0.0401833133137084,,,,,,,,,,,,,,,,
6375.324699,322,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",0,-0.0705316332396535,0.0396133159578484,,,,,,,,,,,,,,,,
6375.325135,322,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",1,-0.0673280956547293,0.0402462416538015,,,,,,,,,,,,,,,,
6375.325507,322,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",0,-0.0705316332396535,0.0396133159578484,,,,,,,,,,,,,,,,
6375.325944,322,selection_info,10192160218266941336,25,"(8, 2, 0, 8, 8)",0,-0.0705316332396535,0.0396133159578484,,,,,,,,,,,,,,,,
6375.326246,322,selection_info,17693001876622351254,25,"(8, 2, 0, 8, 8)",0,-0.0705316332396535,0.0396133159578484,,,,,,,,,,,,,,,,
6375.32667,322,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,-0.0674199130229954,0.0402279612150907,,,,,,,,,,,,,,,,
6375.327085,322,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0402462416538015,,,,,,,,,,,,,,,,
6375.3274,322,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0401942457248617,,,,,,,,,,,,,,,,
6375.327827,322,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0401942457248617,,,,,,,,,,,,,,,,
6375.32822,322,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.067644342062888,0.0401833133137084,,,,,,,,,,,,,,,,
6375.328605,322,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0394221668503946,,,,,,,,,,,,,,,,
6375.328921,322,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0394221668503946,,,,,,,,,,,,,,,,
6375.32927,322,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0675893656944183,0.0401942457248617,,,,,,,,,,,,,,,,
6375.329614,322,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0402462416538015,,,,,,,,,,,,,,,,
6375.330114,322,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0394221668503946,,,,,,,,,,,,,,,,
6375.330514,322,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0394221668503946,,,,,,,,,,,,,,,,
6375.330991,322,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0673280956547293,0.0402462416538015,,,,,,,,,,,,,,,,
6375.331266,322,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0645783935780251,0.0407975617894205,,,,,,,,,,,,,,,,
6375.331659,322,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0394221668503946,,,,,,,,,,,,,,,,
6375.331974,322,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0645783935780251,0.0407975617894205,,,,,,,,,,,,,,,,
6381.366768,322,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2666342258453369,24.55
6381.367293,322,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.7899518013000488,9.1
6381.367747,322,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,2.1901984214782715,36.309090909090905
6381.368147,322,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.5644540786743164,6.275
6381.368534,322,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,1.278773069381714,22.7
6393.496846,322,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0225379467010498,,
6393.497279,322,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0162608623504638,,
6393.497632,322,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0070197582244873,,
6393.498009,322,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0156898498535156,,
6393.498478,322,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.017268419265747,,
6393.498975,322,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0134069919586181,,
6393.499219,322,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0127551555633544,,
6393.499539,322,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0204708576202392,,
6393.499888,322,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0136928558349609,,
6393.500208,322,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0093660354614257,,
6393.500536,322,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0084590911865234,,
6393.501044,322,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.029895544052124,,
6393.501408,322,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0122430324554443,,
6393.501805,322,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0133805274963378,,
6393.50206,322,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0245223045349121,,
6393.502314,322,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0233223438262939,,
6393.502705,322,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0083885192871093,,
6393.503083,322,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0526220798492431,,
6393.50333,322,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0111720561981201,,
6393.503683,322,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0157098770141601,,
6393.504084,322,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0106611251831054,,
6393.504503,322,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0088052749633789,,
6393.504898,322,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0080890655517578,,
6393.505266,322,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0198826789855957,,
6393.5057,322,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0154664516448974,,
6393.510009,322,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",-0.0001739972598581,0.01,0.2,-0.2101739972598582,,,,,,,,,,,
6393.510855,322,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",-0.0001739972598581,0.01,0.2,-0.2101739972598582,,,,,,,,,,,
6393.511466,322,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",-0.0001739972598581,0.01,0.2,-0.2101739972598582,,,,,,,,,,,
6393.512497,322,learning_update,16506691070021547649,,,,,,"(8, 0, 2, 8, 8)",-0.0001739972598581,0.01,0.2,-0.2101739972598582,,,,,,,,,,,
6393.513394,322,learning_update,5631037270461107728,,,,,,"(8, 0, 2, 8, 8)",-0.0001739972598581,0.01,0.2,-0.2101739972598582,,,,,,,,,,,
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6393.559485,323,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0395585391613153,,,,,,,,,,,,,,,,
6393.559846,323,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0395968557319792,,,,,,,,,,,,,,,,
6393.560121,323,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0686506795744872,0.0401248877472931,,,,,,,,,,,,,,,,
6393.560404,323,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0395585391613153,,,,,,,,,,,,,,,,
6393.560883,323,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0686506795744872,0.0401248877472931,,,,,,,,,,,,,,,,
6402.590081,323,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.9142591953277588,36.25454545454546
6402.590576,323,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.25152587890625,24.93125
6402.590985,323,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.7351901531219482,22.663636363636364
6402.591433,323,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.1295430660247805,36.29545454545455
6402.591838,323,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.242215871810913,18.53125
6414.734732,323,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0290706157684326,,
6414.735138,323,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0169975757598876,,
6414.735432,323,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0088224411010742,,
6414.735904,323,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0128982067108154,,
6414.736217,323,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0188968181610107,,
6414.736463,323,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0092670917510986,,
6414.736934,323,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0126433372497558,,
6414.737274,323,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0158181190490722,,
6414.737594,323,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0117139816284179,,
6414.737928,323,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0205516815185546,,
6414.738438,323,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0087506771087646,,
6414.738852,323,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0101165771484375,,
6414.739134,323,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0096375942230224,,
6414.739464,323,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0237228870391845,,
6414.739855,323,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0146400928497314,,
6414.740238,323,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0121111869812011,,
6414.740584,323,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0120062828063964,,
6414.740885,323,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0077369213104248,,
6414.741115,323,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0264465808868408,,
6414.741352,323,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0171983242034912,,
6414.741694,323,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0103576183319091,,
6414.74216,323,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0143125057220458,,
6414.742447,323,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0091264247894287,,
6414.742802,323,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0078060626983642,,
6414.743092,323,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0125081539154052,,
6414.747806,323,learning_update,16506691070021547649,,,,,,"(8, 1, 2, 8, 8)",-1.1102230246251563e-16,0.02,0.28,-0.3000000000000001,,,,,,,,,,,
6414.748776,323,learning_update,5631037270461107728,,,,,,"(8, 1, 2, 8, 8)",-1.1102230246251563e-16,0.02,0.28,-0.3000000000000001,,,,,,,,,,,
6414.749727,323,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",-1.1102230246251563e-16,0.02,0.28,-0.3000000000000001,,,,,,,,,,,
6414.750627,323,learning_update,4354536512509177290,,,,,,"(8, 4, 1, 8, 8)",-1.1102230246251563e-16,0.02,0.28,-0.3000000000000001,,,,,,,,,,,
6414.751432,323,learning_update,15368353039753191835,,,,,,"(8, 0, 1, 8, 8)",-1.1102230246251563e-16,0.02,0.28,-0.3000000000000001,,,,,,,,,,,
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6414.787479,324,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",1,-0.062605630101456,0.0414416255168105,,,,,,,,,,,,,,,,
6414.787872,324,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",0,-0.0702098024760066,0.0398961892543599,,,,,,,,,,,,,,,,
6414.788232,324,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",1,-0.067644342062888,0.0404110299517986,,,,,,,,,,,,,,,,
6414.788477,324,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",0,-0.0705316332396535,0.0398320684959702,,,,,,,,,,,,,,,,
6414.788889,324,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,-0.062605630101456,0.0414416255168105,,,,,,,,,,,,,,,,
6414.789243,324,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",0,-0.0705316332396535,0.0398320684959702,,,,,,,,,,,,,,,,
6414.78956,324,selection_info,10192160218266941336,25,"(8, 2, 0, 8, 8)",0,-0.0705316332396535,0.0398320684959702,,,,,,,,,,,,,,,,
6414.790021,324,selection_info,17693001876622351254,25,"(8, 2, 0, 8, 8)",0,-0.0705316332396535,0.0398320684959702,,,,,,,,,,,,,,,,
6414.790393,324,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0674199130229954,0.0404563835212505,,,,,,,,,,,,,,,,
6414.790748,324,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0396765184991218,,,,,,,,,,,,,,,,
6414.791126,324,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0676899679203151,0.0404018159063,,,,,,,,,,,,,,,,
6414.791425,324,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0705226817487569,0.0398338505745882,,,,,,,,,,,,,,,,
6414.791938,324,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,-0.067644342062888,0.0404110299517986,,,,,,,,,,,,,,,,
6414.792359,324,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.039637932003284,,,,,,,,,,,,,,,,
6414.792687,324,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.039637932003284,,,,,,,,,,,,,,,,
6414.792989,324,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0705226817487569,0.0398338505745882,,,,,,,,,,,,,,,,
6414.793254,324,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0396765184991218,,,,,,,,,,,,,,,,
6414.7936,324,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.039637932003284,,,,,,,,,,,,,,,,
6414.793883,324,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.039637932003284,,,,,,,,,,,,,,,,
6414.794242,324,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0396765184991218,,,,,,,,,,,,,,,,
6414.794589,324,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0686506795744872,0.04020828932393,,,,,,,,,,,,,,,,
6414.794913,324,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.039637932003284,,,,,,,,,,,,,,,,
6414.795194,324,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0686506795744872,0.04020828932393,,,,,,,,,,,,,,,,
6423.825027,324,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.6542420387268066,22.595454545454547
6423.825663,324,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,2.1011407375335693,36.34090909090909
6423.826013,324,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1826388835906982,48.0125
6423.826415,324,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.7302274703979492,22.695454545454545
6423.826894,324,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.994032859802246,36.19545454545455
6432.989333,324,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0250287055969238,,
6432.989857,324,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0306901931762695,,
6432.990198,324,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.02775239944458,,
6432.990634,324,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0144407749176025,,
6432.991115,324,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0165493488311767,,
6432.991476,324,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0300061702728271,,
6432.991905,324,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0077979564666748,,
6432.992176,324,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0134868621826171,,
6432.992458,324,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0180118083953857,,
6432.99282,324,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0132102966308593,,
6432.99314,324,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0140447616577148,,
6432.993453,324,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0237960815429687,,
6432.99399,324,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0083613395690917,,
6432.994348,324,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0105609893798828,,
6432.994782,324,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0099551677703857,,
6432.995084,324,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0169780254364013,,
6432.995432,324,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0161254405975341,,
6432.995987,324,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082900524139404,,
6432.99651,324,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0096137523651123,,
6432.99703,324,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0288999080657959,,
6432.997642,324,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0120301246643066,,
6432.998055,324,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0268886089324951,,
6432.998449,324,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0124177932739257,,
6432.999281,324,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0182278156280517,,
6432.999805,324,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0086114406585693,,
6433.005098,324,learning_update,16506691070021547649,,,,,,"(8, 2, 2, 8, 8)",-2.1259191515798914e-06,0.01,0.34,-0.3500021259191516,,,,,,,,,,,
6433.006075,324,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",-2.1259191515798914e-06,0.01,0.34,-0.3500021259191516,,,,,,,,,,,
6433.006895,324,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",-2.1259191515798914e-06,0.01,0.34,-0.3500021259191516,,,,,,,,,,,
6433.007703,324,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 8, 8)",-2.1259191515798914e-06,0.01,0.34,-0.3500021259191516,,,,,,,,,,,
6433.008406,324,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",-2.1259191515798914e-06,0.01,0.34,-0.3500021259191516,,,,,,,,,,,
6433.04526,325,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396483057530417,,,,,,,,,,,,,,,,
6433.045793,325,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396483057530417,,,,,,,,,,,,,,,,
6433.046126,325,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-0.0623665774016959,0.0415115575565744,,,,,,,,,,,,,,,,
6433.046434,325,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.0678405694234558,0.0403857037480975,,,,,,,,,,,,,,,,
6433.046924,325,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0690347159336947,0.0401441858956311,,,,,,,,,,,,,,,,
6433.047391,325,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",0,-0.0705316332396535,0.0398434712621436,,,,,,,,,,,,,,,,
6433.047742,325,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",1,-0.0623665774016959,0.0415115575565744,,,,,,,,,,,,,,,,
6433.048152,325,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",0,-0.0705316332396535,0.0398434712621436,,,,,,,,,,,,,,,,
6433.048635,325,selection_info,10192160218266941336,25,"(8, 2, 0, 8, 8)",0,-0.0705316332396535,0.0398434712621436,,,,,,,,,,,,,,,,
6433.049024,325,selection_info,17693001876622351254,25,"(8, 2, 0, 8, 8)",0,-0.0705316332396535,0.0398434712621436,,,,,,,,,,,,,,,,
6433.049402,325,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,-0.0708525143691639,0.0397793034525958,,,,,,,,,,,,,,,,
6433.049726,325,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0396870963940638,,,,,,,,,,,,,,,,
6433.050108,325,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",1,-0.0676899679203151,0.040416266120065,,,,,,,,,,,,,,,,
6433.050364,325,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0705226817487569,0.039845262808808,,,,,,,,,,,,,,,,
6433.050753,325,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0690347159336947,0.0401441858956311,,,,,,,,,,,,,,,,
6433.051089,325,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396483057530417,,,,,,,,,,,,,,,,
6433.051527,325,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396483057530417,,,,,,,,,,,,,,,,
6433.052031,325,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0705226817487569,0.039845262808808,,,,,,,,,,,,,,,,
6433.05238,325,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0396870963940638,,,,,,,,,,,,,,,,
6433.052756,325,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396483057530417,,,,,,,,,,,,,,,,
6433.053191,325,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396483057530417,,,,,,,,,,,,,,,,
6433.053672,325,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0396870963940638,,,,,,,,,,,,,,,,
6433.054052,325,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0686506795744872,0.0402216998275778,,,,,,,,,,,,,,,,
6433.054438,325,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396483057530417,,,,,,,,,,,,,,,,
6433.054926,325,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0686506795744872,0.0402216998275778,,,,,,,,,,,,,,,,
6439.091655,325,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.613638401031494,6.2375
6439.092266,325,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.7694141864776611,36.29090909090909
6439.092677,325,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2487456798553466,18.55
6439.093138,325,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2657208442687988,24.33125
6439.093499,325,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.7443492412567139,22.672727272727272
6451.253137,325,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0158607959747314,,
6451.253582,325,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0163009166717529,,
6451.253888,325,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0147953033447265,,
6451.254209,325,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0254034996032714,,
6451.254681,325,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0130112171173095,,
6451.255269,325,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0137636661529541,,
6451.255626,325,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0141189098358154,,
6451.255976,325,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0101923942565917,,
6451.256284,325,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0160813331604003,,
6451.256595,325,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0084059238433837,,
6451.25709,325,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0103998184204101,,
6451.257454,325,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.013275146484375,,
6451.257877,325,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0253713130950927,,
6451.258232,325,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0087544918060302,,
6451.258681,325,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0076048374176025,,
6451.259071,325,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.01654052734375,,
6451.259394,325,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0290513038635253,,
6451.259886,325,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0390472412109375,,
6451.260207,325,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0092859268188476,,
6451.260591,325,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0112245082855224,,
6451.260989,325,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0103635787963867,,
6451.261397,325,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0123088359832763,,
6451.261766,325,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0128431320190429,,
6451.262126,325,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0223686695098876,,
6451.262433,325,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0083589553833007,,
6451.267511,325,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",0.0001310534297037,0.03,0.21,-0.2398689465702962,,,,,,,,,,,
6451.268245,325,learning_update,5631037270461107728,,,,,,"(8, 3, 2, 8, 8)",0.0001310534297037,0.03,0.21,-0.2398689465702962,,,,,,,,,,,
6451.268896,325,learning_update,15368353039753191835,,,,,,"(8, 1, 1, 8, 8)",0.0001310534297037,0.03,0.21,-0.2398689465702962,,,,,,,,,,,
6451.269411,325,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",0.0001310534297037,0.03,0.21,-0.2398689465702962,,,,,,,,,,,
6451.270236,325,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",0.0001310534297037,0.03,0.21,-0.2398689465702962,,,,,,,,,,,
6451.306116,326,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396413147826209,,,,,,,,,,,,,,,,
6451.306565,326,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396413147826209,,,,,,,,,,,,,,,,
6451.307011,326,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,-0.0577517638503905,0.0424923112451974,,,,,,,,,,,,,,,,
6451.307374,326,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0701714183197353,0.039909937644239,,,,,,,,,,,,,,,,
6451.307819,326,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,-0.0690347159336947,0.0401396144911414,,,,,,,,,,,,,,,,
6451.308212,326,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0724384606349967,0.0394557863048774,,,,,,,,,,,,,,,,
6451.30866,326,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",1,-0.0577517638503905,0.0424923112451974,,,,,,,,,,,,,,,,
6451.308992,326,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0724384606349967,0.0394557863048774,,,,,,,,,,,,,,,,
6451.309231,326,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0724384606349967,0.0394557863048774,,,,,,,,,,,,,,,,
6451.309562,326,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0724384606349967,0.0394557863048774,,,,,,,,,,,,,,,,
6451.309855,326,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,-0.0708525143691639,0.0397729486361128,,,,,,,,,,,,,,,,
6451.310119,326,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0396802935721762,,,,,,,,,,,,,,,,
6451.310463,326,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",1,-0.0646493813828185,0.0410381490951606,,,,,,,,,,,,,,,,
6451.310922,326,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0705226817487569,0.039839229130606,,,,,,,,,,,,,,,,
6451.311266,326,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0690347159336947,0.0401396144911414,,,,,,,,,,,,,,,,
6451.311747,326,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396413147826209,,,,,,,,,,,,,,,,
6451.312133,326,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396413147826209,,,,,,,,,,,,,,,,
6451.312473,326,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0705226817487569,0.039839229130606,,,,,,,,,,,,,,,,
6451.312922,326,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0396802935721762,,,,,,,,,,,,,,,,
6451.313256,326,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396413147826209,,,,,,,,,,,,,,,,
6451.313897,326,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396413147826209,,,,,,,,,,,,,,,,
6451.314401,326,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0396802935721762,,,,,,,,,,,,,,,,
6451.314925,326,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0685594050950271,0.0402360450736459,,,,,,,,,,,,,,,,
6451.315274,326,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396413147826209,,,,,,,,,,,,,,,,
6451.31566,326,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0709798968903005,0.0397473804025664,,,,,,,,,,,,,,,,
6460.349853,326,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.5988967418670654,6.2625
6460.350376,326,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2431261539459228,18.48125
6460.350722,326,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4126033782958984,22.181818181818183
6460.351082,326,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.7248916625976562,22.663636363636364
6460.351384,326,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.043378829956055,36.27727272727273
6472.521393,326,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0287864208221435,,
6472.52197,326,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0073819160461425,,
6472.52247,326,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0196831226348876,,
6472.522936,326,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0199344158172607,,
6472.523268,326,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0106470584869384,,
6472.523588,326,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0086400508880615,,
6472.524027,326,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0086464881896972,,
6472.524437,326,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0118889808654785,,
6472.524894,326,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0422198772430419,,
6472.525347,326,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0139908790588378,,
6472.525762,326,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0092983245849609,,
6472.526321,326,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0138168334960937,,
6472.526952,326,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0248627662658691,,
6472.527324,326,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0137948989868164,,
6472.527818,326,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0293672084808349,,
6472.528114,326,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0117716789245605,,
6472.528439,326,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0079598426818847,,
6472.528914,326,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0149800777435302,,
6472.529329,326,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0207479000091552,,
6472.529846,326,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0124976634979248,,
6472.530241,326,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0116345882415771,,
6472.530925,326,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.011911392211914,,
6472.53135,326,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0109200477600097,,
6472.531784,326,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0095267295837402,,
6472.532229,326,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0110023021697998,,
6472.537246,326,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",0.0001310904171759,0.04,0.22,-0.259868909582824,,,,,,,,,,,
6472.538063,326,learning_update,5631037270461107728,,,,,,"(8, 4, 2, 8, 8)",0.0001310904171759,0.04,0.22,-0.259868909582824,,,,,,,,,,,
6472.538857,326,learning_update,15368353039753191835,,,,,,"(8, 2, 1, 8, 8)",0.0001310904171759,0.04,0.22,-0.259868909582824,,,,,,,,,,,
6472.539691,326,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",0.0001310904171759,0.04,0.22,-0.259868909582824,,,,,,,,,,,
6472.540872,326,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",0.0001310904171759,0.04,0.22,-0.259868909582824,,,,,,,,,,,
6472.579258,327,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396389335754918,,,,,,,,,,,,,,,,
6472.579785,327,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396389335754918,,,,,,,,,,,,,,,,
6472.580125,327,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,-0.0556028398573029,0.0429705476667011,,,,,,,,,,,,,,,,
6472.580422,327,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0701714183197353,0.0399088946628968,,,,,,,,,,,,,,,,
6472.580864,327,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.070152484463457,0.0399127286378443,,,,,,,,,,,,,,,,
6472.581216,327,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396389335754918,,,,,,,,,,,,,,,,
6472.581675,327,selection_info,5631037270461107728,25,"(8, 5, 2, 8, 8)",1,-0.0556028398573029,0.0429705476667011,,,,,,,,,,,,,,,,
6472.582011,327,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396389335754918,,,,,,,,,,,,,,,,
6472.582272,327,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396389335754918,,,,,,,,,,,,,,,,
6472.582699,327,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396389335754918,,,,,,,,,,,,,,,,
6472.583316,327,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.070152484463457,0.0399127286378443,,,,,,,,,,,,,,,,
6472.583765,327,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0396781059809377,,,,,,,,,,,,,,,,
6472.584267,327,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.0701714183197353,0.0399088946628968,,,,,,,,,,,,,,,,
6472.584661,327,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0705226817487569,0.039837833005558,,,,,,,,,,,,,,,,
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6472.585443,327,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396389335754918,,,,,,,,,,,,,,,,
6472.585934,327,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396389335754918,,,,,,,,,,,,,,,,
6472.586332,327,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0705226817487569,0.039837833005558,,,,,,,,,,,,,,,,
6472.586782,327,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0396781059809377,,,,,,,,,,,,,,,,
6472.587343,327,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396389335754918,,,,,,,,,,,,,,,,
6472.587841,327,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396389335754918,,,,,,,,,,,,,,,,
6472.588168,327,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0396781059809377,,,,,,,,,,,,,,,,
6472.588527,327,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0682196354881435,0.0403060614595273,,,,,,,,,,,,,,,,
6472.589294,327,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0396389335754918,,,,,,,,,,,,,,,,
6472.589731,327,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0709798968903005,0.0397455264984935,,,,,,,,,,,,,,,,
6478.616136,327,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6453566551208496,22.722727272727276
6478.616617,327,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.5474364757537842,6.26875
6478.616987,327,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.1686456203460691,36.268181818181816
6490.735459,327,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0102927684783935,,
6490.73593,327,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0221667289733886,,
6490.736336,327,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0083389282226562,,
6490.736785,327,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0094392299652099,,
6490.737073,327,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0200657844543457,,
6490.73741,327,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0135176181793212,,
6490.737794,327,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0261421203613281,,
6490.738175,327,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0104649066925048,,
6490.73845,327,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.019136905670166,,
6490.738863,327,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0151998996734619,,
6490.739208,327,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0222363471984863,,
6490.739503,327,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0177099704742431,,
6490.739941,327,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0080125331878662,,
6490.740422,327,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.023911714553833,,
6490.740883,327,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.020721435546875,,
6490.741297,327,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0130839347839355,,
6490.741672,327,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0107786655426025,,
6490.742064,327,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0088331699371337,,
6490.742373,327,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0143580436706542,,
6490.742688,327,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0222368240356445,,
6490.743078,327,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0308945178985595,,
6490.743503,327,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081877708435058,,
6490.743865,327,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0245008468627929,,
6490.744244,327,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0116369724273681,,
6490.744664,327,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0133302211761474,,
6490.749653,327,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",-0.0001717760060145,0.07,0.14,-0.2101717760060145,,,,,,,,,,,
6490.750309,327,learning_update,5631037270461107728,,,,,,"(8, 5, 2, 8, 8)",-0.0001717760060145,0.07,0.14,-0.2101717760060145,,,,,,,,,,,
6490.751174,327,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",-0.0001717760060145,0.07,0.14,-0.2101717760060145,,,,,,,,,,,
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6490.797132,328,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",1,-0.0236488805723979,0.0501286665206983,,,,,,,,,,,,,,,,
6499.826576,328,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,1.121809482574463,22.7
6499.827334,328,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.7198443412780762,36.28181818181818
6499.828016,328,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.7804691791534424,9.1
6499.828434,328,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2566351890563965,24.45625
6512.017421,328,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0105924606323242,,
6512.018025,328,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0103809833526611,,
6512.018605,328,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0156707763671875,,
6512.019073,328,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0113337039947509,,
6512.019683,328,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0131113529205322,,
6512.020129,328,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0100820064544677,,
6512.020538,328,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0287325382232666,,
6512.020867,328,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0137453079223632,,
6512.021259,328,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0304491519927978,,
6512.021716,328,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0128159523010253,,
6512.022033,328,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0165286064147949,,
6512.022375,328,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.010422945022583,,
6512.022791,328,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.009817361831665,,
6512.023119,328,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0196492671966552,,
6512.023576,328,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0092074871063232,,
6512.023997,328,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0155837535858154,,
6512.024412,328,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0374433994293212,,
6512.024824,328,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0377907752990722,,
6512.025172,328,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0077846050262451,,
6512.025566,328,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.01025390625,,
6512.025913,328,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0251886844635009,,
6512.02623,328,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0085771083831787,,
6512.026633,328,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.008620262145996,,
6512.027117,328,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0072808265686035,,
6512.027574,328,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0166172981262207,,
6512.03287,328,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",-2.531845001152444e-07,0.06,0.19,-0.2500002531845001,,,,,,,,,,,
6512.033864,328,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",-2.531845001152444e-07,0.06,0.19,-0.2500002531845001,,,,,,,,,,,
6512.034612,328,learning_update,5631037270461107728,,,,,,"(8, 5, 2, 8, 8)",-2.531845001152444e-07,0.06,0.19,-0.2500002531845001,,,,,,,,,,,
6512.035322,328,learning_update,15492424130391261209,,,,,,"(7, 0, 0, 8, 8)",-2.531845001152444e-07,0.06,0.19,-0.2500002531845001,,,,,,,,,,,
6512.075799,329,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0398089376360758,,,,,,,,,,,,,,,,
6512.076273,329,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0398089376360758,,,,,,,,,,,,,,,,
6512.076735,329,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,-0.0645712022898045,0.0412498308205244,,,,,,,,,,,,,,,,
6512.077107,329,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",1,-0.0696658888421115,0.0401867753626955,,,,,,,,,,,,,,,,
6512.077497,329,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",1,-0.070152484463457,0.0400866870373672,,,,,,,,,,,,,,,,
6512.077884,329,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0398089376360758,,,,,,,,,,,,,,,,
6512.07827,329,selection_info,5631037270461107728,25,"(8, 5, 2, 8, 8)",1,-0.0645712022898045,0.0412498308205244,,,,,,,,,,,,,,,,
6512.078627,329,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0398089376360758,,,,,,,,,,,,,,,,
6512.078968,329,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0398089376360758,,,,,,,,,,,,,,,,
6512.079355,329,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0398089376360758,,,,,,,,,,,,,,,,
6512.07978,329,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0715744302303571,0.0397956319261892,,,,,,,,,,,,,,,,
6512.0802,329,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0398486746148715,,,,,,,,,,,,,,,,
6512.080585,329,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",1,-0.0696658888421115,0.0401867753626955,,,,,,,,,,,,,,,,
6512.080905,329,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0705226817487569,0.0400107077972283,,,,,,,,,,,,,,,,
6512.081409,329,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0715744302303571,0.0397956319261892,,,,,,,,,,,,,,,,
6512.081885,329,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0398089376360758,,,,,,,,,,,,,,,,
6512.082347,329,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0398089376360758,,,,,,,,,,,,,,,,
6512.082802,329,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0705226817487569,0.0400107077972283,,,,,,,,,,,,,,,,
6512.083131,329,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0398486746148715,,,,,,,,,,,,,,,,
6512.0835,329,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0398089376360758,,,,,,,,,,,,,,,,
6512.083896,329,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0398089376360758,,,,,,,,,,,,,,,,
6512.084295,329,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0398486746148715,,,,,,,,,,,,,,,,
6512.084778,329,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0702531336127155,0.0400660155500766,,,,,,,,,,,,,,,,
6512.085218,329,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0398089376360758,,,,,,,,,,,,,,,,
6512.085529,329,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0709798968903005,0.0399170677578322,,,,,,,,,,,,,,,,
6518.122898,329,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.045753002166748,36.21818181818182
6518.123439,329,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2594466209411621,18.16875
6518.123861,329,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.7236888408660889,22.64090909090909
6518.12421,329,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4234883785247803,22.53181818181818
6518.124522,329,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2800261974334717,24.4375
6530.267444,329,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0346102714538574,,
6530.267876,329,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0167267322540283,,
6530.268285,329,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0228950977325439,,
6530.268803,329,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0184192657470703,,
6530.269159,329,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0099444389343261,,
6530.269584,329,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0320401191711425,,
6530.270011,329,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.01041841506958,,
6530.270302,329,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0132820606231689,,
6530.270637,329,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0096123218536376,,
6530.270943,329,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0129477977752685,,
6530.271235,329,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.027423620223999,,
6530.271547,329,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0144281387329101,,
6530.271891,329,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0156798362731933,,
6530.272197,329,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0183382034301757,,
6530.272532,329,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0140595436096191,,
6530.272817,329,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.011423110961914,,
6530.273126,329,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0081977844238281,,
6530.273402,329,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0084517002105712,,
6530.273923,329,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0068428516387939,,
6530.274321,329,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.014517068862915,,
6530.274755,329,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0154395103454589,,
6530.275021,329,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.008176565170288,,
6530.27536,329,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0110726356506347,,
6530.275707,329,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0098943710327148,,
6530.275978,329,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0122218132019042,,
6530.280699,329,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",-0.0001758699945097,0.06,0.25,-0.3101758699945097,,,,,,,,,,,
6530.28137,329,learning_update,5631037270461107728,,,,,,"(8, 5, 2, 8, 8)",-0.0001758699945097,0.06,0.25,-0.3101758699945097,,,,,,,,,,,
6530.282139,329,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",-0.0001758699945097,0.06,0.25,-0.3101758699945097,,,,,,,,,,,
6530.282859,329,learning_update,15368353039753191835,,,,,,"(8, 2, 1, 8, 8)",-0.0001758699945097,0.06,0.25,-0.3101758699945097,,,,,,,,,,,
6530.28349,329,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 8, 8)",-0.0001758699945097,0.06,0.25,-0.3101758699945097,,,,,,,,,,,
6530.32046,330,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399903463014136,,,,,,,,,,,,,,,,
6530.320897,330,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399903463014136,,,,,,,,,,,,,,,,
6530.321199,330,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",0,-0.0706425400976174,0.0401692516389586,,,,,,,,,,,,,,,,
6530.321787,330,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.0701714183197353,0.0402668414098904,,,,,,,,,,,,,,,,
6530.322444,330,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0731840906789386,0.0396468513134482,,,,,,,,,,,,,,,,
6530.32289,330,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399903463014136,,,,,,,,,,,,,,,,
6530.323279,330,selection_info,5631037270461107728,25,"(8, 5, 2, 8, 8)",0,-0.0706425400976174,0.0401692516389586,,,,,,,,,,,,,,,,
6530.323735,330,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399903463014136,,,,,,,,,,,,,,,,
6530.324062,330,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399903463014136,,,,,,,,,,,,,,,,
6530.324396,330,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399903463014136,,,,,,,,,,,,,,,,
6530.324957,330,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0744996737240002,0.0393791153037547,,,,,,,,,,,,,,,,
6530.325325,330,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.040030465053775,,,,,,,,,,,,,,,,
6530.325676,330,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",1,-0.0701714183197353,0.0402668414098904,,,,,,,,,,,,,,,,
6530.325946,330,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",1,-0.0705226817487569,0.0401940570512344,,,,,,,,,,,,,,,,
6530.326218,330,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0744996737240002,0.0393791153037547,,,,,,,,,,,,,,,,
6530.326489,330,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399903463014136,,,,,,,,,,,,,,,,
6530.326871,330,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399903463014136,,,,,,,,,,,,,,,,
6530.32727,330,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",1,-0.0705226817487569,0.0401940570512344,,,,,,,,,,,,,,,,
6530.327782,330,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.040030465053775,,,,,,,,,,,,,,,,
6530.328167,330,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399903463014136,,,,,,,,,,,,,,,,
6530.328566,330,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399903463014136,,,,,,,,,,,,,,,,
6530.329004,330,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.040030465053775,,,,,,,,,,,,,,,,
6530.329508,330,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0702531336127155,0.0402498976465467,,,,,,,,,,,,,,,,
6530.329878,330,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399903463014136,,,,,,,,,,,,,,,,
6530.330155,330,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0709798968903005,0.0400995157554525,,,,,,,,,,,,,,,,
6542.367285,330,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.255929946899414,18.5375
6542.367855,330,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.596508502960205,6.26875
6542.36818,330,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,4.130152940750122,18.18636363636364
6542.368506,330,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,4.614535093307495,13.636363636363637
6542.368842,330,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2663068771362304,24.6
6554.503869,330,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0088438987731933,,
6554.504256,330,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0251746177673339,,
6554.504603,330,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0107228755950927,,
6554.504915,330,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.014117956161499,,
6554.505254,330,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0169436931610107,,
6554.505607,330,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0219085216522216,,
6554.506006,330,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0099055767059326,,
6554.506342,330,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0070283412933349,,
6554.506729,330,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0128774642944335,,
6554.507053,330,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0317540168762207,,
6554.507343,330,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0259084701538085,,
6554.507714,330,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0166654586791992,,
6554.508186,330,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0103435516357421,,
6554.508606,330,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0141010284423828,,
6554.508982,330,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0199575424194335,,
6554.509508,330,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0117847919464111,,
6554.509896,330,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0214190483093261,,
6554.510199,330,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0207688808441162,,
6554.51047,330,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0251350402832031,,
6554.51099,330,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082809925079345,,
6554.511289,330,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0222048759460449,,
6554.511643,330,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0088059902191162,,
6554.511996,330,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0172877311706542,,
6554.512403,330,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0101721286773681,,
6554.512788,330,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0203938484191894,,
6554.518127,330,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",0.0003926028041247,0.03,0.15,-0.1796073971958752,,,,,,,,,,,
6554.518891,330,learning_update,15368353039753191835,,,,,,"(8, 3, 1, 8, 8)",0.0003926028041247,0.03,0.15,-0.1796073971958752,,,,,,,,,,,
6554.519702,330,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",0.0003926028041247,0.03,0.15,-0.1796073971958752,,,,,,,,,,,
6554.520473,330,learning_update,8818734309448792929,,,,,,"(8, 0, 1, 8, 8)",0.0003926028041247,0.03,0.15,-0.1796073971958752,,,,,,,,,,,
6554.522653,330,learning_update,7830638094315628080,,,,,,"(8, 0, 1, 8, 8)",0.0003926028041247,0.03,0.15,-0.1796073971958752,,,,,,,,,,,
6554.562216,331,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399192915970986,,,,,,,,,,,,,,,,
6554.562603,331,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399192915970986,,,,,,,,,,,,,,,,
6554.562973,331,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,-0.0627697419123102,0.0417666666205619,,,,,,,,,,,,,,,,
6554.563239,331,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0736214975244597,0.03948518810775,,,,,,,,,,,,,,,,
6554.563595,331,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0731840906789386,0.0395746913585892,,,,,,,,,,,,,,,,
6554.563929,331,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399192915970986,,,,,,,,,,,,,,,,
6554.564225,331,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",1,-0.0627697419123102,0.0417666666205619,,,,,,,,,,,,,,,,
6554.564642,331,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399192915970986,,,,,,,,,,,,,,,,
6554.564922,331,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399192915970986,,,,,,,,,,,,,,,,
6554.565174,331,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399192915970986,,,,,,,,,,,,,,,,
6554.565516,331,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0744996737240002,0.0393061042626851,,,,,,,,,,,,,,,,
6554.565812,331,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0399595404105458,,,,,,,,,,,,,,,,
6554.566126,331,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.0736214975244597,0.03948518810775,,,,,,,,,,,,,,,,
6554.566582,331,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",1,-0.0699936021392603,0.0402337031170931,,,,,,,,,,,,,,,,
6554.567153,331,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0744996737240002,0.0393061042626851,,,,,,,,,,,,,,,,
6554.567537,331,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399192915970986,,,,,,,,,,,,,,,,
6554.568015,331,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399192915970986,,,,,,,,,,,,,,,,
6554.568422,331,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",1,-0.0699936021392603,0.0402337031170931,,,,,,,,,,,,,,,,
6554.568974,331,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0399595404105458,,,,,,,,,,,,,,,,
6554.569314,331,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399192915970986,,,,,,,,,,,,,,,,
6554.569694,331,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399192915970986,,,,,,,,,,,,,,,,
6554.5701,331,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0399595404105458,,,,,,,,,,,,,,,,
6554.570523,331,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0719789544510615,0.039822340183072,,,,,,,,,,,,,,,,
6554.57087,331,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0399192915970986,,,,,,,,,,,,,,,,
6554.571242,331,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0709798968903005,0.0400288154424349,,,,,,,,,,,,,,,,
6566.606845,331,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.9021954536437988,22.70909090909091
6566.607404,331,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,5.7579100131988525,13.627272727272729
6566.607733,331,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6443049907684326,9.045454545454543
6566.608004,331,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.3112876415252686,36.33181818181818
6566.608288,331,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,3.8026933670043945,18.15
6578.788433,331,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0215480327606201,,
6578.788949,331,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0116307735443115,,
6578.789292,331,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0247113704681396,,
6578.789706,331,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0261039733886718,,
6578.790089,331,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0261926651000976,,
6578.790401,331,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0209999084472656,,
6578.790954,331,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0115134716033935,,
6578.791301,331,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0083835124969482,,
6578.791627,331,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0105805397033691,,
6578.791942,331,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0219857692718505,,
6578.792229,331,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0145857334136962,,
6578.792647,331,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0092749595642089,,
6578.793002,331,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0097436904907226,,
6578.793298,331,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0098800659179687,,
6578.793759,331,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0072493553161621,,
6578.79403,331,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0445146560668945,,
6578.794337,331,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0119228363037109,,
6578.79461,331,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0116553306579589,,
6578.794966,331,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0159778594970703,,
6578.795467,331,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0109808444976806,,
6578.795883,331,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0143258571624755,,
6578.79621,331,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0151286125183105,,
6578.796626,331,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0138349533081054,,
6578.79703,331,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0174226760864257,,
6578.797324,331,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0160026550292968,,
6578.802888,331,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",-0.0005216432603825,0.04,0.22,-0.2605216432603826,,,,,,,,,,,
6578.803795,331,learning_update,5631037270461107728,,,,,,"(8, 4, 2, 8, 8)",-0.0005216432603825,0.04,0.22,-0.2605216432603826,,,,,,,,,,,
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6578.855276,332,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0400980270935721,,,,,,,,,,,,,,,,
6578.855849,332,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0400980270935721,,,,,,,,,,,,,,,,
6578.856287,332,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",0,-0.0757088075691507,0.0392314635788342,,,,,,,,,,,,,,,,
6578.856799,332,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0401386593806921,,,,,,,,,,,,,,,,
6578.857126,332,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0400980270935721,,,,,,,,,,,,,,,,
6578.857526,332,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0400980270935721,,,,,,,,,,,,,,,,
6578.857939,332,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0713145175886705,0.0401386593806921,,,,,,,,,,,,,,,,
6578.858347,332,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0710864768592984,0.0401863065495108,,,,,,,,,,,,,,,,
6578.858721,332,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0400980270935721,,,,,,,,,,,,,,,,
6578.859056,332,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0710864768592984,0.0401863065495108,,,,,,,,,,,,,,,,
6587.890207,332,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2439656257629394,21.88181818181818
6587.890878,332,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6643478870391846,22.67727272727273
6587.891182,332,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.750244140625,9.1
6587.891555,332,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.6216471195220947,6.25
6587.892066,332,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.1004176139831543,36.29090909090909
6600.02062,332,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0098354816436767,,
6600.021126,332,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0166919231414794,,
6600.021486,332,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0215904712677001,,
6600.021977,332,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0170791149139404,,
6600.022329,332,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0111846923828125,,
6600.022713,332,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0230236053466796,,
6600.022976,332,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0073862075805664,,
6600.023323,332,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0370738506317138,,
6600.023753,332,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0109672546386718,,
6600.024086,332,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0323164463043212,,
6600.024382,332,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0092816352844238,,
6600.024878,332,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0103545188903808,,
6600.025239,332,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0191850662231445,,
6600.025559,332,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0109345912933349,,
6600.025971,332,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0094063282012939,,
6600.02636,332,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.008951187133789,,
6600.026722,332,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0142641067504882,,
6600.027193,332,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0107531547546386,,
6600.027645,332,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.010430097579956,,
6600.02812,332,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0258774757385253,,
6600.028478,332,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0110716819763183,,
6600.028814,332,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0147321224212646,,
6600.029149,332,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0141396522521972,,
6600.029466,332,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0132365226745605,,
6600.029826,332,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0138840675354003,,
6600.035185,332,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",0.0002633518000694,0.04,0.21,-0.2497366481999305,,,,,,,,,,,
6600.03605,332,learning_update,5631037270461107728,,,,,,"(8, 4, 2, 8, 8)",0.0002633518000694,0.04,0.21,-0.2497366481999305,,,,,,,,,,,
6600.037281,332,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",0.0002633518000694,0.04,0.21,-0.2497366481999305,,,,,,,,,,,
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6600.039406,332,learning_update,11806130149938443739,,,,,,"(8, 0, 2, 8, 8)",0.0002633518000694,0.04,0.21,-0.2497366481999305,,,,,,,,,,,
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6600.086373,333,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0715744302303571,0.0402418684338243,,,,,,,,,,,,,,,,
6600.086935,333,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",1,-0.0715091988452838,0.0402555958842386,,,,,,,,,,,,,,,,
6600.087383,333,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",0,-0.072708692110918,0.0400039186073544,,,,,,,,,,,,,,,,
6600.087805,333,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",1,-0.0715091988452838,0.0402555958842386,,,,,,,,,,,,,,,,
6600.088142,333,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0402555958842386,,,,,,,,,,,,,,,,
6600.088574,333,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0402555958842386,,,,,,,,,,,,,,,,
6600.08908,333,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0744996737240002,0.039631061080307,,,,,,,,,,,,,,,,
6600.08956,333,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",1,-0.0696835114475319,0.0406417033778682,,,,,,,,,,,,,,,,
6600.089917,333,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",0,-0.0757088075691507,0.0393813032709286,,,,,,,,,,,,,,,,
6600.090302,333,selection_info,8818734309448792929,25,"(8, 2, 1, 8, 8)",0,-0.0757088075691507,0.0393813032709286,,,,,,,,,,,,,,,,
6600.090795,333,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0744996737240002,0.039631061080307,,,,,,,,,,,,,,,,
6600.091305,333,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0402555958842386,,,,,,,,,,,,,,,,
6600.091711,333,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0402555958842386,,,,,,,,,,,,,,,,
6600.092059,333,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",0,-0.0757088075691507,0.0393813032709286,,,,,,,,,,,,,,,,
6600.092482,333,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0737258904978109,0.0397917237269035,,,,,,,,,,,,,,,,
6600.092938,333,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0402555958842386,,,,,,,,,,,,,,,,
6600.093353,333,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0402555958842386,,,,,,,,,,,,,,,,
6600.093801,333,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0737258904978109,0.0397917237269035,,,,,,,,,,,,,,,,
6600.094157,333,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0759228063678529,0.0393372640569506,,,,,,,,,,,,,,,,
6600.094638,333,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0715091988452838,0.0402555958842386,,,,,,,,,,,,,,,,
6600.095071,333,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0719789544510615,0.040156843843438,,,,,,,,,,,,,,,,
6609.138487,333,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1668426990509033,11.4
6609.139562,333,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1840143203735351,21.345454545454547
6609.139946,333,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.523953437805176,12.4875
6609.140251,333,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2075729370117187,8.518181818181818
6609.140552,333,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3061997890472412,12.1625
6621.260839,333,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0165393352508544,,
6621.261235,333,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0133254528045654,,
6621.261696,333,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.014517068862915,,
6621.26205,333,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8197343453510436,0.7397260273972602,0.9863013698630136,0.7012987012987013,365,0.013768196105957,,
6621.262416,333,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0096893310546875,,
6621.262762,333,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.010807991027832,,
6621.263142,333,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0181992053985595,,
6621.263449,333,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0092616081237792,,
6621.263852,333,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0079538822174072,,
6621.264267,333,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0088062286376953,,
6621.264747,333,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0342507362365722,,
6621.265205,333,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0132501125335693,,
6621.265618,333,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0290541648864746,,
6621.26599,333,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0088863372802734,,
6621.266364,333,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0158405303955078,,
6621.266721,333,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0245742797851562,,
6621.266999,333,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0243303775787353,,
6621.267346,333,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0236420631408691,,
6621.267775,333,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0104174613952636,,
6621.268133,333,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0277967453002929,,
6621.268477,333,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0083982944488525,,
6621.268822,333,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0320658683776855,,
6621.2692,333,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0146155357360839,,
6621.269567,333,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0073511600494384,,
6621.269946,333,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0146896839141845,,
6621.274395,333,learning_update,11806130149938443739,,,,,,"(8, 1, 2, 8, 8)",0.0503453756434471,0.0,0.13,-0.0796546243565528,,,,,,,,,,,
6621.275524,333,learning_update,16206290167654754491,,,,,,"(8, 0, 0, 8, 8)",0.0503453756434471,0.0,0.13,-0.0796546243565528,,,,,,,,,,,
6621.276319,333,learning_update,13644997368299628738,,,,,,"(8, 0, 0, 8, 8)",0.0503453756434471,0.0,0.13,-0.0796546243565528,,,,,,,,,,,
6621.277155,333,learning_update,13392168843036499530,,,,,,"(8, 0, 0, 8, 8)",0.0503453756434471,0.0,0.13,-0.0796546243565528,,,,,,,,,,,
6621.27803,333,learning_update,1234113313308987156,,,,,,"(8, 0, 0, 8, 8)",0.0503453756434471,0.0,0.13,-0.0796546243565528,,,,,,,,,,,
6621.314929,334,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",1,-0.0724384606349967,0.0402124717382618,,,,,,,,,,,,,,,,
6621.315245,334,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0724384606349967,0.0402124717382618,,,,,,,,,,,,,,,,
6621.315525,334,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-0.0669332086387116,0.041392773308616,,,,,,,,,,,,,,,,
6621.315871,334,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.0757088075691507,0.0395273208327635,,,,,,,,,,,,,,,,
6621.316247,334,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,-0.0715744302303571,0.0403954645697911,,,,,,,,,,,,,,,,
6621.316684,334,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0724384606349967,0.0402124717382618,,,,,,,,,,,,,,,,
6621.317032,334,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",1,-0.0669332086387116,0.041392773308616,,,,,,,,,,,,,,,,
6621.317536,334,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0724384606349967,0.0402124717382618,,,,,,,,,,,,,,,,
6621.317959,334,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0398002994788816,,,,,,,,,,,,,,,,
6621.318362,334,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0398002994788816,,,,,,,,,,,,,,,,
6621.3188,334,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0744996737240002,0.0397792684088804,,,,,,,,,,,,,,,,
6621.319101,334,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",1,-0.0694418057694925,0.0408507049011652,,,,,,,,,,,,,,,,
6621.319357,334,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",0,-0.0757088075691507,0.0395273208327635,,,,,,,,,,,,,,,,
6621.319753,334,selection_info,8818734309448792929,25,"(8, 2, 1, 8, 8)",0,-0.0757088075691507,0.0395273208327635,,,,,,,,,,,,,,,,
6621.320038,334,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0744996737240002,0.0397792684088804,,,,,,,,,,,,,,,,
6621.320318,334,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0398002994788816,,,,,,,,,,,,,,,,
6621.320665,334,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0398002994788816,,,,,,,,,,,,,,,,
6621.320976,334,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",0,-0.0757088075691507,0.0395273208327635,,,,,,,,,,,,,,,,
6621.321329,334,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0737258904978109,0.0399413438953065,,,,,,,,,,,,,,,,
6621.321709,334,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0398002994788816,,,,,,,,,,,,,,,,
6621.321993,334,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0398002994788816,,,,,,,,,,,,,,,,
6621.322319,334,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0737258904978109,0.0399413438953065,,,,,,,,,,,,,,,,
6621.322803,334,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0759228063678529,0.0394828963335822,,,,,,,,,,,,,,,,
6621.323156,334,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0398002994788816,,,,,,,,,,,,,,,,
6621.3235,334,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0759228063678529,0.0394828963335822,,,,,,,,,,,,,,,,
6630.348251,334,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.5542197227478027,22.663636363636364
6630.348867,334,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3038828372955322,12.3125
6630.349228,334,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.03818941116333,36.29545454545455
6630.349597,334,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2130963802337646,21.55909090909091
6630.350068,334,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6116726398468018,22.713636363636365
6642.558015,334,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0085532665252685,,
6642.558487,334,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0075469017028808,,
6642.558901,334,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0100162029266357,,
6642.559223,334,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0176169872283935,,
6642.55952,334,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0117552280426025,,
6642.559939,334,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0281267166137695,,
6642.560249,334,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0149989128112792,,
6642.560666,334,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0069913864135742,,
6642.561056,334,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0093550682067871,,
6642.561505,334,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.009833812713623,,
6642.561991,334,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0194926261901855,,
6642.562285,334,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0152580738067626,,
6642.56271,334,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0104551315307617,,
6642.563029,334,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0080001354217529,,
6642.563326,334,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0126307010650634,,
6642.563776,334,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0094764232635498,,
6642.564144,334,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0358011722564697,,
6642.564515,334,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0262119770050048,,
6642.564961,334,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0123355388641357,,
6642.565326,334,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0206596851348876,,
6642.565735,334,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0239491462707519,,
6642.566115,334,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0174562931060791,,
6642.566612,334,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0194485187530517,,
6642.566955,334,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0136642456054687,,
6642.567338,334,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0163850784301757,,
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6642.62031,335,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0399764414137994,,,,,,,,,,,,,,,,
6642.620726,335,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",0,-0.0757088075691507,0.0397008816055242,,,,,,,,,,,,,,,,
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6642.621357,335,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0399764414137994,,,,,,,,,,,,,,,,
6642.621671,335,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0399764414137994,,,,,,,,,,,,,,,,
6642.621962,335,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0737258904978109,0.040118823207686,,,,,,,,,,,,,,,,
6642.622247,335,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0759228063678529,0.0396560379514709,,,,,,,,,,,,,,,,
6642.622569,335,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0399764414137994,,,,,,,,,,,,,,,,
6642.622847,335,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0759228063678529,0.0396560379514709,,,,,,,,,,,,,,,,
6648.657485,335,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3085920810699463,12.30625
6648.658059,335,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.8256561756134033,22.713636363636365
6648.658391,335,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2624032497406006,22.227272727272727
6648.658681,335,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.1835567951202393,36.31363636363636
6648.659053,335,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1608078479766845,29.28125
6660.803794,335,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.01448655128479,,
6660.804426,335,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0204248428344726,,
6660.804869,335,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0104813575744628,,
6660.805342,335,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0228512287139892,,
6660.805908,335,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0125465393066406,,
6660.806359,335,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0156724452972412,,
6660.806853,335,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0244181156158447,,
6660.807303,335,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0105516910552978,,
6660.807697,335,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0157530307769775,,
6660.808139,335,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0093171596527099,,
6660.808566,335,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0158841609954834,,
6660.809178,335,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0157413482666015,,
6660.80964,335,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0125057697296142,,
6660.810135,335,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0116035938262939,,
6660.810519,335,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0314290523529052,,
6660.811053,335,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0373117923736572,,
6660.811751,335,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0085344314575195,,
6660.812206,335,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0121607780456542,,
6660.812553,335,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.009084939956665,,
6660.813245,335,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.052178144454956,,
6660.813712,335,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0097966194152832,,
6660.814178,335,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0220859050750732,,
6660.814619,335,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0070595741271972,,
6660.815008,335,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0099146366119384,,
6660.815356,335,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0182132720947265,,
6660.821338,335,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",-1.0770235096269063e-06,0.03,0.25,-0.2800010770235096,,,,,,,,,,,
6660.822427,335,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",-1.0770235096269063e-06,0.03,0.25,-0.2800010770235096,,,,,,,,,,,
6660.823285,335,learning_update,5631037270461107728,,,,,,"(8, 3, 2, 8, 8)",-1.0770235096269063e-06,0.03,0.25,-0.2800010770235096,,,,,,,,,,,
6660.824137,335,learning_update,11806130149938443739,,,,,,"(8, 3, 2, 8, 8)",-1.0770235096269063e-06,0.03,0.25,-0.2800010770235096,,,,,,,,,,,
6660.825196,335,learning_update,17833758267265781484,,,,,,"(8, 0, 2, 8, 8)",-1.0770235096269063e-06,0.03,0.25,-0.2800010770235096,,,,,,,,,,,
6660.867945,336,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.068874857738348,0.0411068770974569,,,,,,,,,,,,,,,,
6660.868529,336,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0750523096524419,0.0397809025356001,,,,,,,,,,,,,,,,
6660.868934,336,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,-0.072708692110918,0.0402788426955381,,,,,,,,,,,,,,,,
6660.869282,336,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0739470530004687,0.0400149608542009,,,,,,,,,,,,,,,,
6660.869983,336,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0742063047247649,0.039959936229917,,,,,,,,,,,,,,,,
6660.870626,336,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0750523096524419,0.0397809025356001,,,,,,,,,,,,,,,,
6660.871167,336,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",1,-0.072708692110918,0.0402788426955381,,,,,,,,,,,,,,,,
6660.871471,336,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0750523096524419,0.0397809025356001,,,,,,,,,,,,,,,,
6660.871879,336,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0399190679708455,,,,,,,,,,,,,,,,
6660.872497,336,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0399190679708455,,,,,,,,,,,,,,,,
6660.87297,336,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0744996737240002,0.0398977616687221,,,,,,,,,,,,,,,,
6660.873305,336,selection_info,11806130149938443739,25,"(8, 4, 2, 8, 8)",1,-0.072708692110918,0.0402788426955381,,,,,,,,,,,,,,,,
6660.873686,336,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0739470530004687,0.0400149608542009,,,,,,,,,,,,,,,,
6660.874116,336,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0751410549011341,0.0397621685894076,,,,,,,,,,,,,,,,
6660.874525,336,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0744996737240002,0.0398977616687221,,,,,,,,,,,,,,,,
6660.875048,336,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0399190679708455,,,,,,,,,,,,,,,,
6660.875441,336,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0399190679708455,,,,,,,,,,,,,,,,
6660.875874,336,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",0,-0.0751410549011341,0.0397621685894076,,,,,,,,,,,,,,,,
6660.876348,336,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",1,-0.0704081988285475,0.0407736817062646,,,,,,,,,,,,,,,,
6660.877062,336,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0399190679708455,,,,,,,,,,,,,,,,
6660.87753,336,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0399190679708455,,,,,,,,,,,,,,,,
6660.877955,336,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0764223161525248,0.0394926779661978,,,,,,,,,,,,,,,,
6660.878404,336,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.073515092645735,0.0401068101964022,,,,,,,,,,,,,,,,
6660.8788,336,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0399190679708455,,,,,,,,,,,,,,,,
6660.879224,336,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0759228063678529,0.0395975230897659,,,,,,,,,,,,,,,,
6669.9078,336,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.7520453929901123,22.63181818181818
6669.908285,336,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1660418510437011,28.88125
6669.908582,336,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3106656074523926,12.5
6669.908978,336,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2253973484039306,22.00454545454545
6669.909331,336,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.0645718574523926,36.27727272727273
6682.041545,336,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0085000991821289,,
6682.041983,336,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0096852779388427,,
6682.042343,336,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0124390125274658,,
6682.042755,336,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0282263755798339,,
6682.043206,336,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0232493877410888,,
6682.043504,336,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0273792743682861,,
6682.043935,336,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0102686882019042,,
6682.044277,336,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0228214263916015,,
6682.044629,336,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0112056732177734,,
6682.045012,336,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0157787799835205,,
6682.045278,336,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0082099437713623,,
6682.04557,336,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0125513076782226,,
6682.045932,336,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0144393444061279,,
6682.046268,336,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0079166889190673,,
6682.046723,336,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0143730640411376,,
6682.047151,336,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0106854438781738,,
6682.047446,336,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0075800418853759,,
6682.047732,336,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0296635627746582,,
6682.048108,336,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0162484645843505,,
6682.048482,336,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0118017196655273,,
6682.048795,336,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081157684326171,,
6682.049172,336,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0235464572906494,,
6682.049502,336,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0192272663116455,,
6682.050018,336,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0134754180908203,,
6682.050374,336,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0141582489013671,,
6682.055587,336,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",-0.000528781000489,0.07,0.25,-0.3205287810004891,,,,,,,,,,,
6682.056277,336,learning_update,17833758267265781484,,,,,,"(8, 1, 2, 8, 8)",-0.000528781000489,0.07,0.25,-0.3205287810004891,,,,,,,,,,,
6682.057198,336,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",-0.000528781000489,0.07,0.25,-0.3205287810004891,,,,,,,,,,,
6682.058023,336,learning_update,5631037270461107728,,,,,,"(8, 4, 2, 8, 8)",-0.000528781000489,0.07,0.25,-0.3205287810004891,,,,,,,,,,,
6682.059131,336,learning_update,11806130149938443739,,,,,,"(8, 4, 2, 8, 8)",-0.000528781000489,0.07,0.25,-0.3205287810004891,,,,,,,,,,,
6682.098737,337,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.0672093981536735,0.041580758398408,,,,,,,,,,,,,,,,
6682.099174,337,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0750523096524419,0.0398770110047852,,,,,,,,,,,,,,,,
6682.099499,337,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",0,-0.0820220812607956,0.0384216143297951,,,,,,,,,,,,,,,,
6682.099863,337,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0739470530004687,0.0401128172822267,,,,,,,,,,,,,,,,
6682.100398,337,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0742063047247649,0.0400573811066984,,,,,,,,,,,,,,,,
6682.100775,337,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0750523096524419,0.0398770110047852,,,,,,,,,,,,,,,,
6682.101069,337,selection_info,5631037270461107728,25,"(8, 4, 2, 8, 8)",0,-0.0820220812607956,0.0384216143297951,,,,,,,,,,,,,,,,
6682.101416,337,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0750523096524419,0.0398770110047852,,,,,,,,,,,,,,,,
6682.101848,337,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0400162074257438,,,,,,,,,,,,,,,,
6682.102743,337,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0400162074257438,,,,,,,,,,,,,,,,
6682.103145,337,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0744996737240002,0.0399947419786355,,,,,,,,,,,,,,,,
6682.103508,337,selection_info,11806130149938443739,25,"(8, 5, 2, 8, 8)",1,-0.0706425400976174,0.0408261838718,,,,,,,,,,,,,,,,
6682.103915,337,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0739470530004687,0.0401128172822267,,,,,,,,,,,,,,,,
6682.104383,337,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0739470530004687,0.0401128172822267,,,,,,,,,,,,,,,,
6682.104735,337,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0744996737240002,0.0399947419786355,,,,,,,,,,,,,,,,
6682.105064,337,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0400162074257438,,,,,,,,,,,,,,,,
6682.105426,337,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0400162074257438,,,,,,,,,,,,,,,,
6682.105893,337,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0739470530004687,0.0401128172822267,,,,,,,,,,,,,,,,
6682.106281,337,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",1,-0.0721006690684308,0.0405098574281117,,,,,,,,,,,,,,,,
6682.106629,337,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0400162074257438,,,,,,,,,,,,,,,,
6682.106983,337,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0400162074257438,,,,,,,,,,,,,,,,
6682.107435,337,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0764223161525248,0.0395866435433499,,,,,,,,,,,,,,,,
6682.108025,337,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.073515092645735,0.0402053544556503,,,,,,,,,,,,,,,,
6682.108469,337,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0400162074257438,,,,,,,,,,,,,,,,
6682.108932,337,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.073515092645735,0.0402053544556503,,,,,,,,,,,,,,,,
6691.143629,337,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1652145385742187,29.14375
6691.144314,337,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.31862473487854,12.36875
6691.144619,337,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2144660949707031,22.013636363636365
6691.145152,337,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6261746883392334,9.090909090909092
6691.145691,337,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.6424837112426758,6.24375
6703.269346,337,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0097012519836425,,
6703.269838,337,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.016510009765625,,
6703.270264,337,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0100948810577392,,
6703.270833,337,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.011458396911621,,
6703.271208,337,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0094361305236816,,
6703.271545,337,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0164997577667236,,
6703.271864,337,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0092601776123046,,
6703.272311,337,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0107405185699462,,
6703.272751,337,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0269076824188232,,
6703.273124,337,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.022601842880249,,
6703.273481,337,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0138344764709472,,
6703.273879,337,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0185325145721435,,
6703.274135,337,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0157332420349121,,
6703.274406,337,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0378251075744628,,
6703.274622,337,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0145363807678222,,
6703.275047,337,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0153710842132568,,
6703.275447,337,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0096893310546875,,
6703.275894,337,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080933570861816,,
6703.276208,337,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0301251411437988,,
6703.276557,337,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0094921588897705,,
6703.276844,337,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0320847034454345,,
6703.27734,337,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0137484073638916,,
6703.277662,337,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.010486364364624,,
6703.277986,337,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0177681446075439,,
6703.278332,337,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0119624137878417,,
6703.283875,337,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",0.0001362163904107,0.05,0.15,-0.1998637836095892,,,,,,,,,,,
6703.284876,337,learning_update,11806130149938443739,,,,,,"(8, 5, 2, 8, 8)",0.0001362163904107,0.05,0.15,-0.1998637836095892,,,,,,,,,,,
6703.285705,337,learning_update,17833758267265781484,,,,,,"(8, 2, 2, 8, 8)",0.0001362163904107,0.05,0.15,-0.1998637836095892,,,,,,,,,,,
6703.286502,337,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",0.0001362163904107,0.05,0.15,-0.1998637836095892,,,,,,,,,,,
6703.287678,337,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",0.0001362163904107,0.05,0.15,-0.1998637836095892,,,,,,,,,,,
6703.326664,338,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.066814121238088,0.0418031077636032,,,,,,,,,,,,,,,,
6703.327095,338,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0750523096524419,0.0399969716312055,,,,,,,,,,,,,,,,
6703.327414,338,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,-0.0803189650924307,0.038883419039711,,,,,,,,,,,,,,,,
6703.327765,338,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",1,-0.0739470530004687,0.040234679315732,,,,,,,,,,,,,,,,
6703.32812,338,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0742063047247649,0.0401787955016653,,,,,,,,,,,,,,,,
6703.328481,338,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0750523096524419,0.0399969716312055,,,,,,,,,,,,,,,,
6703.328859,338,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0803189650924307,0.038883419039711,,,,,,,,,,,,,,,,
6703.32925,338,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0750523096524419,0.0399969716312055,,,,,,,,,,,,,,,,
6703.329572,338,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0401372896010944,,,,,,,,,,,,,,,,
6703.329922,338,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0401372896010944,,,,,,,,,,,,,,,,
6703.330477,338,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0744996737240002,0.0401156510400226,,,,,,,,,,,,,,,,
6703.330903,338,selection_info,11806130149938443739,25,"(8, 5, 2, 8, 8)",1,-0.0725705353936157,0.0405327034505389,,,,,,,,,,,,,,,,
6703.331332,338,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",1,-0.0739470530004687,0.040234679315732,,,,,,,,,,,,,,,,
6703.331746,338,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",1,-0.0739470530004687,0.040234679315732,,,,,,,,,,,,,,,,
6703.332135,338,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0744996737240002,0.0401156510400226,,,,,,,,,,,,,,,,
6703.332484,338,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0401372896010944,,,,,,,,,,,,,,,,
6703.332957,338,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0401372896010944,,,,,,,,,,,,,,,,
6703.333369,338,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0739470530004687,0.040234679315732,,,,,,,,,,,,,,,,
6703.333844,338,selection_info,17833758267265781484,25,"(8, 3, 2, 8, 8)",0,-0.0803189650924307,0.038883419039711,,,,,,,,,,,,,,,,
6703.334574,338,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0401372896010944,,,,,,,,,,,,,,,,
6703.335155,338,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0401372896010944,,,,,,,,,,,,,,,,
6703.335601,338,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0764223161525248,0.039704272520943,,,,,,,,,,,,,,,,
6703.336136,338,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0773634130098919,0.0395044510999326,,,,,,,,,,,,,,,,
6703.336475,338,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0401372896010944,,,,,,,,,,,,,,,,
6703.336828,338,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0773634130098919,0.0395044510999326,,,,,,,,,,,,,,,,
6712.370186,338,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2044799327850341,22.30909090909091
6712.370824,338,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.260664701461792,24.61875
6712.371302,338,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,4.3425493240356445,13.63181818181818
6712.371686,338,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3269581794738769,12.41875
6712.372179,338,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2510237693786621,18.29375
6724.573654,338,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0084743499755859,,
6724.574267,338,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0163404941558837,,
6724.574696,338,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0095016956329345,,
6724.575107,338,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0142157077789306,,
6724.575494,338,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0109398365020751,,
6724.575825,338,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0112655162811279,,
6724.576146,338,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.009488821029663,,
6724.57643,338,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.009490966796875,,
6724.576678,338,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0177876949310302,,
6724.576959,338,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0163707733154296,,
6724.577202,338,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0106487274169921,,
6724.577477,338,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0179064273834228,,
6724.577777,338,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0292472839355468,,
6724.578205,338,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0235126018524169,,
6724.57847,338,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0235297679901123,,
6724.578813,338,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0121824741363525,,
6724.579117,338,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0091063976287841,,
6724.579365,338,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0136353969573974,,
6724.579641,338,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0326342582702636,,
6724.579943,338,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0083858966827392,,
6724.580283,338,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0134270191192626,,
6724.580811,338,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0154345035552978,,
6724.581258,338,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0110876560211181,,
6724.581602,338,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0178427696228027,,
6724.581969,338,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.006969928741455,,
6724.586502,338,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",0.000261332071874,0.06,0.17,-0.2297386679281259,,,,,,,,,,,
6724.587169,338,learning_update,11806130149938443739,,,,,,"(8, 5, 2, 8, 8)",0.000261332071874,0.06,0.17,-0.2297386679281259,,,,,,,,,,,
6724.587875,338,learning_update,4354536512509177290,,,,,,"(8, 0, 1, 8, 8)",0.000261332071874,0.06,0.17,-0.2297386679281259,,,,,,,,,,,
6724.588734,338,learning_update,15368353039753191835,,,,,,"(8, 0, 1, 8, 8)",0.000261332071874,0.06,0.17,-0.2297386679281259,,,,,,,,,,,
6724.589628,338,learning_update,8818734309448792929,,,,,,"(8, 0, 1, 8, 8)",0.000261332071874,0.06,0.17,-0.2297386679281259,,,,,,,,,,,
6724.627658,339,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.0690446937961311,0.0414266141894631,,,,,,,,,,,,,,,,
6724.628119,339,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",1,-0.0743990890513047,0.0402485128300581,,,,,,,,,,,,,,,,
6724.628463,339,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,-0.0803189650924307,0.0389849496527668,,,,,,,,,,,,,,,,
6724.628831,339,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0751410549011341,0.0400879265450861,,,,,,,,,,,,,,,,
6724.629234,339,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,-0.0742063047247649,0.0402903430042273,,,,,,,,,,,,,,,,
6724.629552,339,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",1,-0.0743990890513047,0.0402485128300581,,,,,,,,,,,,,,,,
6724.629979,339,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0803189650924307,0.0389849496527668,,,,,,,,,,,,,,,,
6724.630289,339,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",1,-0.0743990890513047,0.0402485128300581,,,,,,,,,,,,,,,,
6724.630629,339,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0402485128300581,,,,,,,,,,,,,,,,
6724.631005,339,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0402485128300581,,,,,,,,,,,,,,,,
6724.63139,339,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0744996737240002,0.0402267052993523,,,,,,,,,,,,,,,,
6724.631869,339,selection_info,11806130149938443739,25,"(8, 5, 2, 8, 8)",0,-0.0747953515375033,0.0401626684692963,,,,,,,,,,,,,,,,
6724.63236,339,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0751410549011341,0.0400879265450861,,,,,,,,,,,,,,,,
6724.6327,339,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0751410549011341,0.0400879265450861,,,,,,,,,,,,,,,,
6724.63315,339,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0744996737240002,0.0402267052993523,,,,,,,,,,,,,,,,
6724.633452,339,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0402485128300581,,,,,,,,,,,,,,,,
6724.633808,339,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0402485128300581,,,,,,,,,,,,,,,,
6724.634432,339,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0389295667261135,,,,,,,,,,,,,,,,
6724.634846,339,selection_info,17833758267265781484,25,"(8, 3, 2, 8, 8)",0,-0.0803189650924307,0.0389849496527668,,,,,,,,,,,,,,,,
6724.635292,339,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0402485128300581,,,,,,,,,,,,,,,,
6724.635788,339,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0402485128300581,,,,,,,,,,,,,,,,
6724.636151,339,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0764223161525248,0.0398121257179072,,,,,,,,,,,,,,,,
6724.636441,339,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0773634130098919,0.0396107572000738,,,,,,,,,,,,,,,,
6724.636989,339,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0743990890513047,0.0402485128300581,,,,,,,,,,,,,,,,
6724.63753,339,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0773634130098919,0.0396107572000738,,,,,,,,,,,,,,,,
6733.669012,339,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3145995140075683,12.5625
6733.669784,339,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1599237918853759,11.56875
6733.670345,339,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.491069793701172,12.51875
6733.670741,339,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4078121185302734,22.62727272727273
6733.671204,339,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1843588352203369,9.222727272727273
6745.798308,339,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0068707466125488,,
6745.798765,339,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0090343952178955,,
6745.799145,339,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0257439613342285,,
6745.799442,339,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0129940509796142,,
6745.799767,339,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0092113018035888,,
6745.800227,339,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0104882717132568,,
6745.800621,339,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.813655761024182,0.7304526748971193,0.981132075471698,0.6950182260024301,1944,0.0290980339050292,,
6745.800979,339,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0195593833923339,,
6745.801396,339,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0088667869567871,,
6745.801659,339,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0243227481842041,,
6745.802184,339,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0097870826721191,,
6745.802579,339,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0144774913787841,,
6745.802922,339,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0247626304626464,,
6745.803636,339,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0211167335510253,,
6745.804158,339,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8197343453510436,0.7397260273972602,0.9863013698630136,0.7012987012987013,365,0.0126953125,,
6745.8046,339,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0222346782684326,,
6745.804916,339,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0229489803314209,,
6745.805243,339,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0193231105804443,,
6745.80559,339,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.009120225906372,,
6745.80602,339,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0087144374847412,,
6745.806382,339,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0219404697418212,,
6745.806813,339,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0228347778320312,,
6745.807305,339,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0120761394500732,,
6745.807651,339,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0099508762359619,,
6745.808242,339,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.024005651473999,,
6745.81346,339,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",-1.6765131940210676e-06,0.03,0.13,-0.160001676513194,,,,,,,,,,,
6745.814322,339,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",-1.6765131940210676e-06,0.03,0.13,-0.160001676513194,,,,,,,,,,,
6745.815077,339,learning_update,13644997368299628738,,,,,,"(8, 0, 0, 8, 8)",-1.6765131940210676e-06,0.03,0.13,-0.160001676513194,,,,,,,,,,,
6745.815967,339,learning_update,13392168843036499530,,,,,,"(8, 0, 0, 8, 8)",-1.6765131940210676e-06,0.03,0.13,-0.160001676513194,,,,,,,,,,,
6745.816744,339,learning_update,1234113313308987156,,,,,,"(8, 0, 0, 8, 8)",-1.6765131940210676e-06,0.03,0.13,-0.160001676513194,,,,,,,,,,,
6745.855889,340,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.0705756658674669,0.0413742651888745,,,,,,,,,,,,,,,,
6745.856287,340,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0750523096524419,0.0403833219542433,,,,,,,,,,,,,,,,
6745.856687,340,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",1,-0.0741011708996742,0.0405918595142444,,,,,,,,,,,,,,,,
6745.856962,340,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0751410549011341,0.0403639192512016,,,,,,,,,,,,,,,,
6745.857349,340,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0757321151851721,0.040234931136262,,,,,,,,,,,,,,,,
6745.857658,340,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0750523096524419,0.0403833219542433,,,,,,,,,,,,,,,,
6745.858068,340,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,-0.0741011708996742,0.0405918595142444,,,,,,,,,,,,,,,,
6745.858454,340,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0750523096524419,0.0403833219542433,,,,,,,,,,,,,,,,
6745.858768,340,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0395403570023932,,,,,,,,,,,,,,,,
6745.859137,340,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0395403570023932,,,,,,,,,,,,,,,,
6745.85943,340,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",1,-0.0744996737240002,0.0405043568515817,,,,,,,,,,,,,,,,
6745.859769,340,selection_info,11806130149938443739,25,"(8, 4, 2, 8, 8)",0,-0.0820220812607956,0.0388875341599672,,,,,,,,,,,,,,,,
6745.860075,340,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0751410549011341,0.0403639192512016,,,,,,,,,,,,,,,,
6745.860439,340,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0751410549011341,0.0403639192512016,,,,,,,,,,,,,,,,
6745.860781,340,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,-0.0744996737240002,0.0405043568515817,,,,,,,,,,,,,,,,
6745.861296,340,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0395403570023932,,,,,,,,,,,,,,,,
6745.861841,340,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0395403570023932,,,,,,,,,,,,,,,,
6745.86235,340,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0391918094744559,,,,,,,,,,,,,,,,
6745.862748,340,selection_info,17833758267265781484,25,"(8, 3, 2, 8, 8)",0,-0.0803189650924307,0.0392478458588797,,,,,,,,,,,,,,,,
6745.863175,340,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0395403570023932,,,,,,,,,,,,,,,,
6745.863541,340,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0395403570023932,,,,,,,,,,,,,,,,
6745.863911,340,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0764223161525248,0.0400848289900255,,,,,,,,,,,,,,,,
6745.864258,340,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0773634130098919,0.0398810649133974,,,,,,,,,,,,,,,,
6745.864746,340,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0395403570023932,,,,,,,,,,,,,,,,
6745.865132,340,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0773634130098919,0.0398810649133974,,,,,,,,,,,,,,,,
6754.895984,340,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.7284224033355713,36.27272727272727
6754.896537,340,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.1657493114471436,36.29545454545455
6754.896871,340,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1841561794281005,47.4625
6754.897261,340,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3151235580444336,12.55625
6754.897566,340,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6796278953552246,22.695454545454545
6767.075418,340,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0163848400115966,,
6767.075898,340,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0084519386291503,,
6767.07629,340,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0187153816223144,,
6767.076638,340,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0103814601898193,,
6767.076966,340,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0121831893920898,,
6767.077464,340,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0182204246520996,,
6767.077871,340,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0090487003326416,,
6767.078197,340,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0114130973815917,,
6767.078486,340,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0154683589935302,,
6767.07893,340,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0202207565307617,,
6767.079368,340,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0102627277374267,,
6767.079721,340,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0242037773132324,,
6767.080002,340,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0130562782287597,,
6767.080324,340,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0374453067779541,,
6767.080616,340,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0091142654418945,,
6767.080866,340,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0143790245056152,,
6767.081244,340,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0094807147979736,,
6767.081566,340,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.008284568786621,,
6767.081899,340,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0097854137420654,,
6767.082183,340,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0223197937011718,,
6767.082539,340,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0164072513580322,,
6767.082876,340,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0137460231781005,,
6767.083237,340,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0115766525268554,,
6767.083511,340,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.012897253036499,,
6767.083804,340,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0069377422332763,,
6767.087894,340,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",-0.000172225411972,0.03,0.31,-0.340172225411972,,,,,,,,,,,
6767.088764,340,learning_update,16506691070021547649,,,,,,"(8, 2, 2, 8, 8)",-0.000172225411972,0.03,0.31,-0.340172225411972,,,,,,,,,,,
6767.089407,340,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",-0.000172225411972,0.03,0.31,-0.340172225411972,,,,,,,,,,,
6767.090039,340,learning_update,10577062229270185434,,,,,,"(7, 0, 2, 8, 8)",-0.000172225411972,0.03,0.31,-0.340172225411972,,,,,,,,,,,
6767.090756,340,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",-0.000172225411972,0.03,0.31,-0.340172225411972,,,,,,,,,,,
6767.129758,341,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",1,-0.0739068124557192,0.0407970016314052,,,,,,,,,,,,,,,,
6767.130348,341,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",1,-0.0750523096524419,0.0405434504988336,,,,,,,,,,,,,,,,
6767.130837,341,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0807530854450311,0.0393048502835957,,,,,,,,,,,,,,,,
6767.13141,341,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.0751410549011341,0.0405238729964447,,,,,,,,,,,,,,,,
6767.131832,341,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0757321151851721,0.0403937240282211,,,,,,,,,,,,,,,,
6767.132338,341,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",1,-0.0750523096524419,0.0405434504988336,,,,,,,,,,,,,,,,
6767.132822,341,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0807530854450311,0.0393048502835957,,,,,,,,,,,,,,,,
6767.133405,341,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",1,-0.0750523096524419,0.0405434504988336,,,,,,,,,,,,,,,,
6767.133776,341,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0396929351531688,,,,,,,,,,,,,,,,
6767.134067,341,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0396929351531688,,,,,,,,,,,,,,,,
6767.134499,341,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0757321151851721,0.0403937240282211,,,,,,,,,,,,,,,,
6767.134938,341,selection_info,11806130149938443739,25,"(8, 3, 2, 8, 8)",0,-0.0803189650924307,0.03939782519861,,,,,,,,,,,,,,,,
6767.13539,341,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0751410549011341,0.0405238729964447,,,,,,,,,,,,,,,,
6767.135828,341,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0751410549011341,0.0405238729964447,,,,,,,,,,,,,,,,
6767.136281,341,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0757321151851721,0.0403937240282211,,,,,,,,,,,,,,,,
6767.136582,341,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0396929351531688,,,,,,,,,,,,,,,,
6767.136925,341,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0396929351531688,,,,,,,,,,,,,,,,
6767.137447,341,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0393412922186572,,,,,,,,,,,,,,,,
6767.138377,341,selection_info,17833758267265781484,25,"(8, 2, 2, 8, 8)",0,-0.0807530854450311,0.0393048502835957,,,,,,,,,,,,,,,,
6767.13888,341,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0396929351531688,,,,,,,,,,,,,,,,
6767.139324,341,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0396929351531688,,,,,,,,,,,,,,,,
6767.139765,341,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0764223161525248,0.0402422736489436,,,,,,,,,,,,,,,,
6767.140053,341,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0773634130098919,0.0400366839044581,,,,,,,,,,,,,,,,
6767.140566,341,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0396929351531688,,,,,,,,,,,,,,,,
6767.140967,341,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0773634130098919,0.0400366839044581,,,,,,,,,,,,,,,,
6773.178399,341,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3249630928039551,12.2875
6773.178937,341,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2718245983123779,24.45
6773.179288,341,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1842610836029052,9.263636363636364
6773.179679,341,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.577194929122925,12.5125
6773.180053,341,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1579940319061279,12.0
6785.352719,341,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0142991542816162,,
6785.353366,341,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0186405181884765,,
6785.353821,341,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0093970298767089,,
6785.354299,341,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0219118595123291,,
6785.354645,341,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0206959247589111,,
6785.354979,341,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0200581550598144,,
6785.355362,341,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0150163173675537,,
6785.35575,341,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0149011611938476,,
6785.35611,341,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0240137577056884,,
6785.356521,341,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0096642971038818,,
6785.356892,341,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0086519718170166,,
6785.357313,341,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0107142925262451,,
6785.357663,341,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0302999019622802,,
6785.358228,341,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0111289024353027,,
6785.358569,341,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0081510543823242,,
6785.358839,341,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0074281692504882,,
6785.359164,341,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0176022052764892,,
6785.359496,341,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0196161270141601,,
6785.359804,341,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0106294155120849,,
6785.360417,341,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0163302421569824,,
6785.360769,341,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079131126403808,,
6785.361022,341,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0434913635253906,,
6785.361495,341,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.015716552734375,,
6785.36183,341,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0115294456481933,,
6785.362263,341,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0089936256408691,,
6785.36746,341,learning_update,16206290167654754491,,,,,,"(8, 5, 0, 8, 8)",0.0001324416979681,0.03,0.12,-0.1498675583020318,,,,,,,,,,,
6785.368392,341,learning_update,13644997368299628738,,,,,,"(8, 1, 0, 8, 8)",0.0001324416979681,0.03,0.12,-0.1498675583020318,,,,,,,,,,,
6785.369194,341,learning_update,13392168843036499530,,,,,,"(8, 1, 0, 8, 8)",0.0001324416979681,0.03,0.12,-0.1498675583020318,,,,,,,,,,,
6785.370158,341,learning_update,1234113313308987156,,,,,,"(8, 1, 0, 8, 8)",0.0001324416979681,0.03,0.12,-0.1498675583020318,,,,,,,,,,,
6785.371133,341,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",0.0001324416979681,0.03,0.12,-0.1498675583020318,,,,,,,,,,,
6785.410777,342,selection_info,16206290167654754491,25,"(8, 5, 0, 8, 8)",0,-0.0753315812262838,0.0402919651847971,,,,,,,,,,,,,,,,
6785.411274,342,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",1,-0.0732462013971372,0.0407541930774397,,,,,,,,,,,,,,,,
6785.411606,342,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",1,-0.0735583106718828,0.0406846775907612,,,,,,,,,,,,,,,,
6785.411956,342,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.0757088075691507,0.040208914017908,,,,,,,,,,,,,,,,
6785.412445,342,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0757321151851721,0.0402037881694013,,,,,,,,,,,,,,,,
6785.412902,342,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",1,-0.0732462013971372,0.0407541930774397,,,,,,,,,,,,,,,,
6785.413381,342,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",1,-0.0735583106718828,0.0406846775907612,,,,,,,,,,,,,,,,
6785.413817,342,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",1,-0.0732462013971372,0.0407541930774397,,,,,,,,,,,,,,,,
6785.414368,342,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0395028202426282,,,,,,,,,,,,,,,,
6785.414858,342,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0395028202426282,,,,,,,,,,,,,,,,
6785.415164,342,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0757321151851721,0.0402037881694013,,,,,,,,,,,,,,,,
6785.415543,342,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0807530854450311,0.0391146629029384,,,,,,,,,,,,,,,,
6785.415945,342,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0765696992032654,0.040020018369122,,,,,,,,,,,,,,,,
6785.416348,342,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0765696992032654,0.040020018369122,,,,,,,,,,,,,,,,
6785.416661,342,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0757321151851721,0.0402037881694013,,,,,,,,,,,,,,,,
6785.417011,342,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0395028202426282,,,,,,,,,,,,,,,,
6785.417358,342,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0395028202426282,,,,,,,,,,,,,,,,
6785.41776,342,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0391511108267089,,,,,,,,,,,,,,,,
6785.418292,342,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0735583106718828,0.0406846775907612,,,,,,,,,,,,,,,,
6785.418597,342,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0395028202426282,,,,,,,,,,,,,,,,
6785.41893,342,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0395028202426282,,,,,,,,,,,,,,,,
6785.41923,342,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0764223161525248,0.0400522938814076,,,,,,,,,,,,,,,,
6785.419639,342,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0773634130098919,0.0398466491183955,,,,,,,,,,,,,,,,
6785.420043,342,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0395028202426282,,,,,,,,,,,,,,,,
6785.420587,342,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0773634130098919,0.0398466491183955,,,,,,,,,,,,,,,,
6794.46273,342,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.6234121322631836,36.28636363636363
6794.463887,342,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.7737321853637695,12.49375
6794.464482,342,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2792422771453857,8.927272727272728
6794.464924,342,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.7627644538879395,22.65909090909091
6794.465771,342,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1646459102630615,11.73125
6806.623884,342,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0219256877899169,,
6806.624426,342,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.009026288986206,,
6806.62479,342,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0119671821594238,,
6806.625112,342,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0125582218170166,,
6806.625783,342,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0110149383544921,,
6806.626304,342,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0251557826995849,,
6806.626854,342,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.011362075805664,,
6806.627547,342,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0065531730651855,,
6806.628019,342,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.022353172302246,,
6806.628436,342,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0124001502990722,,
6806.628867,342,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0110251903533935,,
6806.629271,342,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0106382369995117,,
6806.62975,342,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0504848957061767,,
6806.630084,342,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0113682746887207,,
6806.630399,342,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.012561559677124,,
6806.630785,342,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0119760036468505,,
6806.631128,342,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0099246501922607,,
6806.631603,342,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.015031099319458,,
6806.631943,342,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0252594947814941,,
6806.632272,342,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0314259529113769,,
6806.632813,342,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0107269287109375,,
6806.633279,342,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0136702060699462,,
6806.633935,342,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0190534591674804,,
6806.634481,342,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0139966011047363,,
6806.634991,342,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0187883377075195,,
6806.639584,342,learning_update,13644997368299628738,,,,,,"(8, 2, 0, 8, 8)",-0.0003537348449887,0.0,0.19,-0.1903537348449887,,,,,,,,,,,
6806.640747,342,learning_update,13392168843036499530,,,,,,"(8, 2, 0, 8, 8)",-0.0003537348449887,0.0,0.19,-0.1903537348449887,,,,,,,,,,,
6806.641446,342,learning_update,1234113313308987156,,,,,,"(8, 2, 0, 8, 8)",-0.0003537348449887,0.0,0.19,-0.1903537348449887,,,,,,,,,,,
6806.642453,342,learning_update,16506691070021547649,,,,,,"(8, 1, 2, 8, 8)",-0.0003537348449887,0.0,0.19,-0.1903537348449887,,,,,,,,,,,
6806.643613,342,learning_update,5631037270461107728,,,,,,"(8, 1, 2, 8, 8)",-0.0003537348449887,0.0,0.19,-0.1903537348449887,,,,,,,,,,,
6806.688202,343,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.0691372690993754,0.0406774426494512,,,,,,,,,,,,,,,,
6806.689363,343,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",1,-0.0719962815543525,0.0400431182139785,,,,,,,,,,,,,,,,
6806.689913,343,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0807530854450311,0.0381611495630703,,,,,,,,,,,,,,,,
6806.690462,343,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.0757088075691507,0.0392341650945955,,,,,,,,,,,,,,,,
6806.690854,343,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0757321151851721,0.0392291383756177,,,,,,,,,,,,,,,,
6806.691393,343,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",1,-0.0719962815543525,0.0400431182139785,,,,,,,,,,,,,,,,
6806.691897,343,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0807530854450311,0.0381611495630703,,,,,,,,,,,,,,,,
6806.6924,343,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",0,-0.0719962815543525,0.0400431182139785,,,,,,,,,,,,,,,,
6806.692914,343,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0385417570788585,,,,,,,,,,,,,,,,
6806.693399,343,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0385417570788585,,,,,,,,,,,,,,,,
6806.693732,343,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0757321151851721,0.0392291383756177,,,,,,,,,,,,,,,,
6806.694125,343,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0773288273732481,0.0388863067113682,,,,,,,,,,,,,,,,
6806.694569,343,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0765696992032654,0.039048924656808,,,,,,,,,,,,,,,,
6806.694991,343,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0765696992032654,0.039048924656808,,,,,,,,,,,,,,,,
6806.69532,343,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0757321151851721,0.0392291383756177,,,,,,,,,,,,,,,,
6806.69573,343,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0385417570788585,,,,,,,,,,,,,,,,
6806.696097,343,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0385417570788585,,,,,,,,,,,,,,,,
6806.696513,343,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0381968877548464,,,,,,,,,,,,,,,,
6806.696919,343,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0764223161525248,0.0390805753135782,,,,,,,,,,,,,,,,
6806.697345,343,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0385417570788585,,,,,,,,,,,,,,,,
6806.697813,343,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0385417570788585,,,,,,,,,,,,,,,,
6806.698281,343,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0764223161525248,0.0390805753135782,,,,,,,,,,,,,,,,
6806.698707,343,selection_info,8420893525106420796,25,"(7, 0, 0, 8, 8)",1,-0.0265512133705316,0.0514074147010132,,,,,,,,,,,,,,,,
6806.699074,343,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0385417570788585,,,,,,,,,,,,,,,,
6806.699444,343,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",1,-0.0265512133705316,0.0514074147010132,,,,,,,,,,,,,,,,
6815.736806,343,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.637118101119995,12.49375
6815.737365,343,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.661147117614746,6.25
6815.737745,343,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1847391128540039,8.700000000000001
6815.738106,343,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5400493144989014,9.095454545454546
6815.73848,343,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3291380405426025,12.34375
6827.873723,343,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0100936889648437,,
6827.874155,343,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0086925029754638,,
6827.874521,343,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0120790004730224,,
6827.874884,343,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0154640674591064,,
6827.87517,343,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.027125597000122,,
6827.875666,343,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0130505561828613,,
6827.875995,343,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0133390426635742,,
6827.876324,343,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0152986049652099,,
6827.876614,343,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0093226432800292,,
6827.876866,343,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0105988979339599,,
6827.877143,343,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0223910808563232,,
6827.877478,343,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0123634338378906,,
6827.877857,343,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.011580467224121,,
6827.878139,343,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0382754802703857,,
6827.878519,343,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.008920669555664,,
6827.878845,343,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0306322574615478,,
6827.879083,343,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0087711811065673,,
6827.87943,343,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0126757621765136,,
6827.879801,343,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0161309242248535,,
6827.880098,343,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0212998390197753,,
6827.88046,343,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0102412700653076,,
6827.880802,343,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0101921558380126,,
6827.881124,343,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0093495845794677,,
6827.881436,343,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0092012882232666,,
6827.881782,343,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0148882865905761,,
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6827.888643,343,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",0.000135404615405,0.04,0.09,-0.1298645953845949,,,,,,,,,,,
6827.889527,343,learning_update,13644997368299628738,,,,,,"(8, 3, 0, 8, 8)",0.000135404615405,0.04,0.09,-0.1298645953845949,,,,,,,,,,,
6827.890305,343,learning_update,13392168843036499530,,,,,,"(8, 3, 0, 8, 8)",0.000135404615405,0.04,0.09,-0.1298645953845949,,,,,,,,,,,
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6827.927441,344,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",1,-0.070366777784122,0.0415252015605002,,,,,,,,,,,,,,,,
6827.927777,344,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0807530854450311,0.0392094131296677,,,,,,,,,,,,,,,,
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6827.928881,344,selection_info,13392168843036499530,25,"(8, 4, 0, 8, 8)",1,-0.070366777784122,0.0415252015605002,,,,,,,,,,,,,,,,
6827.929156,344,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0807530854450311,0.0392094131296677,,,,,,,,,,,,,,,,
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6827.933421,344,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0396024506467206,,,,,,,,,,,,,,,,
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6827.934871,344,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0396024506467206,,,,,,,,,,,,,,,,
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6827.936491,344,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0773634130098919,0.0399506348860231,,,,,,,,,,,,,,,,
6836.972613,344,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.5468380451202397,12.49375
6836.973052,344,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.3948962688446045,22.62272727272727
6836.973457,344,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3107557296752929,12.48125
6836.973829,344,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1852946281433105,9.177272727272728
6836.974256,344,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1588900089263916,11.9625
6849.126707,344,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0101947784423828,,
6849.127277,344,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0092499256134033,,
6849.127709,344,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0088968276977539,,
6849.128142,344,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0098483562469482,,
6849.128696,344,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0076727867126464,,
6849.129144,344,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0187423229217529,,
6849.129551,344,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0100274085998535,,
6849.129932,344,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0092623233795166,,
6849.130405,344,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0084612369537353,,
6849.130775,344,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0159308910369873,,
6849.131206,344,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0240726470947265,,
6849.131854,344,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0082292556762695,,
6849.132651,344,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0121562480926513,,
6849.133107,344,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0204229354858398,,
6849.133589,344,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0104186534881591,,
6849.133976,344,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0202293395996093,,
6849.134297,344,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0086309909820556,,
6849.134711,344,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.033219575881958,,
6849.135047,344,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0150423049926757,,
6849.135574,344,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0130279064178466,,
6849.135964,344,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0214200019836425,,
6849.136537,344,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0116379261016845,,
6849.137055,344,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0120654106140136,,
6849.137528,344,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0243747234344482,,
6849.138004,344,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0133159160614013,,
6849.143893,344,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",-1.0770235094881286e-06,0.07,0.13,-0.2000010770235095,,,,,,,,,,,
6849.144684,344,learning_update,13644997368299628738,,,,,,"(8, 4, 0, 8, 8)",-1.0770235094881286e-06,0.07,0.13,-0.2000010770235095,,,,,,,,,,,
6849.145491,344,learning_update,13392168843036499530,,,,,,"(8, 4, 0, 8, 8)",-1.0770235094881286e-06,0.07,0.13,-0.2000010770235095,,,,,,,,,,,
6849.146523,344,learning_update,1234113313308987156,,,,,,"(8, 3, 0, 8, 8)",-1.0770235094881286e-06,0.07,0.13,-0.2000010770235095,,,,,,,,,,,
6849.147417,344,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",-1.0770235094881286e-06,0.07,0.13,-0.2000010770235095,,,,,,,,,,,
6849.189739,345,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",1,-0.0761499227591415,0.0404491919880698,,,,,,,,,,,,,,,,
6849.190194,345,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",1,-0.0761499227591415,0.0404491919880698,,,,,,,,,,,,,,,,
6849.190592,345,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0807530854450311,0.0394284130661838,,,,,,,,,,,,,,,,
6849.191267,345,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0765696992032654,0.0403550191107065,,,,,,,,,,,,,,,,
6849.191889,345,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.077656393840222,0.040112246645558,,,,,,,,,,,,,,,,
6849.192252,345,selection_info,13392168843036499530,25,"(8, 4, 0, 8, 8)",1,-0.0761499227591415,0.0404491919880698,,,,,,,,,,,,,,,,
6849.193579,345,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0807530854450311,0.0394284130661838,,,,,,,,,,,,,,,,
6849.19418,345,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",1,-0.0763337326299333,0.0404079289649356,,,,,,,,,,,,,,,,
6849.194683,345,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.039825641906389,,,,,,,,,,,,,,,,
6849.195147,345,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.039825641906389,,,,,,,,,,,,,,,,
6849.195617,345,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.077656393840222,0.040112246645558,,,,,,,,,,,,,,,,
6849.195978,345,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",1,-0.0764223161525248,0.0403880581029759,,,,,,,,,,,,,,,,
6849.196343,345,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0394657102710969,,,,,,,,,,,,,,,,
6849.197015,345,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0394657102710969,,,,,,,,,,,,,,,,
6849.197669,345,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.077656393840222,0.040112246645558,,,,,,,,,,,,,,,,
6849.201097,345,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.039825641906389,,,,,,,,,,,,,,,,
6849.201817,345,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.039825641906389,,,,,,,,,,,,,,,,
6849.202391,345,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0394657102710969,,,,,,,,,,,,,,,,
6849.202916,345,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0764223161525248,0.0403880581029759,,,,,,,,,,,,,,,,
6849.203629,345,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.039825641906389,,,,,,,,,,,,,,,,
6849.204125,345,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.039825641906389,,,,,,,,,,,,,,,,
6849.204783,345,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0764223161525248,0.0403880581029759,,,,,,,,,,,,,,,,
6849.205475,345,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0773634130098919,0.0401775557120825,,,,,,,,,,,,,,,,
6849.205877,345,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.039825641906389,,,,,,,,,,,,,,,,
6849.20631,345,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0773634130098919,0.0401775557120825,,,,,,,,,,,,,,,,
6858.238219,345,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1909418106079101,21.84090909090909
6858.239194,345,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3528981208801269,12.3875
6858.239838,345,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.7771286964416495,12.49375
6858.240208,345,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1657018661499023,11.5875
6858.240617,345,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1910254955291748,8.6
6870.381215,345,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.012930154800415,,
6870.3817,345,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0084125995635986,,
6870.382027,345,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0092699527740478,,
6870.382463,345,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0144557952880859,,
6870.382879,345,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0133287906646728,,
6870.38338,345,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0317206382751464,,
6870.383824,345,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0113418102264404,,
6870.384142,345,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0139548778533935,,
6870.384395,345,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0122272968292236,,
6870.384747,345,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0152909755706787,,
6870.385048,345,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0199759006500244,,
6870.385441,345,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0282366275787353,,
6870.385871,345,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0095791816711425,,
6870.386186,345,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0232415199279785,,
6870.386584,345,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0114071369171142,,
6870.387021,345,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0080640316009521,,
6870.387346,345,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0279543399810791,,
6870.387926,345,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0134084224700927,,
6870.388331,345,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0218663215637207,,
6870.388803,345,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0096540451049804,,
6870.389151,345,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0207738876342773,,
6870.389678,345,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.011507511138916,,
6870.390197,345,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0123288631439208,,
6870.390584,345,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0131640434265136,,
6870.390947,345,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0076935291290283,,
6870.396677,345,learning_update,16206290167654754491,,,,,,"(8, 4, 0, 8, 8)",7.56808333335357e-07,0.07,0.13,-0.1999992431916666,,,,,,,,,,,
6870.397679,345,learning_update,13644997368299628738,,,,,,"(8, 4, 0, 8, 8)",7.56808333335357e-07,0.07,0.13,-0.1999992431916666,,,,,,,,,,,
6870.398361,345,learning_update,13392168843036499530,,,,,,"(8, 4, 0, 8, 8)",7.56808333335357e-07,0.07,0.13,-0.1999992431916666,,,,,,,,,,,
6870.399173,345,learning_update,1234113313308987156,,,,,,"(8, 3, 0, 8, 8)",7.56808333335357e-07,0.07,0.13,-0.1999992431916666,,,,,,,,,,,
6870.399989,345,learning_update,11806130149938443739,,,,,,"(8, 0, 2, 8, 8)",7.56808333335357e-07,0.07,0.13,-0.1999992431916666,,,,,,,,,,,
6870.44035,346,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",0,-0.0818492708987368,0.0393115123798872,,,,,,,,,,,,,,,,
6870.440713,346,selection_info,13644997368299628738,25,"(8, 5, 0, 8, 8)",1,-0.0753315812262838,0.040767697082748,,,,,,,,,,,,,,,,
6870.441082,346,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",1,-0.0773288273732481,0.0403158300956447,,,,,,,,,,,,,,,,
6870.441565,346,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.0765696992032654,0.0404869859819661,,,,,,,,,,,,,,,,
6870.441929,346,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.077656393840222,0.0402421993777271,,,,,,,,,,,,,,,,
6870.442287,346,selection_info,13392168843036499530,25,"(8, 5, 0, 8, 8)",1,-0.0753315812262838,0.040767697082748,,,,,,,,,,,,,,,,
6870.44266,346,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",1,-0.0773288273732481,0.0403158300956447,,,,,,,,,,,,,,,,
6870.443026,346,selection_info,1234113313308987156,25,"(8, 4, 0, 8, 8)",0,-0.0818492708987368,0.0393115123798872,,,,,,,,,,,,,,,,
6870.443338,346,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0399532264348975,,,,,,,,,,,,,,,,
6870.443701,346,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0399532264348975,,,,,,,,,,,,,,,,
6870.444197,346,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0811429196855572,0.0394667788122555,,,,,,,,,,,,,,,,
6870.444629,346,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0773288273732481,0.0403158300956447,,,,,,,,,,,,,,,,
6870.444941,346,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0395903355102503,,,,,,,,,,,,,,,,
6870.445335,346,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0395903355102503,,,,,,,,,,,,,,,,
6870.446754,346,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0811429196855572,0.0394667788122555,,,,,,,,,,,,,,,,
6870.447072,346,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0399532264348975,,,,,,,,,,,,,,,,
6870.44764,346,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0399532264348975,,,,,,,,,,,,,,,,
6870.448059,346,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0395903355102503,,,,,,,,,,,,,,,,
6870.448444,346,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0783540448692754,0.040085828569579,,,,,,,,,,,,,,,,
6870.448914,346,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0399532264348975,,,,,,,,,,,,,,,,
6870.449357,346,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0399532264348975,,,,,,,,,,,,,,,,
6870.450047,346,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0783540448692754,0.040085828569579,,,,,,,,,,,,,,,,
6870.450716,346,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0773634130098919,0.0403080495446994,,,,,,,,,,,,,,,,
6870.451162,346,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0399532264348975,,,,,,,,,,,,,,,,
6870.451711,346,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0773634130098919,0.0403080495446994,,,,,,,,,,,,,,,,
6879.493115,346,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.669001579284668,12.50625
6879.493826,346,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.304377794265747,25.15625
6879.494174,346,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.8749287128448486,22.68636363636364
6879.494667,346,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.2609748840332031,36.28636363636363
6879.495143,346,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1911637783050537,9.009090909090908
6891.623204,346,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0148849487304687,,
6891.623756,346,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0093555450439453,,
6891.624115,346,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.029886245727539,,
6891.624667,346,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0131924152374267,,
6891.625009,346,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.008509874343872,,
6891.62552,346,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0182294845581054,,
6891.625867,346,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0155773162841796,,
6891.626252,346,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0221309661865234,,
6891.626684,346,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.011305809020996,,
6891.627039,346,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0250732898712158,,
6891.627398,346,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.012449026107788,,
6891.627935,346,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0355854034423828,,
6891.628418,346,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0090358257293701,,
6891.628778,346,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.007354736328125,,
6891.629289,346,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0082936286926269,,
6891.629765,346,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0183658599853515,,
6891.630123,346,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0115976333618164,,
6891.631722,346,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0212535858154296,,
6891.632061,346,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0090444087982177,,
6891.632581,346,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0146663188934326,,
6891.633023,346,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0110309123992919,,
6891.633562,346,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0462033748626709,,
6891.633999,346,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0293066501617431,,
6891.634485,346,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0120682716369628,,
6891.634832,346,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0112786293029785,,
6891.640974,346,learning_update,13644997368299628738,,,,,,"(8, 5, 0, 8, 8)",-0.0003489762085341,0.06,0.21,-0.2703489762085341,,,,,,,,,,,
6891.641884,346,learning_update,13392168843036499530,,,,,,"(8, 5, 0, 8, 8)",-0.0003489762085341,0.06,0.21,-0.2703489762085341,,,,,,,,,,,
6891.64271,346,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",-0.0003489762085341,0.06,0.21,-0.2703489762085341,,,,,,,,,,,
6891.643745,346,learning_update,16506691070021547649,,,,,,"(8, 1, 2, 8, 8)",-0.0003489762085341,0.06,0.21,-0.2703489762085341,,,,,,,,,,,
6891.644744,346,learning_update,5631037270461107728,,,,,,"(8, 1, 2, 8, 8)",-0.0003489762085341,0.06,0.21,-0.2703489762085341,,,,,,,,,,,
6891.686637,347,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.0783070311736393,0.0402616646668048,,,,,,,,,,,,,,,,
6891.687106,347,selection_info,13644997368299628738,25,"(8, 5, 0, 8, 8)",0,-0.0805852694298211,0.0397504810335762,,,,,,,,,,,,,,,,
6891.687483,347,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0807530854450311,0.0397130846837752,,,,,,,,,,,,,,,,
6891.687882,347,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0791966192661475,0.0400612841483073,,,,,,,,,,,,,,,,
6891.688304,347,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,-0.077656393840222,0.0404088556300563,,,,,,,,,,,,,,,,
6891.68868,347,selection_info,13392168843036499530,25,"(8, 5, 0, 8, 8)",0,-0.0805852694298211,0.0397504810335762,,,,,,,,,,,,,,,,
6891.689094,347,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0807530854450311,0.0397130846837752,,,,,,,,,,,,,,,,
6891.689627,347,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",1,-0.0783070311736393,0.0402616646668048,,,,,,,,,,,,,,,,
6891.690054,347,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0401172330980265,,,,,,,,,,,,,,,,
6891.690502,347,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0401172330980265,,,,,,,,,,,,,,,,
6891.690823,347,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0811429196855572,0.0396263492213028,,,,,,,,,,,,,,,,
6891.691162,347,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.0393002581656375,,,,,,,,,,,,,,,,
6891.691641,347,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0397510298529909,,,,,,,,,,,,,,,,
6891.692205,347,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0397510298529909,,,,,,,,,,,,,,,,
6891.69261,347,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0811429196855572,0.0396263492213028,,,,,,,,,,,,,,,,
6891.693076,347,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0401172330980265,,,,,,,,,,,,,,,,
6891.693538,347,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0401172330980265,,,,,,,,,,,,,,,,
6891.693886,347,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0397510298529909,,,,,,,,,,,,,,,,
6891.69435,347,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0783540448692754,0.0402510497486576,,,,,,,,,,,,,,,,
6891.694775,347,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0401172330980265,,,,,,,,,,,,,,,,
6891.695296,347,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0401172330980265,,,,,,,,,,,,,,,,
6891.695671,347,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0783540448692754,0.0402510497486576,,,,,,,,,,,,,,,,
6891.696026,347,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0773634130098919,0.0404753110513032,,,,,,,,,,,,,,,,
6891.696403,347,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0401172330980265,,,,,,,,,,,,,,,,
6891.696802,347,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0773634130098919,0.0404753110513032,,,,,,,,,,,,,,,,
6900.727456,347,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.432572603225708,22.35
6900.728007,347,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3348846435546875,12.2875
6900.72852,347,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5581223964691162,9.054545454545456
6900.728824,347,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1658031940460205,12.60625
6900.729224,347,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.822396993637085,6.24375
6912.868939,347,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.010059118270874,,
6912.869501,347,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0090804100036621,,
6912.869835,347,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0206866264343261,,
6912.870125,347,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0105617046356201,,
6912.870579,347,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0169007778167724,,
6912.870994,347,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0122284889221191,,
6912.87143,347,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0094549655914306,,
6912.871743,347,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0181837081909179,,
6912.872062,347,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0085744857788085,,
6912.872455,347,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0220026969909667,,
6912.872735,347,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0218102931976318,,
6912.873094,347,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0332520008087158,,
6912.873536,347,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0169780254364013,,
6912.873877,347,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079352855682373,,
6912.874242,347,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0072762966156005,,
6912.874573,347,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0140779018402099,,
6912.874928,347,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.009181261062622,,
6912.875291,347,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0089313983917236,,
6912.875649,347,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0101401805877685,,
6912.876032,347,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.010366678237915,,
6912.876372,347,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0145905017852783,,
6912.876719,347,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0233829021453857,,
6912.877168,347,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0117814540863037,,
6912.877595,347,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0145473480224609,,
6912.877922,347,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0233857631683349,,
6912.88341,347,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",0.0002633518000693,0.02,0.12,-0.1397366481999306,,,,,,,,,,,
6912.884006,347,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",0.0002633518000693,0.02,0.12,-0.1397366481999306,,,,,,,,,,,
6912.884689,347,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",0.0002633518000693,0.02,0.12,-0.1397366481999306,,,,,,,,,,,
6912.885479,347,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",0.0002633518000693,0.02,0.12,-0.1397366481999306,,,,,,,,,,,
6912.886437,347,learning_update,1234113313308987156,,,,,,"(8, 3, 0, 8, 8)",0.0002633518000693,0.02,0.12,-0.1397366481999306,,,,,,,,,,,
6912.924972,348,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",0,-0.0818492708987368,0.0395104617257048,,,,,,,,,,,,,,,,
6912.925391,348,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",0,-0.0818492708987368,0.0395104617257048,,,,,,,,,,,,,,,,
6912.925696,348,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.0393400212599485,,,,,,,,,,,,,,,,
6912.926011,348,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0791966192661475,0.0401056823437469,,,,,,,,,,,,,,,,
6912.926368,348,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",1,-0.0731840906789386,0.041488223305547,,,,,,,,,,,,,,,,
6912.926739,348,selection_info,13392168843036499530,25,"(8, 4, 0, 8, 8)",0,-0.0818492708987368,0.0395104617257048,,,,,,,,,,,,,,,,
6912.927099,348,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.0393400212599485,,,,,,,,,,,,,,,,
6912.927604,348,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",0,-0.0809756792932081,0.0397055023082464,,,,,,,,,,,,,,,,
6912.927909,348,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0401619749572162,,,,,,,,,,,,,,,,
6912.928457,348,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0401619749572162,,,,,,,,,,,,,,,,
6912.928884,348,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0811429196855572,0.0396680893648171,,,,,,,,,,,,,,,,
6912.929292,348,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.0393400212599485,,,,,,,,,,,,,,,,
6912.929608,348,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0397935295108803,,,,,,,,,,,,,,,,
6912.929965,348,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0397935295108803,,,,,,,,,,,,,,,,
6912.930386,348,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0811429196855572,0.0396680893648171,,,,,,,,,,,,,,,,
6912.930683,348,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0401619749572162,,,,,,,,,,,,,,,,
6912.93101,348,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0401619749572162,,,,,,,,,,,,,,,,
6912.931373,348,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0397935295108803,,,,,,,,,,,,,,,,
6912.93169,348,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",1,-0.0783540448692754,0.0402966151693937,,,,,,,,,,,,,,,,
6912.931948,348,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0401619749572162,,,,,,,,,,,,,,,,
6912.932384,348,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0401619749572162,,,,,,,,,,,,,,,,
6912.932737,348,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",1,-0.0783540448692754,0.0402966151693937,,,,,,,,,,,,,,,,
6912.933003,348,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0759228063678529,0.0408526603919611,,,,,,,,,,,,,,,,
6912.933386,348,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0401619749572162,,,,,,,,,,,,,,,,
6912.933725,348,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0759228063678529,0.0408526603919611,,,,,,,,,,,,,,,,
6921.96577,348,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1852049827575683,30.5625
6921.966301,348,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4723303318023681,22.65
6921.966726,348,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,1.3356797695159912,31.1875
6921.967051,348,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.632638692855835,8.968181818181819
6921.967623,348,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.6505906581878662,6.25
6934.117163,348,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0110399723052978,,
6934.117561,348,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0255401134490966,,
6934.117959,348,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0094013214111328,,
6934.118369,348,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0090281963348388,,
6934.118984,348,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0108261108398437,,
6934.119458,348,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0091769695281982,,
6934.119901,348,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0111806392669677,,
6934.120195,348,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0111205577850341,,
6934.120589,348,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0148425102233886,,
6934.120978,348,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.01430344581604,,
6934.121277,348,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0185270309448242,,
6934.121599,348,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.011925458908081,,
6934.121903,348,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0255548954010009,,
6934.12216,348,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0095038414001464,,
6934.122433,348,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0179812908172607,,
6934.122733,348,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.009944200515747,,
6934.122993,348,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0289740562438964,,
6934.123333,348,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0173923969268798,,
6934.123638,348,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0275800228118896,,
6934.124022,348,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0100469589233398,,
6934.124334,348,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0167515277862548,,
6934.124576,348,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0085911750793457,,
6934.124902,348,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0244922637939453,,
6934.125193,348,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0124218463897705,,
6934.12549,348,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0140886306762695,,
6934.130046,348,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 8, 8)",-1.7148848434345163e-06,0.0,0.18,-0.1800017148848434,,,,,,,,,,,
6934.130749,348,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",-1.7148848434345163e-06,0.0,0.18,-0.1800017148848434,,,,,,,,,,,
6934.132078,348,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",-1.7148848434345163e-06,0.0,0.18,-0.1800017148848434,,,,,,,,,,,
6934.132913,348,learning_update,17833758267265781484,,,,,,"(8, 0, 2, 8, 8)",-1.7148848434345163e-06,0.0,0.18,-0.1800017148848434,,,,,,,,,,,
6934.133588,348,learning_update,14767769360382008888,,,,,,"(8, 0, 2, 8, 8)",-1.7148848434345163e-06,0.0,0.18,-0.1800017148848434,,,,,,,,,,,
6934.172513,349,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.0809756792932081,0.0397980525223329,,,,,,,,,,,,,,,,
6934.172956,349,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.0809756792932081,0.0397980525223329,,,,,,,,,,,,,,,,
6934.173284,349,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.0394298872505619,,,,,,,,,,,,,,,,
6934.173841,349,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0791966192661475,0.0402011911495825,,,,,,,,,,,,,,,,
6934.174231,349,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",1,-0.0708525143691639,0.0421471578228223,,,,,,,,,,,,,,,,
6934.174561,349,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",0,-0.0809756792932081,0.0397980525223329,,,,,,,,,,,,,,,,
6934.17513,349,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.0394298872505619,,,,,,,,,,,,,,,,
6934.175487,349,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",0,-0.0809756792932081,0.0397980525223329,,,,,,,,,,,,,,,,
6934.175953,349,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",1,-0.0789477872855987,0.0402579015692767,,,,,,,,,,,,,,,,
6934.17629,349,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",1,-0.0789477872855987,0.0402579015692767,,,,,,,,,,,,,,,,
6934.176681,349,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0811429196855572,0.0397603640198112,,,,,,,,,,,,,,,,
6934.177209,349,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.0394298872505619,,,,,,,,,,,,,,,,
6934.177555,349,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0398867287789399,,,,,,,,,,,,,,,,
6934.177909,349,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0398867287789399,,,,,,,,,,,,,,,,
6934.178532,349,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0811429196855572,0.0397603640198112,,,,,,,,,,,,,,,,
6934.179071,349,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",1,-0.0789477872855987,0.0402579015692767,,,,,,,,,,,,,,,,
6934.179433,349,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",1,-0.0789477872855987,0.0402579015692767,,,,,,,,,,,,,,,,
6934.179925,349,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0398867287789399,,,,,,,,,,,,,,,,
6934.180311,349,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.0394298872505619,,,,,,,,,,,,,,,,
6934.180634,349,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0402579015692767,,,,,,,,,,,,,,,,
6934.181037,349,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0402579015692767,,,,,,,,,,,,,,,,
6934.181466,349,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.0394298872505619,,,,,,,,,,,,,,,,
6934.182064,349,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0793692709584716,0.040161889662037,,,,,,,,,,,,,,,,
6934.182422,349,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0789477872855987,0.0402579015692767,,,,,,,,,,,,,,,,
6934.182825,349,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0793692709584716,0.040161889662037,,,,,,,,,,,,,,,,
6946.211595,349,client_fit_metrics,10192160218266941336,,,,,,,,,,,,,,,,,,,,6.09925651550293,9.086363636363636
6946.212247,349,client_fit_metrics,17693001876622351254,,,,,,,,,,,,,,,,,,,,0.9630012512207032,4.536363636363636
6946.212555,349,client_fit_metrics,9877728866716932389,,,,,,,,,,,,,,,,,,,,0.32867431640625,8.977272727272727
6946.212828,349,client_fit_metrics,4790340174930014383,,,,,,,,,,,,,,,,,,,,0.8907878398895264,4.545454545454546
6946.213312,349,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.5944244861602783,22.681818181818183
6955.387179,349,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0260190963745117,,
6955.387664,349,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0216529369354248,,
6955.388112,349,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0202424526214599,,
6955.38853,349,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.013319969177246,,
6955.38897,349,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0248923301696777,,
6955.389361,349,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0087664127349853,,
6955.38968,349,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.008197546005249,,
6955.390072,349,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079090595245361,,
6955.3904,349,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0085713863372802,,
6955.39075,349,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0111310482025146,,
6955.391054,349,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0125069618225097,,
6955.391384,349,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0105085372924804,,
6955.391685,349,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0083332061767578,,
6955.392005,349,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0090913772583007,,
6955.392323,349,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0104870796203613,,
6955.39262,349,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.014021873474121,,
6955.392979,349,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.021238088607788,,
6955.393269,349,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0134150981903076,,
6955.393519,349,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0123121738433837,,
6955.393828,349,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0189783573150634,,
6955.394246,349,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0095899105072021,,
6955.394526,349,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0312342643737792,,
6955.394838,349,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0305488109588623,,
6955.395196,349,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0076994895935058,,
6955.39544,349,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0124464035034179,,
6955.399723,349,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",0.0001309101021013,0.01,0.11,-0.1198690898978986,,,,,,,,,,,
6955.400573,349,learning_update,10192160218266941336,,,,,,"(8, 0, 0, 8, 8)",0.0001309101021013,0.01,0.11,-0.1198690898978986,,,,,,,,,,,
6955.401204,349,learning_update,17693001876622351254,,,,,,"(8, 0, 0, 8, 8)",0.0001309101021013,0.01,0.11,-0.1198690898978986,,,,,,,,,,,
6955.40223,349,learning_update,9877728866716932389,,,,,,"(8, 0, 0, 8, 8)",0.0001309101021013,0.01,0.11,-0.1198690898978986,,,,,,,,,,,
6955.40306,349,learning_update,4790340174930014383,,,,,,"(8, 0, 0, 8, 8)",0.0001309101021013,0.01,0.11,-0.1198690898978986,,,,,,,,,,,
6955.441572,350,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",1,-0.078648937650673,0.0403847171566882,,,,,,,,,,,,,,,,
6955.441972,350,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",1,-0.078648937650673,0.0403847171566882,,,,,,,,,,,,,,,,
6955.442293,350,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.039482725523449,,,,,,,,,,,,,,,,
6955.442549,350,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0791966192661475,0.0402589819892378,,,,,,,,,,,,,,,,
6955.442896,350,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",1,-0.0719803527537737,0.0419475410998467,,,,,,,,,,,,,,,,
6955.443299,350,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",1,-0.078648937650673,0.0403847171566882,,,,,,,,,,,,,,,,
6955.443587,350,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.039482725523449,,,,,,,,,,,,,,,,
6955.44406,350,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",1,-0.078648937650673,0.0403847171566882,,,,,,,,,,,,,,,,
6955.444325,350,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0792323342375101,0.040250796258628,,,,,,,,,,,,,,,,
6955.444652,350,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0792323342375101,0.040250796258628,,,,,,,,,,,,,,,,
6955.445058,350,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0811429196855572,0.0398153150377789,,,,,,,,,,,,,,,,
6955.445438,350,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.039482725523449,,,,,,,,,,,,,,,,
6955.445751,350,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0399424913272142,,,,,,,,,,,,,,,,
6955.446136,350,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0399424913272142,,,,,,,,,,,,,,,,
6955.44642,350,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0811429196855572,0.0398153150377789,,,,,,,,,,,,,,,,
6955.446779,350,selection_info,9877728866716932389,25,"(8, 1, 0, 8, 8)",0,-0.0792323342375101,0.040250796258628,,,,,,,,,,,,,,,,
6955.447198,350,selection_info,4790340174930014383,25,"(8, 1, 0, 8, 8)",0,-0.0792323342375101,0.040250796258628,,,,,,,,,,,,,,,,
6955.44755,350,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0399424913272142,,,,,,,,,,,,,,,,
6955.447805,350,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.039482725523449,,,,,,,,,,,,,,,,
6955.44821,350,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.039313612975926,,,,,,,,,,,,,,,,
6955.448507,350,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.039313612975926,,,,,,,,,,,,,,,,
6955.448969,350,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.039482725523449,,,,,,,,,,,,,,,,
6955.4494,350,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0793692709584716,0.0402194263237129,,,,,,,,,,,,,,,,
6955.449731,350,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.039313612975926,,,,,,,,,,,,,,,,
6955.450128,350,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0793692709584716,0.0402194263237129,,,,,,,,,,,,,,,,
6964.480827,350,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1828608512878418,8.354545454545455
6964.481448,350,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.584350109100342,12.4875
6964.481785,350,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4781486988067627,22.672727272727272
6964.482233,350,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.310892105102539,12.475
6964.482518,350,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1641826629638672,12.7625
6976.644667,350,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0107035636901855,,
6976.645508,350,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0288407802581787,,
6976.645988,350,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.014993667602539,,
6976.646437,350,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0110297203063964,,
6976.646871,350,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0147407054901123,,
6976.647397,350,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0211157798767089,,
6976.647729,350,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0105073451995849,,
6976.648156,350,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0071527957916259,,
6976.648533,350,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0111768245697021,,
6976.648827,350,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0129599571228027,,
6976.64921,350,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081570148468017,,
6976.649546,350,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0105786323547363,,
6976.649862,350,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0200808048248291,,
6976.65025,350,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.019547700881958,,
6976.650559,350,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0129251480102539,,
6976.650918,350,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0107524394989013,,
6976.651347,350,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0144743919372558,,
6976.651695,350,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0134704113006591,,
6976.651993,350,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0248200893402099,,
6976.652415,350,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.019122838973999,,
6976.652748,350,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0135395526885986,,
6976.653171,350,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0089008808135986,,
6976.653668,350,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0256600379943847,,
6976.654059,350,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0092206001281738,,
6976.654457,350,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0071630477905273,,
6976.659916,350,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",-0.0003457732658727,0.01,0.13,-0.1403457732658727,,,,,,,,,,,
6976.660795,350,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",-0.0003457732658727,0.01,0.13,-0.1403457732658727,,,,,,,,,,,
6976.661715,350,learning_update,13644997368299628738,,,,,,"(8, 2, 0, 8, 8)",-0.0003457732658727,0.01,0.13,-0.1403457732658727,,,,,,,,,,,
6976.662423,350,learning_update,13392168843036499530,,,,,,"(8, 2, 0, 8, 8)",-0.0003457732658727,0.01,0.13,-0.1403457732658727,,,,,,,,,,,
6976.663413,350,learning_update,1234113313308987156,,,,,,"(8, 2, 0, 8, 8)",-0.0003457732658727,0.01,0.13,-0.1403457732658727,,,,,,,,,,,
6976.705726,351,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.0839402292758456,0.0393388765434607,,,,,,,,,,,,,,,,
6976.706297,351,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",0,-0.0839402292758456,0.0393388765434607,,,,,,,,,,,,,,,,
6976.706656,351,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.0396380519503067,,,,,,,,,,,,,,,,
6976.707065,351,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.0791966192661475,0.0404213167861988,,,,,,,,,,,,,,,,
6976.707408,351,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",1,-0.0692456274665103,0.0427897747641709,,,,,,,,,,,,,,,,
6976.707818,351,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",0,-0.0839402292758456,0.0393388765434607,,,,,,,,,,,,,,,,
6976.708367,351,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.0396380519503067,,,,,,,,,,,,,,,,
6976.708697,351,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",0,-0.0839402292758456,0.0393388765434607,,,,,,,,,,,,,,,,
6976.709058,351,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",1,-0.0792323342375101,0.040413056752839,,,,,,,,,,,,,,,,
6976.709453,351,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",1,-0.0792323342375101,0.040413056752839,,,,,,,,,,,,,,,,
6976.709816,351,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0811429196855572,0.0399736348355725,,,,,,,,,,,,,,,,
6976.71013,351,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0398107467073436,,,,,,,,,,,,,,,,
6976.710526,351,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0401019594661125,,,,,,,,,,,,,,,,
6976.710997,351,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0401019594661125,,,,,,,,,,,,,,,,
6976.711349,351,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0811429196855572,0.0399736348355725,,,,,,,,,,,,,,,,
6976.711691,351,selection_info,9877728866716932389,25,"(8, 1, 0, 8, 8)",1,-0.0792323342375101,0.040413056752839,,,,,,,,,,,,,,,,
6976.711973,351,selection_info,4790340174930014383,25,"(8, 1, 0, 8, 8)",0,-0.0792323342375101,0.040413056752839,,,,,,,,,,,,,,,,
6976.712371,351,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0401019594661125,,,,,,,,,,,,,,,,
6976.712742,351,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.0396380519503067,,,,,,,,,,,,,,,,
6976.71314,351,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394674227968903,,,,,,,,,,,,,,,,
6976.713443,351,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394674227968903,,,,,,,,,,,,,,,,
6976.713841,351,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.0396380519503067,,,,,,,,,,,,,,,,
6976.714278,351,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0793692709584716,0.0403814021478534,,,,,,,,,,,,,,,,
6976.714633,351,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394674227968903,,,,,,,,,,,,,,,,
6976.715105,351,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0793692709584716,0.0403814021478534,,,,,,,,,,,,,,,,
6988.751737,351,client_fit_metrics,9877728866716932389,,,,,,,,,,,,,,,,,,,,0.3473694324493408,9.05
6988.752445,351,client_fit_metrics,10192160218266941336,,,,,,,,,,,,,,,,,,,,7.229552507400513,9.090909090909092
6988.752887,351,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2646336555480957,24.5
6988.753366,351,client_fit_metrics,17693001876622351254,,,,,,,,,,,,,,,,,,,,1.0185930728912354,4.559090909090909
6988.754006,351,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.5008437633514404,22.722727272727276
7000.88319,351,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0086736679077148,,
7000.883674,351,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0123279094696044,,
7000.88408,351,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0117683410644531,,
7000.884551,351,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0297706127166748,,
7000.884914,351,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0141866207122802,,
7000.885334,351,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0108225345611572,,
7000.885668,351,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0095105171203613,,
7000.886073,351,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0307428836822509,,
7000.886441,351,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0221805572509765,,
7000.886706,351,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0201992988586425,,
7000.88713,351,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0114016532897949,,
7000.887465,351,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0118629932403564,,
7000.887761,351,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0084612369537353,,
7000.888094,351,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0212318897247314,,
7000.888417,351,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0160861015319824,,
7000.888718,351,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0247266292572021,,
7000.889074,351,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0196747779846191,,
7000.889539,351,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.021024465560913,,
7000.889866,351,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0103559494018554,,
7000.890228,351,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0122349262237548,,
7000.890546,351,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0142209529876708,,
7000.891022,351,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.009709358215332,,
7000.891444,351,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0072073936462402,,
7000.891828,351,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0131251811981201,,
7000.892158,351,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0084569454193115,,
7000.896866,351,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 8, 8)",0.000129521833837,0.02,0.14,-0.1598704781661629,,,,,,,,,,,
7000.897816,351,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",0.000129521833837,0.02,0.14,-0.1598704781661629,,,,,,,,,,,
7000.898686,351,learning_update,10192160218266941336,,,,,,"(8, 1, 0, 8, 8)",0.000129521833837,0.02,0.14,-0.1598704781661629,,,,,,,,,,,
7000.899459,351,learning_update,17693001876622351254,,,,,,"(8, 1, 0, 8, 8)",0.000129521833837,0.02,0.14,-0.1598704781661629,,,,,,,,,,,
7000.900333,351,learning_update,9877728866716932389,,,,,,"(8, 1, 0, 8, 8)",0.000129521833837,0.02,0.14,-0.1598704781661629,,,,,,,,,,,
7000.941195,352,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.0839402292758456,0.0394708939395373,,,,,,,,,,,,,,,,
7000.9417,352,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.03948657426478,,,,,,,,,,,,,,,,
7000.94212,352,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0399467410878919,,,,,,,,,,,,,,,,
7000.942534,352,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.080716127428543,0.0402095811016042,,,,,,,,,,,,,,,,
7000.942904,352,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,-0.0658382250672487,0.0438014934394185,,,,,,,,,,,,,,,,
7000.943315,352,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.03948657426478,,,,,,,,,,,,,,,,
7000.94365,352,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0399467410878919,,,,,,,,,,,,,,,,
7000.943893,352,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",0,-0.0839402292758456,0.0394708939395373,,,,,,,,,,,,,,,,
7000.944354,352,selection_info,10192160218266941336,25,"(8, 2, 0, 8, 8)",0,-0.0839402292758456,0.0394708939395373,,,,,,,,,,,,,,,,
7000.944736,352,selection_info,17693001876622351254,25,"(8, 2, 0, 8, 8)",0,-0.0839402292758456,0.0394708939395373,,,,,,,,,,,,,,,,
7000.945086,352,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.0811429196855572,0.0401110086566445,,,,,,,,,,,,,,,,
7000.945555,352,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0399467410878919,,,,,,,,,,,,,,,,
7000.946086,352,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",1,-0.0805828077798918,0.0402404223914557,,,,,,,,,,,,,,,,
7000.946469,352,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",1,-0.0805828077798918,0.0402404223914557,,,,,,,,,,,,,,,,
7000.946819,352,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0811429196855572,0.0401110086566445,,,,,,,,,,,,,,,,
7000.947235,352,selection_info,9877728866716932389,25,"(8, 2, 0, 8, 8)",0,-0.0839402292758456,0.0394708939395373,,,,,,,,,,,,,,,,
7000.947703,352,selection_info,4790340174930014383,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.03948657426478,,,,,,,,,,,,,,,,
7000.948151,352,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0805828077798918,0.0402404223914557,,,,,,,,,,,,,,,,
7000.948542,352,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.0397725875303687,,,,,,,,,,,,,,,,
7000.948864,352,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0396005207697601,,,,,,,,,,,,,,,,
7000.949346,352,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0396005207697601,,,,,,,,,,,,,,,,
7000.949715,352,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.0397725875303687,,,,,,,,,,,,,,,,
7000.950105,352,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0793692709584716,0.0405222439228001,,,,,,,,,,,,,,,,
7000.950422,352,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0396005207697601,,,,,,,,,,,,,,,,
7000.95077,352,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0793692709584716,0.0405222439228001,,,,,,,,,,,,,,,,
7012.989365,352,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2495825290679931,18.4875
7012.989821,352,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,4.839247226715088,13.63181818181818
7012.990205,352,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.8389837741851807,22.663636363636364
7012.99061,352,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.8400094509124756,9.104545454545455
7012.991151,352,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.6943473815917969,6.2375
7025.183304,352,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0106456279754638,,
7025.183739,352,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0119104385375976,,
7025.184161,352,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0151789188385009,,
7025.184545,352,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0169658660888671,,
7025.184993,352,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0216386318206787,,
7025.185435,352,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0231344699859619,,
7025.185801,352,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0081748962402343,,
7025.186086,352,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0086743831634521,,
7025.186401,352,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0077309608459472,,
7025.186747,352,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0125632286071777,,
7025.187071,352,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0068213939666748,,
7025.187408,352,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0125417709350585,,
7025.187837,352,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0118708610534667,,
7025.188297,352,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0165920257568359,,
7025.188649,352,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0146613121032714,,
7025.189078,352,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0141406059265136,,
7025.18946,352,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0183856487274169,,
7025.189909,352,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0116124153137207,,
7025.190447,352,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0097510814666748,,
7025.190874,352,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079455375671386,,
7025.191507,352,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0314486026763916,,
7025.191997,352,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0123164653778076,,
7025.192401,352,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0135402679443359,,
7025.192746,352,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0084948539733886,,
7025.193123,352,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0263423919677734,,
7025.197544,352,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",1.3882682642907265e-06,0.03,0.14,-0.1699986117317357,,,,,,,,,,,
7025.198293,352,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",1.3882682642907265e-06,0.03,0.14,-0.1699986117317357,,,,,,,,,,,
7025.199048,352,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",1.3882682642907265e-06,0.03,0.14,-0.1699986117317357,,,,,,,,,,,
7025.199914,352,learning_update,15368353039753191835,,,,,,"(8, 0, 1, 8, 8)",1.3882682642907265e-06,0.03,0.14,-0.1699986117317357,,,,,,,,,,,
7025.200861,352,learning_update,8818734309448792929,,,,,,"(8, 0, 1, 8, 8)",1.3882682642907265e-06,0.03,0.14,-0.1699986117317357,,,,,,,,,,,
7025.244223,353,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0395904294960212,,,,,,,,,,,,,,,,
7025.24463,353,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0395904294960212,,,,,,,,,,,,,,,,
7025.244943,353,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0400541386121922,,,,,,,,,,,,,,,,
7025.245302,353,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.080716127428543,0.0403190139927131,,,,,,,,,,,,,,,,
7025.245612,353,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,-0.0674723729594988,0.0435265262995799,,,,,,,,,,,,,,,,
7025.245956,353,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0395904294960212,,,,,,,,,,,,,,,,
7025.246316,353,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0400541386121922,,,,,,,,,,,,,,,,
7025.24665,353,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0395904294960212,,,,,,,,,,,,,,,,
7025.247059,353,selection_info,10192160218266941336,25,"(8, 2, 0, 8, 8)",0,-0.0839402292758456,0.0395746289426987,,,,,,,,,,,,,,,,
7025.24747,353,selection_info,17693001876622351254,25,"(8, 2, 0, 8, 8)",0,-0.0839402292758456,0.0395746289426987,,,,,,,,,,,,,,,,
7025.247817,353,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",1,-0.0811429196855572,0.0402196772048914,,,,,,,,,,,,,,,,
7025.248181,353,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0400541386121922,,,,,,,,,,,,,,,,
7025.248533,353,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",1,-0.080716127428543,0.0403190139927131,,,,,,,,,,,,,,,,
7025.248904,353,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",1,-0.080716127428543,0.0403190139927131,,,,,,,,,,,,,,,,
7025.249293,353,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0811429196855572,0.0402196772048914,,,,,,,,,,,,,,,,
7025.249721,353,selection_info,9877728866716932389,25,"(8, 2, 0, 8, 8)",0,-0.0839402292758456,0.0395746289426987,,,,,,,,,,,,,,,,
7025.250247,353,selection_info,4790340174930014383,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0395904294960212,,,,,,,,,,,,,,,,
7025.250655,353,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.0396049301311693,,,,,,,,,,,,,,,,
7025.250999,353,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.0398786412736304,,,,,,,,,,,,,,,,
7025.251404,353,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397052506261947,,,,,,,,,,,,,,,,
7025.251837,353,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397052506261947,,,,,,,,,,,,,,,,
7025.252292,353,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0826162160953908,0.0398786412736304,,,,,,,,,,,,,,,,
7025.253036,353,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.082608884034343,0.039880331305352,,,,,,,,,,,,,,,,
7025.255356,353,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397052506261947,,,,,,,,,,,,,,,,
7025.255691,353,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.082608884034343,0.039880331305352,,,,,,,,,,,,,,,,
7034.287672,353,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.4910151958465576,36.3
7034.288254,353,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2438478469848632,18.33125
7034.288623,353,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2741141319274902,24.93125
7034.288924,353,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.7194421291351318,22.645454545454545
7034.289284,353,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,5.577281951904297,13.627272727272729
7046.423929,353,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0118932723999023,,
7046.424367,353,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082483291625976,,
7046.424744,353,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0101110935211181,,
7046.4251,353,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0087959766387939,,
7046.425446,353,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0105161666870117,,
7046.425761,353,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.015784740447998,,
7046.42621,353,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0181851387023925,,
7046.426741,353,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0227625370025634,,
7046.427054,353,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0106587409973144,,
7046.427439,353,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0085530281066894,,
7046.427829,353,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0084407329559326,,
7046.428233,353,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0113213062286376,,
7046.428518,353,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0153548717498779,,
7046.428802,353,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0215578079223632,,
7046.429133,353,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0072627067565917,,
7046.42951,353,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0119032859802246,,
7046.42987,353,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0096125602722167,,
7046.430371,353,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0090889930725097,,
7046.430785,353,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0241596698760986,,
7046.431167,353,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0128786563873291,,
7046.431729,353,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0342354774475097,,
7046.432156,353,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0105957984924316,,
7046.43256,353,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0160765647888183,,
7046.432893,353,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0071558952331542,,
7046.433317,353,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0136492252349853,,
7046.438515,353,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",-6.378613338353656e-07,0.03,0.23,-0.2600006378613338,,,,,,,,,,,
7046.439519,353,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",-6.378613338353656e-07,0.03,0.23,-0.2600006378613338,,,,,,,,,,,
7046.440303,353,learning_update,15368353039753191835,,,,,,"(8, 1, 1, 8, 8)",-6.378613338353656e-07,0.03,0.23,-0.2600006378613338,,,,,,,,,,,
7046.441128,353,learning_update,8818734309448792929,,,,,,"(8, 1, 1, 8, 8)",-6.378613338353656e-07,0.03,0.23,-0.2600006378613338,,,,,,,,,,,
7046.441867,353,learning_update,10577062229270185434,,,,,,"(7, 0, 2, 8, 8)",-6.378613338353656e-07,0.03,0.23,-0.2600006378613338,,,,,,,,,,,
7046.481894,354,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0394125283080513,,,,,,,,,,,,,,,,
7046.482302,354,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0394125283080513,,,,,,,,,,,,,,,,
7046.482596,354,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0398764870414397,,,,,,,,,,,,,,,,
7046.482856,354,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",1,-0.0757088075691507,0.0413262672573316,,,,,,,,,,,,,,,,
7046.48318,354,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,-0.0700049069651527,0.0427184908560674,,,,,,,,,,,,,,,,
7046.483632,354,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0394125283080513,,,,,,,,,,,,,,,,
7046.483918,354,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0398764870414397,,,,,,,,,,,,,,,,
7046.48438,354,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0394125283080513,,,,,,,,,,,,,,,,
7046.484831,354,selection_info,10192160218266941336,25,"(8, 2, 0, 8, 8)",0,-0.0839402292758456,0.039396719728485,,,,,,,,,,,,,,,,
7046.485128,354,selection_info,17693001876622351254,25,"(8, 2, 0, 8, 8)",0,-0.0839402292758456,0.039396719728485,,,,,,,,,,,,,,,,
7046.485695,354,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,-0.0789358531999295,0.0405587940775103,,,,,,,,,,,,,,,,
7046.486044,354,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0398764870414397,,,,,,,,,,,,,,,,
7046.486467,354,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",1,-0.0757088075691507,0.0413262672573316,,,,,,,,,,,,,,,,
7046.486741,354,selection_info,8818734309448792929,25,"(8, 2, 1, 8, 8)",1,-0.0757088075691507,0.0413262672573316,,,,,,,,,,,,,,,,
7046.48701,354,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0836419195461144,0.039465047924876,,,,,,,,,,,,,,,,
7046.487444,354,selection_info,9877728866716932389,25,"(8, 2, 0, 8, 8)",0,-0.0839402292758456,0.039396719728485,,,,,,,,,,,,,,,,
7046.487759,354,selection_info,4790340174930014383,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0394125283080513,,,,,,,,,,,,,,,,
7046.488061,354,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.0394270363370202,,,,,,,,,,,,,,,,
7046.488515,354,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0398764870414397,,,,,,,,,,,,,,,,
7046.488878,354,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.039527408715711,,,,,,,,,,,,,,,,
7046.489174,354,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.039527408715711,,,,,,,,,,,,,,,,
7046.489561,354,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0398764870414397,,,,,,,,,,,,,,,,
7046.489963,354,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0799644178522219,0.0403171834762437,,,,,,,,,,,,,,,,
7046.490272,354,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.039527408715711,,,,,,,,,,,,,,,,
7046.490563,354,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0799644178522219,0.0403171834762437,,,,,,,,,,,,,,,,
7058.524737,354,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.9212615489959716,36.309090909090905
7058.525409,354,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2535629272460937,24.5625
7058.525704,354,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.45162034034729,22.704545454545453
7058.525975,354,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,4.516949415206909,13.636363636363637
7058.526316,354,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2436311244964599,18.35
7070.660696,354,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0121426582336425,,
7070.661188,354,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0193243026733398,,
7070.661528,354,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0143108367919921,,
7070.661892,354,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0065219402313232,,
7070.662208,354,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0083148479461669,,
7070.662543,354,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0094506740570068,,
7070.66287,354,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0257210731506347,,
7070.663214,354,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0086419582366943,,
7070.663523,354,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0078718662261962,,
7070.663885,354,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0204536914825439,,
7070.664178,354,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0127267837524414,,
7070.664461,354,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0228371620178222,,
7070.664794,354,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0150699615478515,,
7070.665139,354,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0304808616638183,,
7070.665395,354,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0099320411682128,,
7070.665764,354,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0223333835601806,,
7070.665992,354,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0160610675811767,,
7070.66634,354,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0294711589813232,,
7070.666707,354,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.009108543395996,,
7070.667036,354,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0309655666351318,,
7070.667373,354,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0086216926574707,,
7070.667761,354,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0186176300048828,,
7070.668156,354,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0220072269439697,,
7070.668427,354,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0252599716186523,,
7070.668803,354,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0225520133972167,,
7070.673084,354,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",-1.9680693437162944e-06,0.03,0.23,-0.2600019680693437,,,,,,,,,,,
7070.673826,354,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",-1.9680693437162944e-06,0.03,0.23,-0.2600019680693437,,,,,,,,,,,
7070.674416,354,learning_update,15368353039753191835,,,,,,"(8, 2, 1, 8, 8)",-1.9680693437162944e-06,0.03,0.23,-0.2600019680693437,,,,,,,,,,,
7070.675244,354,learning_update,8818734309448792929,,,,,,"(8, 2, 1, 8, 8)",-1.9680693437162944e-06,0.03,0.23,-0.2600019680693437,,,,,,,,,,,
7070.676135,354,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",-1.9680693437162944e-06,0.03,0.23,-0.2600019680693437,,,,,,,,,,,
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7070.717496,355,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0397951852137802,,,,,,,,,,,,,,,,
7070.717855,355,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.0736214975244597,0.0417551504200218,,,,,,,,,,,,,,,,
7070.718316,355,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,-0.072534921738881,0.0420208686384003,,,,,,,,,,,,,,,,
7070.71896,355,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0393298593909046,,,,,,,,,,,,,,,,
7070.719641,355,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0397951852137802,,,,,,,,,,,,,,,,
7070.720094,355,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0393298593909046,,,,,,,,,,,,,,,,
7070.72036,355,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0393298593909046,,,,,,,,,,,,,,,,
7070.72078,355,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0393298593909046,,,,,,,,,,,,,,,,
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7070.722056,355,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",1,-0.0736214975244597,0.0417551504200218,,,,,,,,,,,,,,,,
7070.722593,355,selection_info,8818734309448792929,25,"(8, 3, 1, 8, 8)",1,-0.0736214975244597,0.0417551504200218,,,,,,,,,,,,,,,,
7070.723048,355,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0836419195461144,0.0393825323851525,,,,,,,,,,,,,,,,
7070.723401,355,selection_info,9877728866716932389,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0393298593909046,,,,,,,,,,,,,,,,
7070.723816,355,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394450757508081,,,,,,,,,,,,,,,,
7070.72418,355,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.0393444097536431,,,,,,,,,,,,,,,,
7070.724583,355,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0397951852137802,,,,,,,,,,,,,,,,
7070.725026,355,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394450757508081,,,,,,,,,,,,,,,,
7070.725358,355,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394450757508081,,,,,,,,,,,,,,,,
7070.725809,355,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0397951852137802,,,,,,,,,,,,,,,,
7070.726209,355,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0799644178522219,0.0402372053941467,,,,,,,,,,,,,,,,
7070.726683,355,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394450757508081,,,,,,,,,,,,,,,,
7070.727123,355,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0799644178522219,0.0402372053941467,,,,,,,,,,,,,,,,
7082.759152,355,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2453670501708984,18.60625
7082.759807,355,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.5344266891479492,22.731818181818184
7082.760176,355,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.9758033752441406,36.27727272727273
7082.760504,355,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,4.430743932723999,13.636363636363637
7082.760889,355,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2587900161743164,25.025
7094.94841,355,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0144941806793212,,
7094.948871,355,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0133934020996093,,
7094.949307,355,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0079140663146972,,
7094.949747,355,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0082080364227294,,
7094.950054,355,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0296759605407714,,
7094.950338,355,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0202546119689941,,
7094.950667,355,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0373072624206543,,
7094.951012,355,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0159955024719238,,
7094.951389,355,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0076906681060791,,
7094.951818,355,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0200972557067871,,
7094.952182,355,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0068697929382324,,
7094.952572,355,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0085313320159912,,
7094.952934,355,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0135266780853271,,
7094.95328,355,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.01664400100708,,
7094.953605,355,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0303876399993896,,
7094.953951,355,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0136523246765136,,
7094.95425,355,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.00874924659729,,
7094.954578,355,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0129609107971191,,
7094.954942,355,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0150737762451171,,
7094.955275,355,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0188288688659667,,
7094.955572,355,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0300993919372558,,
7094.956094,355,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0099706649780273,,
7094.956463,355,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0089538097381591,,
7094.956824,355,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0069785118103027,,
7094.957111,355,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0139801502227783,,
7094.962119,355,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",0.0001309101021014,0.06,0.23,-0.2898690898978986,,,,,,,,,,,
7094.962919,355,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",0.0001309101021014,0.06,0.23,-0.2898690898978986,,,,,,,,,,,
7094.963799,355,learning_update,15368353039753191835,,,,,,"(8, 3, 1, 8, 8)",0.0001309101021014,0.06,0.23,-0.2898690898978986,,,,,,,,,,,
7094.964569,355,learning_update,8818734309448792929,,,,,,"(8, 3, 1, 8, 8)",0.0001309101021014,0.06,0.23,-0.2898690898978986,,,,,,,,,,,
7094.965367,355,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",0.0001309101021014,0.06,0.23,-0.2898690898978986,,,,,,,,,,,
7095.00608,356,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0393361671182586,,,,,,,,,,,,,,,,
7095.006517,356,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0393361671182586,,,,,,,,,,,,,,,,
7095.006876,356,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.039687072200697,,,,,,,,,,,,,,,,
7095.007195,356,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",1,-0.0702098024760066,0.0424939596709645,,,,,,,,,,,,,,,,
7095.007608,356,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,-0.0753610777161211,0.0412288004494566,,,,,,,,,,,,,,,,
7095.008055,356,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0393361671182586,,,,,,,,,,,,,,,,
7095.008406,356,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.039687072200697,,,,,,,,,,,,,,,,
7095.008838,356,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0393361671182586,,,,,,,,,,,,,,,,
7095.009204,356,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0392206923465649,,,,,,,,,,,,,,,,
7095.009497,356,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0392206923465649,,,,,,,,,,,,,,,,
7095.009841,356,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0732872176060933,0.0417335490168888,,,,,,,,,,,,,,,,
7095.010193,356,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.039687072200697,,,,,,,,,,,,,,,,
7095.010465,356,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",1,-0.0702098024760066,0.0424939596709645,,,,,,,,,,,,,,,,
7095.010848,356,selection_info,8818734309448792929,25,"(8, 4, 1, 8, 8)",1,-0.0702098024760066,0.0424939596709645,,,,,,,,,,,,,,,,
7095.011159,356,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0836419195461144,0.0392734832672507,,,,,,,,,,,,,,,,
7095.011467,356,selection_info,9877728866716932389,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0392206923465649,,,,,,,,,,,,,,,,
7095.011884,356,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0393361671182586,,,,,,,,,,,,,,,,
7095.012292,356,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.0392352752497507,,,,,,,,,,,,,,,,
7095.012715,356,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.039687072200697,,,,,,,,,,,,,,,,
7095.013064,356,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0393361671182586,,,,,,,,,,,,,,,,
7095.013342,356,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0393361671182586,,,,,,,,,,,,,,,,
7095.013764,356,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.039687072200697,,,,,,,,,,,,,,,,
7095.01412,356,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0799644178522219,0.0401301190072549,,,,,,,,,,,,,,,,
7095.014574,356,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0393361671182586,,,,,,,,,,,,,,,,
7095.014973,356,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0799644178522219,0.0401301190072549,,,,,,,,,,,,,,,,
7104.045652,356,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2440028190612793,18.7625
7104.046296,356,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,5.216277122497559,13.63181818181818
7104.046678,356,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2513973712921142,24.98125
7104.047043,356,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.5260999202728271,34.83636363636364
7104.047425,356,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4821796417236328,22.668181818181814
7116.177206,356,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0081691741943359,,
7116.177707,356,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0203642845153808,,
7116.178065,356,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0116012096405029,,
7116.17838,356,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0072112083435058,,
7116.178793,356,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0085158348083496,,
7116.179089,356,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.813655761024182,0.7304526748971193,0.981132075471698,0.6950182260024301,1944,0.0375268459320068,,
7116.17939,356,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0108828544616699,,
7116.179807,356,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0245931148529052,,
7116.180116,356,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.006972312927246,,
7116.180378,356,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0093615055084228,,
7116.180797,356,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0319640636444091,,
7116.181071,356,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0260369777679443,,
7116.181399,356,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.034116506576538,,
7116.181749,356,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.014444351196289,,
7116.1821,356,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0099706649780273,,
7116.182384,356,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0097415447235107,,
7116.182755,356,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0325548648834228,,
7116.183064,356,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0108840465545654,,
7116.183345,356,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0114574432373046,,
7116.183674,356,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.008836030960083,,
7116.183966,356,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0150215625762939,,
7116.184294,356,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0117418766021728,,
7116.184632,356,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0120460987091064,,
7116.185016,356,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.008840799331665,,
7116.185349,356,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0121352672576904,,
7116.189893,356,learning_update,4354536512509177290,,,,,,"(8, 4, 1, 8, 8)",0.0002613690593463,0.1,0.23,-0.3297386309406536,,,,,,,,,,,
7116.190659,356,learning_update,15368353039753191835,,,,,,"(8, 4, 1, 8, 8)",0.0002613690593463,0.1,0.23,-0.3297386309406536,,,,,,,,,,,
7116.191248,356,learning_update,8818734309448792929,,,,,,"(8, 4, 1, 8, 8)",0.0002613690593463,0.1,0.23,-0.3297386309406536,,,,,,,,,,,
7116.191906,356,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",0.0002613690593463,0.1,0.23,-0.3297386309406536,,,,,,,,,,,
7116.192607,356,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",0.0002613690593463,0.1,0.23,-0.3297386309406536,,,,,,,,,,,
7116.231485,357,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394056797924193,,,,,,,,,,,,,,,,
7116.231983,357,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394056797924193,,,,,,,,,,,,,,,,
7116.232498,357,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.039758979317696,,,,,,,,,,,,,,,,
7116.232888,357,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",1,-0.0797848157872761,0.0402476755794808,,,,,,,,,,,,,,,,
7116.233296,357,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,-0.0785831029478115,0.0405339009113652,,,,,,,,,,,,,,,,
7116.233652,357,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394056797924193,,,,,,,,,,,,,,,,
7116.234018,357,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.039758979317696,,,,,,,,,,,,,,,,
7116.234291,357,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394056797924193,,,,,,,,,,,,,,,,
7116.234675,357,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394056797924193,,,,,,,,,,,,,,,,
7116.235026,357,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394056797924193,,,,,,,,,,,,,,,,
7116.235308,357,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.0707444199991121,0.042451529472508,,,,,,,,,,,,,,,,
7116.235748,357,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.039758979317696,,,,,,,,,,,,,,,,
7116.236113,357,selection_info,15368353039753191835,25,"(8, 5, 1, 8, 8)",1,-0.0696501356996323,0.0427263520159997,,,,,,,,,,,,,,,,
7116.236427,357,selection_info,8818734309448792929,25,"(8, 5, 1, 8, 8)",1,-0.0696501356996323,0.0427263520159997,,,,,,,,,,,,,,,,
7116.236796,357,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0836419195461144,0.0393425698738281,,,,,,,,,,,,,,,,
7116.237112,357,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394056797924193,,,,,,,,,,,,,,,,
7116.237455,357,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394056797924193,,,,,,,,,,,,,,,,
7116.237922,357,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.039304102401355,,,,,,,,,,,,,,,,
7116.238221,357,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.039758979317696,,,,,,,,,,,,,,,,
7116.238623,357,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394056797924193,,,,,,,,,,,,,,,,
7116.239141,357,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394056797924193,,,,,,,,,,,,,,,,
7116.239721,357,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.039758979317696,,,,,,,,,,,,,,,,
7116.240087,357,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.0799644178522219,0.0402050717121851,,,,,,,,,,,,,,,,
7116.240477,357,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0394056797924193,,,,,,,,,,,,,,,,
7116.240866,357,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.0799644178522219,0.0402050717121851,,,,,,,,,,,,,,,,
7125.27506,357,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,5.12887167930603,13.627272727272729
7125.275703,357,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.5782172679901123,22.663636363636364
7125.276256,357,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2594821453094482,24.78125
7125.276608,357,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.1249408721923828,36.268181818181816
7125.277034,357,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2636661529541015,18.81875
7137.434499,357,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0155353546142578,,
7137.435065,357,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0093598365783691,,
7137.435408,357,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.008577823638916,,
7137.435758,357,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0123941898345947,,
7137.436051,357,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0239651203155517,,
7137.436365,357,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0212788581848144,,
7137.436716,357,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079817771911621,,
7137.437169,357,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0097911357879638,,
7137.437581,357,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0122392177581787,,
7137.438021,357,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0213048458099365,,
7137.438286,357,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0100250244140625,,
7137.438575,357,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8197343453510436,0.7397260273972602,0.9863013698630136,0.7012987012987013,365,0.0114331245422363,,
7137.439019,357,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8101487314085739,0.7270440251572327,0.9706498951781972,0.6951951951951952,795,0.0336647033691406,,
7137.439341,357,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.038318395614624,,
7137.439664,357,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.007948875427246,,
7137.440045,357,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0069708824157714,,
7137.440319,357,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0118834972381591,,
7137.440668,357,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0169389247894287,,
7137.441021,357,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0293774604797363,,
7137.441341,357,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0220460891723632,,
7137.441752,357,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0090022087097167,,
7137.442057,357,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0323696136474609,,
7137.442338,357,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0090854167938232,,
7137.442622,357,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.00783371925354,,
7137.442905,357,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0109705924987792,,
7137.44762,357,learning_update,15368353039753191835,,,,,,"(8, 5, 1, 8, 8)",-0.0001734806470761,0.13,0.23,-0.3601734806470761,,,,,,,,,,,
7137.448254,357,learning_update,8818734309448792929,,,,,,"(8, 5, 1, 8, 8)",-0.0001734806470761,0.13,0.23,-0.3601734806470761,,,,,,,,,,,
7137.448933,357,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",-0.0001734806470761,0.13,0.23,-0.3601734806470761,,,,,,,,,,,
7137.449639,357,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",-0.0001734806470761,0.13,0.23,-0.3601734806470761,,,,,,,,,,,
7137.450455,357,learning_update,4354536512509177290,,,,,,"(8, 4, 1, 8, 8)",-0.0001734806470761,0.13,0.23,-0.3601734806470761,,,,,,,,,,,
7137.488617,358,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0385789557794615,,,,,,,,,,,,,,,,
7137.489043,358,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0385789557794615,,,,,,,,,,,,,,,,
7137.489359,358,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0389265890696485,,,,,,,,,,,,,,,,
7137.48966,358,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.0767107729565038,0.0401319998257258,,,,,,,,,,,,,,,,
7137.490227,358,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",0,-0.0821062546513344,0.0388690106408306,,,,,,,,,,,,,,,,
7137.490625,358,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0385789557794615,,,,,,,,,,,,,,,,
7137.491033,358,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0389265890696485,,,,,,,,,,,,,,,,
7137.491309,358,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0385789557794615,,,,,,,,,,,,,,,,
7137.491628,358,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0385789557794615,,,,,,,,,,,,,,,,
7137.491906,358,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0385789557794615,,,,,,,,,,,,,,,,
7137.492291,358,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",0,-0.0821062546513344,0.0388690106408306,,,,,,,,,,,,,,,,
7137.492653,358,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0389265890696485,,,,,,,,,,,,,,,,
7137.493035,358,selection_info,15368353039753191835,25,"(8, 5, 1, 8, 8)",1,-0.0767107729565038,0.0401319998257258,,,,,,,,,,,,,,,,
7137.493418,358,selection_info,8818734309448792929,25,"(8, 5, 1, 8, 8)",1,-0.0767107729565038,0.0401319998257258,,,,,,,,,,,,,,,,
7137.493768,358,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0836419195461144,0.0385168596655298,,,,,,,,,,,,,,,,
7137.494153,358,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0385789557794615,,,,,,,,,,,,,,,,
7137.494485,358,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0385789557794615,,,,,,,,,,,,,,,,
7137.494836,358,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.0384790103842376,,,,,,,,,,,,,,,,
7137.495258,358,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0389265890696485,,,,,,,,,,,,,,,,
7137.495667,358,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0385789557794615,,,,,,,,,,,,,,,,
7137.496041,358,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0385789557794615,,,,,,,,,,,,,,,,
7137.496387,358,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.0389265890696485,,,,,,,,,,,,,,,,
7137.49665,358,selection_info,8420893525106420796,25,"(7, 0, 0, 8, 8)",1,-0.0299927283996186,0.0529343251345368,,,,,,,,,,,,,,,,
7137.496994,358,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0385789557794615,,,,,,,,,,,,,,,,
7137.497367,358,selection_info,15492424130391261209,25,"(7, 0, 0, 8, 8)",1,-0.0299927283996186,0.0529343251345368,,,,,,,,,,,,,,,,
7149.533603,358,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.6687393188476562,6.25625
7149.534232,358,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,4.417418956756592,13.63181818181818
7149.534583,358,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2586677074432373,24.5875
7149.534999,358,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2496166229248047,18.50625
7149.535334,358,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6206760406494141,9.086363636363636
7161.66888,358,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0121419429779052,,
7161.669309,358,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0239925384521484,,
7161.669645,358,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0085322856903076,,
7161.670025,358,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0136280059814453,,
7161.670337,358,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0137650966644287,,
7161.670667,358,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0238504409790039,,
7161.670981,358,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0195498466491699,,
7161.671269,358,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0221893787384033,,
7161.67156,358,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0097441673278808,,
7161.671848,358,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0108897686004638,,
7161.672127,358,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0081181526184082,,
7161.672426,358,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0254526138305664,,
7161.672681,358,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.007225751876831,,
7161.673107,358,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0083575248718261,,
7161.673399,358,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.008007526397705,,
7161.673693,358,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0083835124969482,,
7161.674145,358,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0183174610137939,,
7161.674505,358,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0133366584777832,,
7161.674788,358,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0125441551208496,,
7161.675271,358,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0173187255859375,,
7161.675694,358,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0294079780578613,,
7161.676063,358,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0210378170013427,,
7161.676354,358,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0138511657714843,,
7161.676635,358,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0096499919891357,,
7161.676924,358,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0202116966247558,,
7161.681516,358,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",-0.0003448629851212,0.09,0.13,-0.2203448629851212,,,,,,,,,,,
7161.682224,358,learning_update,15368353039753191835,,,,,,"(8, 5, 1, 8, 8)",-0.0003448629851212,0.09,0.13,-0.2203448629851212,,,,,,,,,,,
7161.68285,358,learning_update,8818734309448792929,,,,,,"(8, 5, 1, 8, 8)",-0.0003448629851212,0.09,0.13,-0.2203448629851212,,,,,,,,,,,
7161.683519,358,learning_update,8420893525106420796,,,,,,"(7, 0, 0, 8, 8)",-0.0003448629851212,0.09,0.13,-0.2203448629851212,,,,,,,,,,,
7161.68428,358,learning_update,15492424130391261209,,,,,,"(7, 0, 0, 8, 8)",-0.0003448629851212,0.09,0.13,-0.2203448629851212,,,,,,,,,,,
7161.724864,359,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0396863255029642,,,,,,,,,,,,,,,,
7161.72532,359,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0396863255029642,,,,,,,,,,,,,,,,
7161.725729,359,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",1,-0.0818564899328537,0.040045742399736,,,,,,,,,,,,,,,,
7161.726107,359,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",0,-0.0830846084403551,0.0397538721664258,,,,,,,,,,,,,,,,
7161.726374,359,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",1,-0.074345958532122,0.0418778799064161,,,,,,,,,,,,,,,,
7161.726702,359,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0396863255029642,,,,,,,,,,,,,,,,
7161.726996,359,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.040045742399736,,,,,,,,,,,,,,,,
7161.727317,359,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0396863255029642,,,,,,,,,,,,,,,,
7161.727591,359,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0396863255029642,,,,,,,,,,,,,,,,
7161.727918,359,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0396863255029642,,,,,,,,,,,,,,,,
7161.728264,359,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.074345958532122,0.0418778799064161,,,,,,,,,,,,,,,,
7161.728537,359,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.040045742399736,,,,,,,,,,,,,,,,
7161.728841,359,selection_info,15368353039753191835,25,"(8, 5, 1, 8, 8)",0,-0.0830846084403551,0.0397538721664258,,,,,,,,,,,,,,,,
7161.729175,359,selection_info,8818734309448792929,25,"(8, 5, 1, 8, 8)",0,-0.0830846084403551,0.0397538721664258,,,,,,,,,,,,,,,,
7161.729564,359,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0836419195461144,0.0396221262472782,,,,,,,,,,,,,,,,
7161.729857,359,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0396863255029642,,,,,,,,,,,,,,,,
7161.730304,359,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0396863255029642,,,,,,,,,,,,,,,,
7161.730677,359,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.039582995298583,,,,,,,,,,,,,,,,
7161.731066,359,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.040045742399736,,,,,,,,,,,,,,,,
7161.731511,359,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0396863255029642,,,,,,,,,,,,,,,,
7161.732002,359,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0396863255029642,,,,,,,,,,,,,,,,
7161.732496,359,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0818564899328537,0.040045742399736,,,,,,,,,,,,,,,,
7161.732792,359,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0799644178522219,0.0404996048053707,,,,,,,,,,,,,,,,
7161.733147,359,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0396863255029642,,,,,,,,,,,,,,,,
7161.733441,359,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0799644178522219,0.0404996048053707,,,,,,,,,,,,,,,,
7170.764187,359,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6648259162902832,9.104545454545455
7170.764943,359,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.7632045745849609,22.663636363636364
7170.765291,359,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.6082394123077393,36.37272727272728
7170.765568,359,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.6249096393585205,22.70909090909091
7170.765825,359,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.6861169338226318,6.26875
7182.96148,359,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0282609462738037,,
7182.962109,359,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.009364366531372,,
7182.9625,359,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0084848403930664,,
7182.962869,359,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0212910175323486,,
7182.96326,359,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0229818820953369,,
7182.96355,359,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0208194255828857,,
7182.963821,359,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0077033042907714,,
7182.964214,359,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.017472505569458,,
7182.964539,359,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0118215084075927,,
7182.964824,359,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0165991783142089,,
7182.965321,359,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0177240371704101,,
7182.965782,359,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0133545398712158,,
7182.966095,359,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0266263484954834,,
7182.966486,359,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0086040496826171,,
7182.966925,359,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0158805847167968,,
7182.967288,359,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0085756778717041,,
7182.967602,359,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0102224349975585,,
7182.968022,359,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0193629264831542,,
7182.968377,359,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0131661891937255,,
7182.968765,359,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0123670101165771,,
7182.969131,359,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0154590606689453,,
7182.969573,359,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0115528106689453,,
7182.969929,359,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0212762355804443,,
7182.970245,359,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0084640979766845,,
7182.97065,359,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0092287063598632,,
7182.975099,359,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 8, 8)",1.803150746770843e-07,0.04,0.21,-0.2499998196849253,,,,,,,,,,,
7182.976056,359,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",1.803150746770843e-07,0.04,0.21,-0.2499998196849253,,,,,,,,,,,
7182.976944,359,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",1.803150746770843e-07,0.04,0.21,-0.2499998196849253,,,,,,,,,,,
7182.977787,359,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",1.803150746770843e-07,0.04,0.21,-0.2499998196849253,,,,,,,,,,,
7182.97868,359,learning_update,16506691070021547649,,,,,,"(8, 0, 2, 8, 8)",1.803150746770843e-07,0.04,0.21,-0.2499998196849253,,,,,,,,,,,
7183.018271,360,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.03993625224401,,,,,,,,,,,,,,,,
7183.018664,360,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.03993625224401,,,,,,,,,,,,,,,,
7183.018995,360,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",1,-0.0826162160953908,0.0401168936033974,,,,,,,,,,,,,,,,
7183.019263,360,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",0,-0.0832790993924826,0.0399580167807766,,,,,,,,,,,,,,,,
7183.01966,360,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",1,-0.079194837356518,0.0409470139979999,,,,,,,,,,,,,,,,
7183.019994,360,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.03993625224401,,,,,,,,,,,,,,,,
7183.020423,360,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0397189676713146,,,,,,,,,,,,,,,,
7183.0208,360,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.03993625224401,,,,,,,,,,,,,,,,
7183.021092,360,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.03993625224401,,,,,,,,,,,,,,,,
7183.021436,360,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.03993625224401,,,,,,,,,,,,,,,,
7183.021866,360,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.079194837356518,0.0409470139979999,,,,,,,,,,,,,,,,
7183.022182,360,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0397189676713146,,,,,,,,,,,,,,,,
7183.022628,360,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",0,-0.0832790993924826,0.0399580167807766,,,,,,,,,,,,,,,,
7183.023112,360,selection_info,8818734309448792929,25,"(8, 4, 1, 8, 8)",0,-0.0832790993924826,0.0399580167807766,,,,,,,,,,,,,,,,
7183.023517,360,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0836419195461144,0.0398713243151133,,,,,,,,,,,,,,,,
7183.023795,360,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.03993625224401,,,,,,,,,,,,,,,,
7183.024253,360,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.03993625224401,,,,,,,,,,,,,,,,
7183.024547,360,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.0398317494823026,,,,,,,,,,,,,,,,
7183.024821,360,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0397189676713146,,,,,,,,,,,,,,,,
7183.025293,360,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.03993625224401,,,,,,,,,,,,,,,,
7183.025641,360,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.03993625224401,,,,,,,,,,,,,,,,
7183.025954,360,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0397189676713146,,,,,,,,,,,,,,,,
7183.026518,360,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.082608884034343,0.0401186544457436,,,,,,,,,,,,,,,,
7183.026855,360,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.03993625224401,,,,,,,,,,,,,,,,
7183.027241,360,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.082608884034343,0.0401186544457436,,,,,,,,,,,,,,,,
7192.060325,360,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.7737810611724854,22.64090909090909
7192.060841,360,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.7302968502044678,6.2125
7192.061199,360,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,1.008864402770996,22.63636363636364
7192.061566,360,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.2903921604156494,36.309090909090905
7192.061938,360,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.9258079528808594,9.095454545454546
7204.2314,360,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0089161396026611,,
7204.231869,360,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0109260082244873,,
7204.232326,360,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0207939147949218,,
7204.232667,360,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0105354785919189,,
7204.232983,360,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0126581192016601,,
7204.233393,360,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0090885162353515,,
7204.233787,360,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.008815050125122,,
7204.234083,360,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0170130729675292,,
7204.234496,360,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8100147275405007,0.7243589743589743,0.9786476868327402,0.6909547738693468,468,0.0124053955078125,,
7204.234816,360,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0081527233123779,,
7204.235206,360,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0129377841949462,,
7204.235657,360,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0235185623168945,,
7204.237031,360,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0240793228149414,,
7204.237527,360,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0101242065429687,,
7204.237958,360,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.035430908203125,,
7204.238441,360,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0108118057250976,,
7204.2388,360,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0184624195098876,,
7204.23921,360,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0139162540435791,,
7204.239596,360,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0273163318634033,,
7204.239948,360,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0345878601074218,,
7204.240372,360,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0080761909484863,,
7204.240733,360,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0128805637359619,,
7204.241087,360,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0074598789215087,,
7204.241441,360,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.027613878250122,,
7204.241791,360,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0139508247375488,,
7204.246577,360,learning_update,16506691070021547649,,,,,,"(8, 1, 2, 8, 8)",0.0001302786421704,0.04,0.21,-0.2498697213578296,,,,,,,,,,,
7204.247281,360,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 8, 8)",0.0001302786421704,0.04,0.21,-0.2498697213578296,,,,,,,,,,,
7204.248096,360,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",0.0001302786421704,0.04,0.21,-0.2498697213578296,,,,,,,,,,,
7204.248962,360,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",0.0001302786421704,0.04,0.21,-0.2498697213578296,,,,,,,,,,,
7204.249811,360,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",0.0001302786421704,0.04,0.21,-0.2498697213578296,,,,,,,,,,,
7204.289234,361,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397615362468035,,,,,,,,,,,,,,,,
7204.289726,361,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397615362468035,,,,,,,,,,,,,,,,
7204.290033,361,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",1,-0.0807530854450311,0.0403925363031356,,,,,,,,,,,,,,,,
7204.290368,361,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.0819210384745491,0.0401096994367582,,,,,,,,,,,,,,,,
7204.290712,361,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",0,-0.0840314226065853,0.0396036519973049,,,,,,,,,,,,,,,,
7204.291083,361,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397615362468035,,,,,,,,,,,,,,,,
7204.2916,361,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0395441181450165,,,,,,,,,,,,,,,,
7204.291958,361,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397615362468035,,,,,,,,,,,,,,,,
7204.292209,361,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397615362468035,,,,,,,,,,,,,,,,
7204.29254,361,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397615362468035,,,,,,,,,,,,,,,,
7204.292843,361,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",0,-0.0840314226065853,0.0396036519973049,,,,,,,,,,,,,,,,
7204.293224,361,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0395441181450165,,,,,,,,,,,,,,,,
7204.293627,361,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",1,-0.0819210384745491,0.0401096994367582,,,,,,,,,,,,,,,,
7204.29394,361,selection_info,8818734309448792929,25,"(8, 3, 1, 8, 8)",0,-0.0819210384745491,0.0401096994367582,,,,,,,,,,,,,,,,
7204.294286,361,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0836419195461144,0.0396965677931749,,,,,,,,,,,,,,,,
7204.294603,361,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397615362468035,,,,,,,,,,,,,,,,
7204.294869,361,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397615362468035,,,,,,,,,,,,,,,,
7204.295207,361,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.0396569685204759,,,,,,,,,,,,,,,,
7204.295603,361,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0395441181450165,,,,,,,,,,,,,,,,
7204.29591,361,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397615362468035,,,,,,,,,,,,,,,,
7204.296292,361,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397615362468035,,,,,,,,,,,,,,,,
7204.296602,361,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0395441181450165,,,,,,,,,,,,,,,,
7204.296921,361,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0719789544510615,0.0425820768917119,,,,,,,,,,,,,,,,
7204.297222,361,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397615362468035,,,,,,,,,,,,,,,,
7204.297681,361,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0719789544510615,0.0425820768917119,,,,,,,,,,,,,,,,
7213.326725,361,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2574324607849121,24.79375
7213.327169,361,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2441165447235107,18.7125
7213.327566,361,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.7822208404541016,22.62727272727273
7213.32788,361,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.6982920169830322,6.25625
7213.328193,361,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6368253231048584,9.068181818181818
7225.50081,361,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0080451965332031,,
7225.501226,361,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0109918117523193,,
7225.501662,361,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.011075735092163,,
7225.502115,361,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0120875835418701,,
7225.502571,361,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0291662216186523,,
7225.503036,361,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0160534381866455,,
7225.503469,361,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0167346000671386,,
7225.504029,361,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0278058052062988,,
7225.504478,361,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0141994953155517,,
7225.50487,361,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0087809562683105,,
7225.50515,361,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0100467205047607,,
7225.505415,361,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0173449516296386,,
7225.505782,361,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0152106285095214,,
7225.506066,361,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0118014812469482,,
7225.50638,361,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0187513828277587,,
7225.506791,361,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0216333866119384,,
7225.507042,361,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0108165740966796,,
7225.507289,361,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0196235179901123,,
7225.507735,361,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0109751224517822,,
7225.508044,361,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0085611343383789,,
7225.508321,361,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0095150470733642,,
7225.5087,361,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0204558372497558,,
7225.509038,361,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0223810672760009,,
7225.509413,361,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0086028575897216,,
7225.509827,361,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0225474834442138,,
7225.51535,361,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",0.0001305691867107,0.04,0.15,-0.1898694308132892,,,,,,,,,,,
7225.516034,361,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",0.0001305691867107,0.04,0.15,-0.1898694308132892,,,,,,,,,,,
7225.516914,361,learning_update,16506691070021547649,,,,,,"(8, 2, 2, 8, 8)",0.0001305691867107,0.04,0.15,-0.1898694308132892,,,,,,,,,,,
7225.517757,361,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",0.0001305691867107,0.04,0.15,-0.1898694308132892,,,,,,,,,,,
7225.518518,361,learning_update,15368353039753191835,,,,,,"(8, 3, 1, 8, 8)",0.0001305691867107,0.04,0.15,-0.1898694308132892,,,,,,,,,,,
7225.557809,362,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0395969949808755,,,,,,,,,,,,,,,,
7225.558243,362,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0395969949808755,,,,,,,,,,,,,,,,
7225.55854,362,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-0.0803189650924307,0.0403343034089675,,,,,,,,,,,,,,,,
7225.55888,362,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0855527682405961,0.0390778411292908,,,,,,,,,,,,,,,,
7225.559192,362,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",1,-0.0764884315194309,0.0412794179167272,,,,,,,,,,,,,,,,
7225.55958,362,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0395969949808755,,,,,,,,,,,,,,,,
7225.559905,362,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.03937939156868,,,,,,,,,,,,,,,,
7225.560225,362,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0395969949808755,,,,,,,,,,,,,,,,
7225.560627,362,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0395969949808755,,,,,,,,,,,,,,,,
7225.561036,362,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0395969949808755,,,,,,,,,,,,,,,,
7225.561336,362,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0764884315194309,0.0412794179167272,,,,,,,,,,,,,,,,
7225.561768,362,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.03937939156868,,,,,,,,,,,,,,,,
7225.562069,362,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.0855527682405961,0.0390778411292908,,,,,,,,,,,,,,,,
7225.562349,362,selection_info,8818734309448792929,25,"(8, 2, 1, 8, 8)",0,-0.0831504676173435,0.0396496190080035,,,,,,,,,,,,,,,,
7225.562728,362,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0836419195461144,0.0395319705252656,,,,,,,,,,,,,,,,
7225.563011,362,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0395969949808755,,,,,,,,,,,,,,,,
7225.563329,362,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0395969949808755,,,,,,,,,,,,,,,,
7225.563707,362,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.0394923373807536,,,,,,,,,,,,,,,,
7225.563988,362,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.03937939156868,,,,,,,,,,,,,,,,
7225.56437,362,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0395969949808755,,,,,,,,,,,,,,,,
7225.564845,362,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0395969949808755,,,,,,,,,,,,,,,,
7225.565145,362,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.03937939156868,,,,,,,,,,,,,,,,
7225.565506,362,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",1,-0.0674569332670919,0.0435963702603109,,,,,,,,,,,,,,,,
7225.565949,362,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0395969949808755,,,,,,,,,,,,,,,,
7225.566297,362,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.0674569332670919,0.0435963702603109,,,,,,,,,,,,,,,,
7231.60144,362,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.7528116703033447,36.309090909090905
7231.601996,362,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.7335877418518066,6.2375
7231.602339,362,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,1.3550221920013428,9.05909090909091
7231.602738,362,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,1.4901111125946045,22.672727272727272
7231.60301,362,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4314146041870117,22.65909090909091
7243.750482,362,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0131740570068359,,
7243.750918,362,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0088868141174316,,
7243.751293,362,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0116634368896484,,
7243.751786,362,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0249338150024414,,
7243.752135,362,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0118379592895507,,
7243.752461,362,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0176899433135986,,
7243.753438,362,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0112831592559814,,
7243.753794,362,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0125651359558105,,
7243.754354,362,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.013458251953125,,
7243.754881,362,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0165059566497802,,
7243.755303,362,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0083606243133544,,
7243.755649,362,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0197494029998779,,
7243.75593,362,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0250272750854492,,
7243.756152,362,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.009387731552124,,
7243.756456,362,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0103645324707031,,
7243.756897,362,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0169963836669921,,
7243.757324,362,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0326030254364013,,
7243.757791,362,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0367789268493652,,
7243.758048,362,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0087981224060058,,
7243.758478,362,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.020449161529541,,
7243.758846,362,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.025557518005371,,
7243.759222,362,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.023695945739746,,
7243.759544,362,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0182857513427734,,
7243.759895,362,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0079479217529296,,
7243.760224,362,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0167064666748046,,
7243.765276,362,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",-8.910458339228544e-07,0.07,0.21,-0.2800008910458339,,,,,,,,,,,
7243.765987,362,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",-8.910458339228544e-07,0.07,0.21,-0.2800008910458339,,,,,,,,,,,
7243.766726,362,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",-8.910458339228544e-07,0.07,0.21,-0.2800008910458339,,,,,,,,,,,
7243.767576,362,learning_update,8420893525106420796,,,,,,"(7, 4, 0, 8, 8)",-8.910458339228544e-07,0.07,0.21,-0.2800008910458339,,,,,,,,,,,
7243.76836,362,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",-8.910458339228544e-07,0.07,0.21,-0.2800008910458339,,,,,,,,,,,
7243.808453,363,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397551462424904,,,,,,,,,,,,,,,,
7243.80883,363,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397551462424904,,,,,,,,,,,,,,,,
7243.809098,363,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",1,-0.0820220812607956,0.0400821568475577,,,,,,,,,,,,,,,,
7243.809352,363,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.0831504676173435,0.0398082461252829,,,,,,,,,,,,,,,,
7243.809681,363,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",1,-0.0819327489568298,0.0401039222047521,,,,,,,,,,,,,,,,
7243.810011,363,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397551462424904,,,,,,,,,,,,,,,,
7243.810413,363,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0395355789095855,,,,,,,,,,,,,,,,
7243.810758,363,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397551462424904,,,,,,,,,,,,,,,,
7243.811069,363,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397551462424904,,,,,,,,,,,,,,,,
7243.811412,363,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397551462424904,,,,,,,,,,,,,,,,
7243.811876,363,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0819327489568298,0.0401039222047521,,,,,,,,,,,,,,,,
7243.812257,363,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0395355789095855,,,,,,,,,,,,,,,,
7243.812668,363,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",0,-0.0831504676173435,0.0398082461252829,,,,,,,,,,,,,,,,
7243.812983,363,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0386369710723667,,,,,,,,,,,,,,,,
7243.813239,363,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0836419195461144,0.0396895342895143,,,,,,,,,,,,,,,,
7243.813683,363,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397551462424904,,,,,,,,,,,,,,,,
7243.814057,363,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397551462424904,,,,,,,,,,,,,,,,
7243.814372,363,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.0396495433246368,,,,,,,,,,,,,,,,
7243.814819,363,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0395355789095855,,,,,,,,,,,,,,,,
7243.815128,363,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397551462424904,,,,,,,,,,,,,,,,
7243.815434,363,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397551462424904,,,,,,,,,,,,,,,,
7243.815818,363,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0395355789095855,,,,,,,,,,,,,,,,
7243.816113,363,selection_info,8420893525106420796,25,"(7, 5, 0, 8, 8)",1,-0.0691847268712351,0.0433342667500584,,,,,,,,,,,,,,,,
7243.816481,363,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0397551462424904,,,,,,,,,,,,,,,,
7243.816858,363,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0691847268712351,0.0433342667500584,,,,,,,,,,,,,,,,
7252.83808,363,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.7421989440917969,9.077272727272726
7252.838664,363,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.5458002090454102,22.595454545454547
7252.838962,363,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.013643503189087,35.82272727272727
7252.839241,363,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6629352569580078,22.63636363636364
7252.839557,363,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.7532451152801514,6.24375
7262.025494,363,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0268623828887939,,
7262.026223,363,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0079226493835449,,
7262.026651,363,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0114598274230957,,
7262.027038,363,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0297441482543945,,
7262.027422,363,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0088157653808593,,
7262.027847,363,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0263857841491699,,
7262.028141,363,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0148737430572509,,
7262.028445,363,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.034083604812622,,
7262.028757,363,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0101606845855712,,
7262.029089,363,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0102498531341552,,
7262.029385,363,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0130200386047363,,
7262.029757,363,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0101039409637451,,
7262.030114,363,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0135807991027832,,
7262.03045,363,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0250935554504394,,
7262.030824,363,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.011690616607666,,
7262.03109,363,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0077879428863525,,
7262.031369,363,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0119378566741943,,
7262.031694,363,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0223579406738281,,
7262.031963,363,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0090274810791015,,
7262.032286,363,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081832408905029,,
7262.03262,363,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0231330394744873,,
7262.033101,363,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0102982521057128,,
7262.033504,363,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0181276798248291,,
7262.033888,363,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0192105770111084,,
7262.034196,363,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0090868473052978,,
7262.039024,363,learning_update,16506691070021547649,,,,,,"(8, 4, 2, 8, 8)",-2.498001805406602e-16,0.1,0.21,-0.3100000000000003,,,,,,,,,,,
7262.0398,363,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",-2.498001805406602e-16,0.1,0.21,-0.3100000000000003,,,,,,,,,,,
7262.040438,363,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",-2.498001805406602e-16,0.1,0.21,-0.3100000000000003,,,,,,,,,,,
7262.041258,363,learning_update,8420893525106420796,,,,,,"(7, 5, 0, 8, 8)",-2.498001805406602e-16,0.1,0.21,-0.3100000000000003,,,,,,,,,,,
7262.042116,363,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",-2.498001805406602e-16,0.1,0.21,-0.3100000000000003,,,,,,,,,,,
7262.082436,364,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0399014497504047,,,,,,,,,,,,,,,,
7262.082886,364,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0399014497504047,,,,,,,,,,,,,,,,
7262.083208,364,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,-0.0747953515375033,0.0420467973692433,,,,,,,,,,,,,,,,
7262.083584,364,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0387736004165875,,,,,,,,,,,,,,,,
7262.084086,364,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",0,-0.0840314226065853,0.039740614231858,,,,,,,,,,,,,,,,
7262.084428,364,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0399014497504047,,,,,,,,,,,,,,,,
7262.084873,364,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0396799700564531,,,,,,,,,,,,,,,,
7262.085173,364,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0399014497504047,,,,,,,,,,,,,,,,
7262.085445,364,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0399014497504047,,,,,,,,,,,,,,,,
7262.08592,364,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0399014497504047,,,,,,,,,,,,,,,,
7262.086236,364,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",0,-0.0840314226065853,0.039740614231858,,,,,,,,,,,,,,,,
7262.086643,364,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0396799700564531,,,,,,,,,,,,,,,,
7262.087082,364,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0387736004165875,,,,,,,,,,,,,,,,
7262.087479,364,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.0397949262956666,,,,,,,,,,,,,,,,
7262.087824,364,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0836419195461144,0.0398352656928477,,,,,,,,,,,,,,,,
7262.088237,364,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0399014497504047,,,,,,,,,,,,,,,,
7262.08865,364,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0399014497504047,,,,,,,,,,,,,,,,
7262.089023,364,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.0397949262956666,,,,,,,,,,,,,,,,
7262.089447,364,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0396799700564531,,,,,,,,,,,,,,,,
7262.08986,364,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0399014497504047,,,,,,,,,,,,,,,,
7262.090147,364,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0399014497504047,,,,,,,,,,,,,,,,
7262.090508,364,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0396799700564531,,,,,,,,,,,,,,,,
7262.090929,364,selection_info,8420893525106420796,25,"(7, 5, 0, 8, 8)",1,-0.0752433266022195,0.0419319137847099,,,,,,,,,,,,,,,,
7262.091303,364,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0399014497504047,,,,,,,,,,,,,,,,
7262.091837,364,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0752433266022195,0.0419319137847099,,,,,,,,,,,,,,,,
7271.111942,364,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.7107608318328857,22.71818181818182
7271.112644,364,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.6961193084716797,6.26875
7271.113026,364,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.56142258644104,9.086363636363636
7283.277077,364,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0093255043029785,,
7283.27758,364,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0117506980895996,,
7283.278082,364,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0255806446075439,,
7283.278526,364,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0089833736419677,,
7283.278986,364,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.011948823928833,,
7283.279306,364,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0140113830566406,,
7283.279715,364,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0088968276977539,,
7283.280052,364,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0184063911437988,,
7283.280334,364,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0143313407897949,,
7283.280771,364,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0158109664916992,,
7283.281173,364,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0085813999176025,,
7283.281469,364,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0266721248626709,,
7283.28191,364,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0177383422851562,,
7283.282278,364,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0145366191864013,,
7283.282591,364,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0090723037719726,,
7283.28295,364,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0072972774505615,,
7283.283286,364,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0127172470092773,,
7283.283563,364,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.026456594467163,,
7283.283975,364,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0102210044860839,,
7283.284316,364,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0124070644378662,,
7283.284704,364,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0422494411468505,,
7283.285124,364,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0112972259521484,,
7283.28548,364,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0161566734313964,,
7283.285812,364,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0100595951080322,,
7283.286165,364,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.024726390838623,,
7283.29087,364,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",0.0500890914487075,0.09,0.08,-0.1199109085512925,,,,,,,,,,,
7283.291668,364,learning_update,8420893525106420796,,,,,,"(7, 5, 0, 8, 8)",0.0500890914487075,0.09,0.08,-0.1199109085512925,,,,,,,,,,,
7283.29247,364,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",0.0500890914487075,0.09,0.08,-0.1199109085512925,,,,,,,,,,,
7283.331767,365,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",1,-0.0833701129798951,0.0400346120394635,,,,,,,,,,,,,,,,
7283.332163,365,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",1,-0.0833701129798951,0.0400346120394635,,,,,,,,,,,,,,,,
7283.332598,365,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,-0.0759196652714788,0.0419080038632584,,,,,,,,,,,,,,,,
7283.333025,365,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0388973938315528,,,,,,,,,,,,,,,,
7283.333674,365,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",0,-0.0879762900314728,0.0389185373371682,,,,,,,,,,,,,,,,
7283.334144,365,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0400346120394635,,,,,,,,,,,,,,,,
7283.334487,365,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0398112796556324,,,,,,,,,,,,,,,,
7283.334826,365,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0400346120394635,,,,,,,,,,,,,,,,
7283.335196,365,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0400346120394635,,,,,,,,,,,,,,,,
7283.335653,365,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0400346120394635,,,,,,,,,,,,,,,,
7283.335982,365,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,-0.0879762900314728,0.0389185373371682,,,,,,,,,,,,,,,,
7283.336369,365,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0398112796556324,,,,,,,,,,,,,,,,
7283.336725,365,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0388973938315528,,,,,,,,,,,,,,,,
7283.337087,365,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.039927196730465,,,,,,,,,,,,,,,,
7283.337437,365,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0836419195461144,0.0399678736944198,,,,,,,,,,,,,,,,
7283.337764,365,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0400346120394635,,,,,,,,,,,,,,,,
7283.338355,365,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0400346120394635,,,,,,,,,,,,,,,,
7283.338898,365,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.039927196730465,,,,,,,,,,,,,,,,
7283.339229,365,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0398112796556324,,,,,,,,,,,,,,,,
7283.339555,365,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0400346120394635,,,,,,,,,,,,,,,,
7283.339968,365,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0400346120394635,,,,,,,,,,,,,,,,
7283.340458,365,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0398112796556324,,,,,,,,,,,,,,,,
7283.340759,365,selection_info,8420893525106420796,25,"(7, 5, 0, 8, 8)",1,-0.077489934254282,0.0415060077936602,,,,,,,,,,,,,,,,
7283.341118,365,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0833701129798951,0.0400346120394635,,,,,,,,,,,,,,,,
7283.341546,365,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.077489934254282,0.0415060077936602,,,,,,,,,,,,,,,,
7292.369027,365,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6746001243591309,22.663636363636364
7292.369522,365,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.1902592182159423,9.10909090909091
7292.369863,365,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.7451119422912598,6.23125
7292.370105,365,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5992581844329834,9.027272727272727
7292.370395,365,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3347558975219726,12.28125
7304.514713,365,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0096218585968017,,
7304.515205,365,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0178756713867187,,
7304.515609,365,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0148961544036865,,
7304.515996,365,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0294585227966308,,
7304.516299,365,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0111346244812011,,
7304.516597,365,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0222327709197998,,
7304.516886,365,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0208415985107421,,
7304.517316,365,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0072996616363525,,
7304.51769,365,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0241563320159912,,
7304.518216,365,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0083634853363037,,
7304.518569,365,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0161774158477783,,
7304.51889,365,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0089962482452392,,
7304.519333,365,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0089375972747802,,
7304.519758,365,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.007256269454956,,
7304.520138,365,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0219738483428955,,
7304.520406,365,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0192525386810302,,
7304.520701,365,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0118629932403564,,
7304.520994,365,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0252113342285156,,
7304.521399,365,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0191576480865478,,
7304.521673,365,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0075592994689941,,
7304.522067,365,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0147955417633056,,
7304.522345,365,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0212955474853515,,
7304.522733,365,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0081260204315185,,
7304.523128,365,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0178906917572021,,
7304.523534,365,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0090925693511962,,
7304.528593,365,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",-0.0003465971048825,0.09,0.12,-0.2103465971048825,,,,,,,,,,,
7304.529334,365,learning_update,8420893525106420796,,,,,,"(7, 5, 0, 8, 8)",-0.0003465971048825,0.09,0.12,-0.2103465971048825,,,,,,,,,,,
7304.530079,365,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",-0.0003465971048825,0.09,0.12,-0.2103465971048825,,,,,,,,,,,
7304.53098,365,learning_update,16206290167654754491,,,,,,"(8, 0, 0, 8, 8)",-0.0003465971048825,0.09,0.12,-0.2103465971048825,,,,,,,,,,,
7304.531836,365,learning_update,13644997368299628738,,,,,,"(8, 0, 0, 8, 8)",-0.0003465971048825,0.09,0.12,-0.2103465971048825,,,,,,,,,,,
7304.572589,366,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0401750698580572,,,,,,,,,,,,,,,,
7304.573108,366,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0401750698580572,,,,,,,,,,,,,,,,
7304.573459,366,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,-0.0779472115772561,0.0416704348007543,,,,,,,,,,,,,,,,
7304.573813,366,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0391490335546836,,,,,,,,,,,,,,,,
7304.574243,366,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",1,-0.0776993160122508,0.0417342094268442,,,,,,,,,,,,,,,,
7304.574657,366,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0393101497574934,,,,,,,,,,,,,,,,
7304.574992,366,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0400735078214753,,,,,,,,,,,,,,,,
7304.575358,366,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0393101497574934,,,,,,,,,,,,,,,,
7304.575758,366,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0393101497574934,,,,,,,,,,,,,,,,
7304.576256,366,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0393101497574934,,,,,,,,,,,,,,,,
7304.576569,366,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,-0.0776993160122508,0.0417342094268442,,,,,,,,,,,,,,,,
7304.576949,366,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0400735078214753,,,,,,,,,,,,,,,,
7304.577273,366,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0391490335546836,,,,,,,,,,,,,,,,
7304.577549,366,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.0401907756047453,,,,,,,,,,,,,,,,
7304.577868,366,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.0836419195461144,0.0402319269574274,,,,,,,,,,,,,,,,
7304.578199,366,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0393101497574934,,,,,,,,,,,,,,,,
7304.578577,366,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0393101497574934,,,,,,,,,,,,,,,,
7304.578974,366,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.0401907756047453,,,,,,,,,,,,,,,,
7304.579382,366,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0400735078214753,,,,,,,,,,,,,,,,
7304.579751,366,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0393101497574934,,,,,,,,,,,,,,,,
7304.580333,366,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0393101497574934,,,,,,,,,,,,,,,,
7304.580733,366,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0400735078214753,,,,,,,,,,,,,,,,
7304.581089,366,selection_info,8420893525106420796,25,"(7, 5, 0, 8, 8)",1,-0.0815398603518343,0.0407570411249074,,,,,,,,,,,,,,,,
7304.581454,366,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0393101497574934,,,,,,,,,,,,,,,,
7304.581842,366,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",1,-0.0815398603518343,0.0407570411249074,,,,,,,,,,,,,,,,
7313.618076,366,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.6035768985748291,22.7
7313.618704,366,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.0485453605651855,36.33181818181818
7313.61895,366,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5830035209655762,9.054545454545456
7313.619373,366,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.7127110958099363,6.28125
7313.619672,366,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,1.3381397724151611,22.663636363636364
7325.740213,366,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0216889381408691,,
7325.740656,366,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0128092765808105,,
7325.740971,366,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0077319145202636,,
7325.741279,366,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0099053382873535,,
7325.741525,366,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0130524635314941,,
7325.741886,366,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0188791751861572,,
7325.742204,366,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.012200117111206,,
7325.742569,366,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0140511989593505,,
7325.742962,366,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0089404582977294,,
7325.743504,366,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0210416316986084,,
7325.744058,366,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0091083049774169,,
7325.744445,366,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0083367824554443,,
7325.744903,366,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0254898071289062,,
7325.745553,366,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0227637290954589,,
7325.745869,366,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0099537372589111,,
7325.746288,366,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0139789581298828,,
7325.746634,366,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0263593196868896,,
7325.74695,366,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0143108367919921,,
7325.747325,366,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.008641242980957,,
7325.747679,366,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0148389339447021,,
7325.748017,366,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0262622833251953,,
7325.748373,366,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0332205295562744,,
7325.748695,366,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078017711639404,,
7325.749071,366,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0115280151367187,,
7325.749401,366,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0405893325805664,,
7325.753878,366,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 8, 8)",0.0002611887442719,0.09,0.21,-0.299738811255728,,,,,,,,,,,
7325.754727,366,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",0.0002611887442719,0.09,0.21,-0.299738811255728,,,,,,,,,,,
7325.755489,366,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",0.0002611887442719,0.09,0.21,-0.299738811255728,,,,,,,,,,,
7325.756357,366,learning_update,8420893525106420796,,,,,,"(7, 5, 0, 8, 8)",0.0002611887442719,0.09,0.21,-0.299738811255728,,,,,,,,,,,
7325.757311,366,learning_update,15492424130391261209,,,,,,"(7, 5, 0, 8, 8)",0.0002611887442719,0.09,0.21,-0.299738811255728,,,,,,,,,,,
7325.798783,367,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0404469419656125,,,,,,,,,,,,,,,,
7325.799183,367,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0404469419656125,,,,,,,,,,,,,,,,
7325.799511,367,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,-0.0808666524782361,0.0412074556796984,,,,,,,,,,,,,,,,
7325.799853,367,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",1,-0.0838078081207787,0.0404628334685388,,,,,,,,,,,,,,,,
7325.800263,367,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",0,-0.0879762900314728,0.0394304760567659,,,,,,,,,,,,,,,,
7325.800697,367,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0395718407540357,,,,,,,,,,,,,,,,
7325.801097,367,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0403441794807433,,,,,,,,,,,,,,,,
7325.801444,367,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0395718407540357,,,,,,,,,,,,,,,,
7325.801883,367,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0395718407540357,,,,,,,,,,,,,,,,
7325.802243,367,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0395718407540357,,,,,,,,,,,,,,,,
7325.80257,367,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",0,-0.0879762900314728,0.0394304760567659,,,,,,,,,,,,,,,,
7325.802829,367,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0403441794807433,,,,,,,,,,,,,,,,
7325.803459,367,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",1,-0.0838078081207787,0.0404628334685388,,,,,,,,,,,,,,,,
7325.803881,367,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",1,-0.0838078081207787,0.0404628334685388,,,,,,,,,,,,,,,,
7325.804294,367,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,-0.0836419195461144,0.0405044716776942,,,,,,,,,,,,,,,,
7325.804649,367,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0395718407540357,,,,,,,,,,,,,,,,
7325.805055,367,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0395718407540357,,,,,,,,,,,,,,,,
7325.805394,367,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0838078081207787,0.0404628334685388,,,,,,,,,,,,,,,,
7325.805798,367,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0403441794807433,,,,,,,,,,,,,,,,
7325.80624,367,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0395718407540357,,,,,,,,,,,,,,,,
7325.806613,367,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0395718407540357,,,,,,,,,,,,,,,,
7325.806907,367,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0403441794807433,,,,,,,,,,,,,,,,
7325.807392,367,selection_info,8420893525106420796,25,"(7, 5, 0, 8, 8)",0,-0.0873686410079929,0.0395793090072,,,,,,,,,,,,,,,,
7325.807716,367,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0395718407540357,,,,,,,,,,,,,,,,
7325.808056,367,selection_info,15492424130391261209,25,"(7, 5, 0, 8, 8)",0,-0.0873686410079929,0.0395793090072,,,,,,,,,,,,,,,,
7334.844946,367,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.9058232307434082,22.713636363636365
7334.845626,367,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2703111171722412,24.7125
7334.846017,367,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.261641263961792,18.325
7334.84655,367,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1896305084228515,47.70625
7334.846929,367,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,4.835857391357422,13.63181818181818
7347.026163,367,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0107562541961669,,
7347.026623,367,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0115120410919189,,
7347.027018,367,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0113842487335205,,
7347.027451,367,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.011721134185791,,
7347.027789,367,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.012667179107666,,
7347.028165,367,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0281360149383544,,
7347.028558,367,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0104837417602539,,
7347.028935,367,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0097837448120117,,
7347.029261,367,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0271756649017334,,
7347.029633,367,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0159387588500976,,
7347.02999,367,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0092213153839111,,
7347.03034,367,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0259745121002197,,
7347.030619,367,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0132176876068115,,
7347.030924,367,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0221586227416992,,
7347.03126,367,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0084373950958251,,
7347.031643,367,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0133333206176757,,
7347.031964,367,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0180306434631347,,
7347.032344,367,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0216221809387207,,
7347.032733,367,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.011707067489624,,
7347.033072,367,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0167176723480224,,
7347.033595,367,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0139410495758056,,
7347.03393,367,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078682899475097,,
7347.034298,367,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0081117153167724,,
7347.034681,367,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.00925874710083,,
7347.035067,367,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0130403041839599,,
7347.039494,367,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",-0.0003477413352165,0.03,0.23,-0.2603477413352166,,,,,,,,,,,
7347.040387,367,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",-0.0003477413352165,0.03,0.23,-0.2603477413352166,,,,,,,,,,,
7347.041368,367,learning_update,4354536512509177290,,,,,,"(8, 0, 1, 8, 8)",-0.0003477413352165,0.03,0.23,-0.2603477413352166,,,,,,,,,,,
7347.042242,367,learning_update,15368353039753191835,,,,,,"(8, 0, 1, 8, 8)",-0.0003477413352165,0.03,0.23,-0.2603477413352166,,,,,,,,,,,
7347.043149,367,learning_update,8818734309448792929,,,,,,"(8, 0, 1, 8, 8)",-0.0003477413352165,0.03,0.23,-0.2603477413352166,,,,,,,,,,,
7347.083121,368,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0402695933687332,,,,,,,,,,,,,,,,
7347.083476,368,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0838711656250847,0.0402695933687332,,,,,,,,,,,,,,,,
7347.083745,368,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",1,-0.0833892632391101,0.0403906981706269,,,,,,,,,,,,,,,,
7347.083981,368,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0392309157204333,,,,,,,,,,,,,,,,
7347.084307,368,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",1,-0.0836935573220597,0.04031418503213,,,,,,,,,,,,,,,,
7347.084792,368,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039393998994273,,,,,,,,,,,,,,,,
7347.085364,368,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0401667679987971,,,,,,,,,,,,,,,,
7347.08575,368,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039393998994273,,,,,,,,,,,,,,,,
7347.086218,368,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039393998994273,,,,,,,,,,,,,,,,
7347.08663,368,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039393998994273,,,,,,,,,,,,,,,,
7347.086976,368,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0836935573220597,0.04031418503213,,,,,,,,,,,,,,,,
7347.087333,368,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0401667679987971,,,,,,,,,,,,,,,,
7347.087792,368,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0392309157204333,,,,,,,,,,,,,,,,
7347.088191,368,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0392309157204333,,,,,,,,,,,,,,,,
7347.088471,368,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,-0.0814205238045766,0.0408892485257946,,,,,,,,,,,,,,,,
7347.088872,368,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039393998994273,,,,,,,,,,,,,,,,
7347.089282,368,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039393998994273,,,,,,,,,,,,,,,,
7347.089614,368,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0384227613517711,,,,,,,,,,,,,,,,
7347.090011,368,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0401667679987971,,,,,,,,,,,,,,,,
7347.090474,368,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039393998994273,,,,,,,,,,,,,,,,
7347.090769,368,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039393998994273,,,,,,,,,,,,,,,,
7347.091168,368,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0401667679987971,,,,,,,,,,,,,,,,
7347.09153,368,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",1,-0.0729256564851527,0.0431119625225673,,,,,,,,,,,,,,,,
7347.091861,368,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039393998994273,,,,,,,,,,,,,,,,
7347.092198,368,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.0729256564851527,0.0431119625225673,,,,,,,,,,,,,,,,
7353.124253,368,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.669109582901001,22.704545454545453
7353.124756,368,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.5001623630523682,22.65909090909091
7353.125122,368,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.18729829788208,47.65625
7353.125471,368,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6718451976776123,9.154545454545454
7353.125744,368,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.7298786640167236,6.25625
7365.249104,368,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0123727321624755,,
7365.249805,368,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0161070823669433,,
7365.250309,368,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0314574241638183,,
7365.250817,368,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0092415809631347,,
7365.251329,368,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0105280876159667,,
7365.251821,368,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0074975490570068,,
7365.252152,368,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0219659805297851,,
7365.252522,368,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0089514255523681,,
7365.252982,368,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0120749473571777,,
7365.253316,368,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.012904405593872,,
7365.253769,368,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0347404479980468,,
7365.254118,368,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0119867324829101,,
7365.254524,368,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0175001621246337,,
7365.254868,368,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0099904537200927,,
7365.255198,368,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0154800415039062,,
7365.255663,368,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0156519412994384,,
7365.256025,368,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0091109275817871,,
7365.25645,368,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0285379886627197,,
7365.256992,368,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0287654399871826,,
7365.257312,368,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0265901088714599,,
7365.257806,368,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0204286575317382,,
7365.258203,368,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0324048995971679,,
7365.258648,368,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082817077636718,,
7365.259006,368,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0118231773376464,,
7365.259437,368,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0091612339019775,,
7365.264912,368,learning_update,8420893525106420796,,,,,,"(7, 4, 0, 8, 8)",6.314599310941471e-07,0.07,0.21,-0.2799993685400689,,,,,,,,,,,
7365.26568,368,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",6.314599310941471e-07,0.07,0.21,-0.2799993685400689,,,,,,,,,,,
7365.266463,368,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",6.314599310941471e-07,0.07,0.21,-0.2799993685400689,,,,,,,,,,,
7365.267287,368,learning_update,16506691070021547649,,,,,,"(8, 5, 2, 8, 8)",6.314599310941471e-07,0.07,0.21,-0.2799993685400689,,,,,,,,,,,
7365.268131,368,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 8, 8)",6.314599310941471e-07,0.07,0.21,-0.2799993685400689,,,,,,,,,,,
7365.31041,369,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",1,-0.0838711656250847,0.0404989688934762,,,,,,,,,,,,,,,,
7365.310917,369,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",1,-0.0838711656250847,0.0404989688934762,,,,,,,,,,,,,,,,
7365.311218,369,selection_info,16506691070021547649,25,"(8, 5, 2, 8, 8)",0,-0.0861058676612716,0.0399361380208366,,,,,,,,,,,,,,,,
7365.311558,369,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0394491943825092,,,,,,,,,,,,,,,,
7365.312001,369,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0864098574501383,0.0398601821302414,,,,,,,,,,,,,,,,
7365.312402,369,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039614010830312,,,,,,,,,,,,,,,,
7365.312768,369,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0403950388474494,,,,,,,,,,,,,,,,
7365.31321,369,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039614010830312,,,,,,,,,,,,,,,,
7365.31374,369,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039614010830312,,,,,,,,,,,,,,,,
7365.314132,369,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039614010830312,,,,,,,,,,,,,,,,
7365.314631,369,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,-0.08415955426783,0.0404258920586487,,,,,,,,,,,,,,,,
7365.315032,369,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0403950388474494,,,,,,,,,,,,,,,,
7365.315319,369,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0394491943825092,,,,,,,,,,,,,,,,
7365.315914,369,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0394491943825092,,,,,,,,,,,,,,,,
7365.316274,369,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0864098574501383,0.0398601821302414,,,,,,,,,,,,,,,,
7365.316621,369,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039614010830312,,,,,,,,,,,,,,,,
7365.316899,369,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039614010830312,,,,,,,,,,,,,,,,
7365.317252,369,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0386325024046429,,,,,,,,,,,,,,,,
7365.31798,369,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0403950388474494,,,,,,,,,,,,,,,,
7365.318387,369,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039614010830312,,,,,,,,,,,,,,,,
7365.318807,369,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039614010830312,,,,,,,,,,,,,,,,
7365.319189,369,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0403950388474494,,,,,,,,,,,,,,,,
7365.319538,369,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",1,-0.0783770654749549,0.0419166647291511,,,,,,,,,,,,,,,,
7365.319913,369,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.039614010830312,,,,,,,,,,,,,,,,
7365.320182,369,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.0783770654749549,0.0419166647291511,,,,,,,,,,,,,,,,
7374.361937,369,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.8099379539489746,9.104545454545455
7374.362592,369,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.7554030418395996,6.23125
7374.36292,369,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3156542778015136,12.525
7374.363271,369,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2297897338867187,8.85909090909091
7374.363611,369,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.1630866527557373,36.32272727272727
7386.508875,369,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0150313377380371,,
7386.50931,369,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0113275051116943,,
7386.509707,369,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0143399238586425,,
7386.510056,369,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0092501640319824,,
7386.510418,369,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0116055011749267,,
7386.510823,369,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.011927843093872,,
7386.511153,369,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080940723419189,,
7386.511483,369,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0217692852020263,,
7386.512111,369,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0190331935882568,,
7386.5126,369,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0089499950408935,,
7386.51292,369,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0108678340911865,,
7386.51322,369,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0233955383300781,,
7386.513594,369,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0147998332977294,,
7386.513954,369,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0095868110656738,,
7386.514223,369,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0141773223876953,,
7386.51449,369,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0132429599761962,,
7386.514851,369,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0095050334930419,,
7386.51523,369,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0165777206420898,,
7386.515552,369,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0097918510437011,,
7386.515929,369,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0085253715515136,,
7386.516255,369,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0130088329315185,,
7386.516614,369,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0121781826019287,,
7386.5169,369,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0085809230804443,,
7386.517249,369,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0329396724700927,,
7386.517661,369,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0297176837921142,,
7386.522517,369,learning_update,8420893525106420796,,,,,,"(7, 4, 0, 8, 8)",0.0,0.04,0.15,-0.19,,,,,,,,,,,
7386.523188,369,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",0.0,0.04,0.15,-0.19,,,,,,,,,,,
7386.523964,369,learning_update,16206290167654754491,,,,,,"(8, 1, 0, 8, 8)",0.0,0.04,0.15,-0.19,,,,,,,,,,,
7386.524682,369,learning_update,13644997368299628738,,,,,,"(8, 1, 0, 8, 8)",0.0,0.04,0.15,-0.19,,,,,,,,,,,
7386.525517,369,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",0.0,0.04,0.15,-0.19,,,,,,,,,,,
7386.566885,370,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",1,-0.0839402292758456,0.0405738703453772,,,,,,,,,,,,,,,,
7386.567255,370,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",1,-0.0839402292758456,0.0405738703453772,,,,,,,,,,,,,,,,
7386.567614,370,selection_info,16506691070021547649,25,"(8, 4, 2, 8, 8)",0,-0.0849750186120252,0.0403104729293051,,,,,,,,,,,,,,,,
7386.567921,370,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0395341199945306,,,,,,,,,,,,,,,,
7386.568288,370,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0864098574501383,0.0399480730065475,,,,,,,,,,,,,,,,
7386.568752,370,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0397001229978881,,,,,,,,,,,,,,,,
7386.569091,370,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",1,-0.0842814691752329,0.0404868207858849,,,,,,,,,,,,,,,,
7386.569434,370,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0397001229978881,,,,,,,,,,,,,,,,
7386.569769,370,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0397001229978881,,,,,,,,,,,,,,,,
7386.570182,370,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0397001229978881,,,,,,,,,,,,,,,,
7386.570611,370,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0864098574501383,0.0399480730065475,,,,,,,,,,,,,,,,
7386.570937,370,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0404868207858849,,,,,,,,,,,,,,,,
7386.571307,370,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0395341199945306,,,,,,,,,,,,,,,,
7386.571808,370,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0395341199945306,,,,,,,,,,,,,,,,
7386.572169,370,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0864098574501383,0.0399480730065475,,,,,,,,,,,,,,,,
7386.572543,370,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0397001229978881,,,,,,,,,,,,,,,,
7386.572837,370,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0397001229978881,,,,,,,,,,,,,,,,
7386.573186,370,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0387116001490149,,,,,,,,,,,,,,,,
7386.573627,370,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0404868207858849,,,,,,,,,,,,,,,,
7386.573989,370,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0397001229978881,,,,,,,,,,,,,,,,
7386.574299,370,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0397001229978881,,,,,,,,,,,,,,,,
7386.574684,370,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0842814691752329,0.0404868207858849,,,,,,,,,,,,,,,,
7386.575016,370,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",1,-0.0820184897210704,0.0410676085515788,,,,,,,,,,,,,,,,
7386.5753,370,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0397001229978881,,,,,,,,,,,,,,,,
7386.575706,370,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.0820184897210704,0.0410676085515788,,,,,,,,,,,,,,,,
7392.615553,370,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.324040412902832,12.58125
7392.616031,370,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.7644374370574951,6.275
7392.616421,370,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.5961647033691406,36.304545454545455
7392.61689,370,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.8871204853057861,9.136363636363637
7392.617283,370,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.3253552913665771,8.904545454545454
7404.802657,370,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0159459114074707,,
7404.803119,370,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0130338668823242,,
7404.803491,370,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0105791091918945,,
7404.804078,370,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0100181102752685,,
7404.804412,370,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0306634902954101,,
7404.804707,370,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0083744525909423,,
7404.805025,370,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0190398693084716,,
7404.805304,370,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.009765625,,
7404.805714,370,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0206894874572753,,
7404.806052,370,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0091650485992431,,
7404.806335,370,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0211436748504638,,
7404.80683,370,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0248432159423828,,
7404.807298,370,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0150632858276367,,
7404.807726,370,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0133414268493652,,
7404.808095,370,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0088684558868408,,
7404.80842,370,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.012455940246582,,
7404.808841,370,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.011209487915039,,
7404.80913,370,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079226493835449,,
7404.809391,370,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0265064239501953,,
7404.809828,370,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0165798664093017,,
7404.810163,370,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.026055097579956,,
7404.810557,370,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0123507976531982,,
7404.811079,370,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0154755115509033,,
7404.811379,370,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0081088542938232,,
7404.811693,370,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0147819519042968,,
7404.816734,370,learning_update,8420893525106420796,,,,,,"(7, 4, 0, 8, 8)",0.0001309101021013,0.04,0.15,-0.1898690898978986,,,,,,,,,,,
7404.817591,370,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",0.0001309101021013,0.04,0.15,-0.1898690898978986,,,,,,,,,,,
7404.818326,370,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",0.0001309101021013,0.04,0.15,-0.1898690898978986,,,,,,,,,,,
7404.819208,370,learning_update,13644997368299628738,,,,,,"(8, 2, 0, 8, 8)",0.0001309101021013,0.04,0.15,-0.1898690898978986,,,,,,,,,,,
7404.819971,370,learning_update,5631037270461107728,,,,,,"(8, 0, 2, 8, 8)",0.0001309101021013,0.04,0.15,-0.1898690898978986,,,,,,,,,,,
7404.862344,371,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.0875679158645822,0.0398471946832988,,,,,,,,,,,,,,,,
7404.862802,371,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",0,-0.0875679158645822,0.0398471946832988,,,,,,,,,,,,,,,,
7404.863124,371,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-0.0830539830833119,0.0410013690752141,,,,,,,,,,,,,,,,
7404.863465,371,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0397221421149338,,,,,,,,,,,,,,,,
7404.863858,371,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0864098574501383,0.0401401648699401,,,,,,,,,,,,,,,,
7404.864266,371,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0398897745335854,,,,,,,,,,,,,,,,
7404.8646,371,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",1,-0.0850155289170205,0.0404957670802413,,,,,,,,,,,,,,,,
7404.864999,371,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0398897745335854,,,,,,,,,,,,,,,,
7404.865394,371,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0398897745335854,,,,,,,,,,,,,,,,
7404.865875,371,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0398897745335854,,,,,,,,,,,,,,,,
7404.866265,371,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0864098574501383,0.0401401648699401,,,,,,,,,,,,,,,,
7404.866588,371,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",1,-0.0861024851427128,0.0402182862128707,,,,,,,,,,,,,,,,
7404.866939,371,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0397221421149338,,,,,,,,,,,,,,,,
7404.86721,371,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0397221421149338,,,,,,,,,,,,,,,,
7404.867568,371,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0864098574501383,0.0401401648699401,,,,,,,,,,,,,,,,
7404.867986,371,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0398897745335854,,,,,,,,,,,,,,,,
7404.868384,371,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0398897745335854,,,,,,,,,,,,,,,,
7404.868794,371,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0388916012339825,,,,,,,,,,,,,,,,
7404.869138,371,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0861024851427128,0.0402182862128707,,,,,,,,,,,,,,,,
7404.869465,371,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0398897745335854,,,,,,,,,,,,,,,,
7404.869847,371,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0398897745335854,,,,,,,,,,,,,,,,
7404.870131,371,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0861024851427128,0.0402182862128707,,,,,,,,,,,,,,,,
7404.870594,371,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",1,-0.085650017867177,0.0403335614242303,,,,,,,,,,,,,,,,
7404.870989,371,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0398897745335854,,,,,,,,,,,,,,,,
7404.871325,371,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",1,-0.085650017867177,0.0403335614242303,,,,,,,,,,,,,,,,
7413.903212,371,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.369290828704834,36.29545454545455
7413.903781,371,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.9217865467071532,22.71818181818182
7413.904095,371,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5979719161987305,9.05909090909091
7413.904428,371,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.7777040004730225,6.2625
7413.904773,371,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2155463695526123,21.83636363636364
7426.029276,371,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0112476348876953,,
7426.029905,371,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0129566192626953,,
7426.030353,371,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.841025641025641,0.7816901408450704,0.9647058823529412,0.7454545454545455,142,0.0086216926574707,,
7426.030853,371,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0141856670379638,,
7426.031252,371,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.009732961654663,,
7426.031531,371,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0119116306304931,,
7426.031917,371,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0243899822235107,,
7426.032254,371,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081832408905029,,
7426.032544,371,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0175037384033203,,
7426.032862,371,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0187759399414062,,
7426.033196,371,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.018155813217163,,
7426.033543,371,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0293939113616943,,
7426.033915,371,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0177695751190185,,
7426.034225,371,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0241949558258056,,
7426.034561,371,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0188777446746826,,
7426.035235,371,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0159039497375488,,
7426.035661,371,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0149934291839599,,
7426.036037,371,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0369694232940673,,
7426.036272,371,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0202367305755615,,
7426.036629,371,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0392775535583496,,
7426.037003,371,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0075600147247314,,
7426.037397,371,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0124990940093994,,
7426.037674,371,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0159032344818115,,
7426.038004,371,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0085525512695312,,
7426.038288,371,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0132832527160644,,
7426.042756,371,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",5.125973234682002e-06,0.05,0.21,-0.2599948740267653,,,,,,,,,,,
7426.043509,371,learning_update,5631037270461107728,,,,,,"(8, 1, 2, 8, 8)",5.125973234682002e-06,0.05,0.21,-0.2599948740267653,,,,,,,,,,,
7426.044222,371,learning_update,8420893525106420796,,,,,,"(7, 4, 0, 8, 8)",5.125973234682002e-06,0.05,0.21,-0.2599948740267653,,,,,,,,,,,
7426.044941,371,learning_update,15492424130391261209,,,,,,"(7, 4, 0, 8, 8)",5.125973234682002e-06,0.05,0.21,-0.2599948740267653,,,,,,,,,,,
7426.045744,371,learning_update,11806130149938443739,,,,,,"(8, 0, 2, 8, 8)",5.125973234682002e-06,0.05,0.21,-0.2599948740267653,,,,,,,,,,,
7426.085655,372,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.0875679158645822,0.040005658774569,,,,,,,,,,,,,,,,
7426.086163,372,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",0,-0.0875679158645822,0.040005658774569,,,,,,,,,,,,,,,,
7426.086502,372,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",1,-0.0855708778404962,0.040516808370129,,,,,,,,,,,,,,,,
7426.086814,372,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0398794789939773,,,,,,,,,,,,,,,,
7426.087117,372,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,-0.085995647442203,0.040407542924781,,,,,,,,,,,,,,,,
7426.087402,372,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0400486228901092,,,,,,,,,,,,,,,,
7426.087645,372,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,-0.0825671195845456,0.041297957439949,,,,,,,,,,,,,,,,
7426.087993,372,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0400486228901092,,,,,,,,,,,,,,,,
7426.088251,372,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0400486228901092,,,,,,,,,,,,,,,,
7426.088544,372,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0400486228901092,,,,,,,,,,,,,,,,
7426.088864,372,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,-0.085995647442203,0.040407542924781,,,,,,,,,,,,,,,,
7426.089282,372,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0875084264443788,0.0400207917293311,,,,,,,,,,,,,,,,
7426.089633,372,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0398794789939773,,,,,,,,,,,,,,,,
7426.089983,372,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0880648212371575,0.0398794789939773,,,,,,,,,,,,,,,,
7426.090295,372,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",1,-0.0864098574501383,0.040301277548247,,,,,,,,,,,,,,,,
7426.090542,372,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0400486228901092,,,,,,,,,,,,,,,,
7426.090921,372,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0400486228901092,,,,,,,,,,,,,,,,
7426.091229,372,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0390415026498301,,,,,,,,,,,,,,,,
7426.091573,372,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0886289848695527,0.039736702598248,,,,,,,,,,,,,,,,
7426.091951,372,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0400486228901092,,,,,,,,,,,,,,,,
7426.092316,372,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0400486228901092,,,,,,,,,,,,,,,,
7426.092661,372,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0886289848695527,0.039736702598248,,,,,,,,,,,,,,,,
7426.093025,372,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",0,-0.0906761010132555,0.0392229053372008,,,,,,,,,,,,,,,,
7426.093482,372,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0400486228901092,,,,,,,,,,,,,,,,
7426.093859,372,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",0,-0.0906761010132555,0.0392229053372008,,,,,,,,,,,,,,,,
7435.12329,372,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.7396845817565918,22.572727272727278
7435.123968,372,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.670452356338501,35.95
7435.124288,372,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.9945502281188964,22.68636363636364
7435.124568,372,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1880416870117187,48.1875
7435.124941,372,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,2.636345148086548,36.33181818181818
7447.308071,372,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0320270061492919,,
7447.308586,372,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080082416534423,,
7447.30896,372,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070691108703613,,
7447.309303,372,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.013195514678955,,
7447.30963,372,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0099954605102539,,
7447.310126,372,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0260210037231445,,
7447.310448,372,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0275952816009521,,
7447.310813,372,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0216741561889648,,
7447.31116,372,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0304846763610839,,
7447.311443,372,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0092763900756835,,
7447.311872,372,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0309276580810546,,
7447.312216,372,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0085928440093994,,
7447.312618,372,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0096032619476318,,
7447.31302,372,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0119409561157226,,
7447.31328,372,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0114812850952148,,
7447.313633,372,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0126428604125976,,
7447.313995,372,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0133578777313232,,
7447.314428,372,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0244479179382324,,
7447.314898,372,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0085442066192626,,
7447.315171,372,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0076375007629394,,
7447.315508,372,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0203111171722412,,
7447.31591,372,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0292878150939941,,
7447.316299,372,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0101587772369384,,
7447.316648,372,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0106394290924072,,
7447.317136,372,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0125980377197265,,
7447.322429,372,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",-7.137740106327728e-06,0.01,0.34,-0.3500071377401063,,,,,,,,,,,
7447.323601,372,learning_update,16506691070021547649,,,,,,"(8, 3, 2, 8, 8)",-7.137740106327728e-06,0.01,0.34,-0.3500071377401063,,,,,,,,,,,
7447.324906,372,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",-7.137740106327728e-06,0.01,0.34,-0.3500071377401063,,,,,,,,,,,
7447.326,372,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",-7.137740106327728e-06,0.01,0.34,-0.3500071377401063,,,,,,,,,,,
7447.326983,372,learning_update,4223374082031152552,,,,,,"(7, 2, 2, 8, 8)",-7.137740106327728e-06,0.01,0.34,-0.3500071377401063,,,,,,,,,,,
7447.370832,373,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.0875679158645822,0.0403235291222364,,,,,,,,,,,,,,,,
7447.371333,373,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",0,-0.0875679158645822,0.0403235291222364,,,,,,,,,,,,,,,,
7447.371626,373,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,-0.0889853783400568,0.0399599806648999,,,,,,,,,,,,,,,,
7447.372025,373,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0393468883153571,,,,,,,,,,,,,,,,
7447.372454,373,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",0,-0.0898235189700892,0.03974655965593,,,,,,,,,,,,,,,,
7447.37296,373,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",1,-0.0873990775903276,0.0403670523464904,,,,,,,,,,,,,,,,
7447.373336,373,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0889853783400568,0.0399599806648999,,,,,,,,,,,,,,,,
7447.373791,373,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",1,-0.0873990775903276,0.0403670523464904,,,,,,,,,,,,,,,,
7447.374168,373,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",1,-0.0873990775903276,0.0403670523464904,,,,,,,,,,,,,,,,
7447.374495,373,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",1,-0.0873990775903276,0.0403670523464904,,,,,,,,,,,,,,,,
7447.374851,373,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0898235189700892,0.03974655965593,,,,,,,,,,,,,,,,
7447.375238,373,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0875084264443788,0.0403388589812308,,,,,,,,,,,,,,,,
7447.37557,373,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0393468883153571,,,,,,,,,,,,,,,,
7447.375957,373,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0393468883153571,,,,,,,,,,,,,,,,
7447.376435,373,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",0,-0.0898235189700892,0.03974655965593,,,,,,,,,,,,,,,,
7447.376852,373,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",1,-0.0873990775903276,0.0403670523464904,,,,,,,,,,,,,,,,
7447.377342,373,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0403670523464904,,,,,,,,,,,,,,,,
7447.37782,373,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0393468883153571,,,,,,,,,,,,,,,,
7447.378239,373,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0886289848695527,0.0400510782622472,,,,,,,,,,,,,,,,
7447.378593,373,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0403670523464904,,,,,,,,,,,,,,,,
7447.379588,373,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0403670523464904,,,,,,,,,,,,,,,,
7447.380027,373,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0886289848695527,0.0400510782622472,,,,,,,,,,,,,,,,
7447.380466,373,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",0,-0.0906761010132555,0.0395306307861844,,,,,,,,,,,,,,,,
7447.380903,373,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0873990775903276,0.0403670523464904,,,,,,,,,,,,,,,,
7447.38123,373,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",0,-0.0906761010132555,0.0395306307861844,,,,,,,,,,,,,,,,
7459.419267,373,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.888272285461426,12.49375
7459.420185,373,client_fit_metrics,10192160218266941336,,,,,,,,,,,,,,,,,,,,6.454766511917114,9.086363636363636
7459.420525,373,client_fit_metrics,9877728866716932389,,,,,,,,,,,,,,,,,,,,0.2858781814575195,9.086363636363636
7459.420877,373,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1811096668243408,11.6375
7459.421428,373,client_fit_metrics,17693001876622351254,,,,,,,,,,,,,,,,,,,,0.7903215885162354,4.4818181818181815
7471.564976,373,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0096418857574462,,
7471.565571,373,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0088789463043212,,
7471.565927,373,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.012070894241333,,
7471.566491,373,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0303003787994384,,
7471.566845,373,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0099000930786132,,
7471.567155,373,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0157763957977294,,
7471.567497,373,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0075595378875732,,
7471.567776,373,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0291011333465576,,
7471.56809,373,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0080764293670654,,
7471.568457,373,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0323596000671386,,
7471.568807,373,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078864097595214,,
7471.569122,373,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0200328826904296,,
7471.569432,373,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0090718269348144,,
7471.569744,373,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0148351192474365,,
7471.570224,373,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0128211975097656,,
7471.570754,373,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.025090217590332,,
7471.571087,373,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0086596012115478,,
7471.571475,373,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0123126506805419,,
7471.571818,373,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0289340019226074,,
7471.572244,373,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0127010345458984,,
7471.572681,373,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0251784324645996,,
7471.573197,373,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.841025641025641,0.7816901408450704,0.9647058823529412,0.7454545454545455,142,0.011106252670288,,
7471.573643,373,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0185194015502929,,
7471.574034,373,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.043182373046875,,
7471.57436,373,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0088460445404052,,
7471.578768,373,learning_update,13392168843036499530,,,,,,"(8, 0, 0, 8, 8)",-0.000166859519752,0.0,0.09,-0.090166859519752,,,,,,,,,,,
7471.579775,373,learning_update,1234113313308987156,,,,,,"(8, 0, 0, 8, 8)",-0.000166859519752,0.0,0.09,-0.090166859519752,,,,,,,,,,,
7471.580449,373,learning_update,10192160218266941336,,,,,,"(8, 0, 0, 8, 8)",-0.000166859519752,0.0,0.09,-0.090166859519752,,,,,,,,,,,
7471.581176,373,learning_update,17693001876622351254,,,,,,"(8, 0, 0, 8, 8)",-0.000166859519752,0.0,0.09,-0.090166859519752,,,,,,,,,,,
7471.581953,373,learning_update,9877728866716932389,,,,,,"(8, 0, 0, 8, 8)",-0.000166859519752,0.0,0.09,-0.090166859519752,,,,,,,,,,,
7471.622691,374,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.0875679158645822,0.0401990085864946,,,,,,,,,,,,,,,,
7471.62308,374,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",0,-0.0875679158645822,0.0401990085864946,,,,,,,,,,,,,,,,
7471.623459,374,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",1,-0.0860116576666656,0.0406027498229127,,,,,,,,,,,,,,,,
7471.623793,374,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0392205511572558,,,,,,,,,,,,,,,,
7471.624187,374,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.038871582238443,,,,,,,,,,,,,,,,
7471.624512,374,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",1,-0.0874864989354759,0.0402200307711962,,,,,,,,,,,,,,,,
7471.624865,374,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0889853783400568,0.0398347698325284,,,,,,,,,,,,,,,,
7471.625147,374,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",1,-0.0874864989354759,0.0402200307711962,,,,,,,,,,,,,,,,
7471.625512,374,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0874864989354759,0.0402200307711962,,,,,,,,,,,,,,,,
7471.625838,374,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0874864989354759,0.0402200307711962,,,,,,,,,,,,,,,,
7471.626173,374,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",0,-0.0898235189700892,0.0396209513325337,,,,,,,,,,,,,,,,
7471.626581,374,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0875084264443788,0.0402143679170809,,,,,,,,,,,,,,,,
7471.626866,374,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0392205511572558,,,,,,,,,,,,,,,,
7471.6273,374,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0392205511572558,,,,,,,,,,,,,,,,
7471.627678,374,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.038871582238443,,,,,,,,,,,,,,,,
7471.628161,374,selection_info,9877728866716932389,25,"(8, 1, 0, 8, 8)",0,-0.0874864989354759,0.0402200307711962,,,,,,,,,,,,,,,,
7471.628576,374,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0392234748090801,,,,,,,,,,,,,,,,
7471.628918,374,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0392205511572558,,,,,,,,,,,,,,,,
7471.629258,374,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0886289848695527,0.0399260388460647,,,,,,,,,,,,,,,,
7471.629603,374,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0392234748090801,,,,,,,,,,,,,,,,
7471.62995,374,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0392234748090801,,,,,,,,,,,,,,,,
7471.630318,374,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0886289848695527,0.0399260388460647,,,,,,,,,,,,,,,,
7471.630591,374,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0755331286054835,0.0434288220158069,,,,,,,,,,,,,,,,
7471.630922,374,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0392234748090801,,,,,,,,,,,,,,,,
7471.631299,374,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0755331286054835,0.0434288220158069,,,,,,,,,,,,,,,,
7480.666795,374,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5997109413146973,9.104545454545455
7480.667493,374,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.8445868492126474,12.4875
7480.667915,374,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.8686869144439695,6.2625
7480.668311,374,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6475069522857666,22.61818181818182
7480.668702,374,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.183729887008667,12.01875
7492.84602,374,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0118863582611083,,
7492.846507,374,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0295581817626953,,
7492.84687,374,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076656341552734,,
7492.847204,374,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.010085105895996,,
7492.847621,374,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.011864423751831,,
7492.848053,374,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0110478401184082,,
7492.848411,374,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0106604099273681,,
7492.848743,374,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.01713228225708,,
7492.849062,374,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0210747718811035,,
7492.849349,374,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0122473239898681,,
7492.849695,374,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0074951648712158,,
7492.849958,374,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0196466445922851,,
7492.850283,374,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.01041841506958,,
7492.850727,374,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0155248641967773,,
7492.850977,374,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0108509063720703,,
7492.851321,374,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0337255001068115,,
7492.85179,374,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0190958976745605,,
7492.852123,374,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0085773468017578,,
7492.852416,374,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0091314315795898,,
7492.852743,374,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0253074169158935,,
7492.853072,374,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0223064422607421,,
7492.853422,374,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0076904296875,,
7492.853784,374,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0088496208190917,,
7492.854145,374,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.841025641025641,0.7816901408450704,0.9647058823529412,0.7454545454545455,142,0.0106956958770751,,
7492.854496,374,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0123059749603271,,
7492.858903,374,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",0.0001312707322507,0.02,0.12,-0.1398687292677492,,,,,,,,,,,
7492.859689,374,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",0.0001312707322507,0.02,0.12,-0.1398687292677492,,,,,,,,,,,
7492.86041,374,learning_update,16506691070021547649,,,,,,"(8, 2, 2, 8, 8)",0.0001312707322507,0.02,0.12,-0.1398687292677492,,,,,,,,,,,
7492.861417,374,learning_update,13392168843036499530,,,,,,"(8, 1, 0, 8, 8)",0.0001312707322507,0.02,0.12,-0.1398687292677492,,,,,,,,,,,
7492.862244,374,learning_update,1234113313308987156,,,,,,"(8, 1, 0, 8, 8)",0.0001312707322507,0.02,0.12,-0.1398687292677492,,,,,,,,,,,
7492.9068,375,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0900972466922228,0.039802017774223,,,,,,,,,,,,,,,,
7492.90718,375,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0900972466922228,0.039802017774223,,,,,,,,,,,,,,,,
7492.90755,375,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,-0.0889853783400568,0.0400886524538008,,,,,,,,,,,,,,,,
7492.907831,375,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.039467437135956,,,,,,,,,,,,,,,,
7492.908099,375,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.0391145147969999,,,,,,,,,,,,,,,,
7492.90854,375,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",1,-0.0875679158645822,0.0404570630815585,,,,,,,,,,,,,,,,
7492.908967,375,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0889853783400568,0.0400886524538008,,,,,,,,,,,,,,,,
7492.909405,375,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",1,-0.0875679158645822,0.0404570630815585,,,,,,,,,,,,,,,,
7492.90977,375,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0900972466922228,0.039802017774223,,,,,,,,,,,,,,,,
7492.910025,375,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0900972466922228,0.039802017774223,,,,,,,,,,,,,,,,
7492.910476,375,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.0391145147969999,,,,,,,,,,,,,,,,
7492.910835,375,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",1,-0.0875084264443788,0.0404725987026501,,,,,,,,,,,,,,,,
7492.911119,375,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.039467437135956,,,,,,,,,,,,,,,,
7492.911489,375,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.039467437135956,,,,,,,,,,,,,,,,
7492.911806,375,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.0391145147969999,,,,,,,,,,,,,,,,
7492.912083,375,selection_info,9877728866716932389,25,"(8, 1, 0, 8, 8)",0,-0.0900972466922228,0.039802017774223,,,,,,,,,,,,,,,,
7492.912504,375,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0394703939762753,,,,,,,,,,,,,,,,
7492.912921,375,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.039467437135956,,,,,,,,,,,,,,,,
7492.913269,375,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0886289848695527,0.0401809652499531,,,,,,,,,,,,,,,,
7492.913931,375,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0394703939762753,,,,,,,,,,,,,,,,
7492.914323,375,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0394703939762753,,,,,,,,,,,,,,,,
7492.91478,375,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0886289848695527,0.0401809652499531,,,,,,,,,,,,,,,,
7492.915146,375,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0781781137794634,0.0429845410078421,,,,,,,,,,,,,,,,
7492.915586,375,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0394703939762753,,,,,,,,,,,,,,,,
7492.915964,375,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0781781137794634,0.0429845410078421,,,,,,,,,,,,,,,,
7501.948714,375,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.862206697463989,12.5125
7501.949357,375,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.8174328804016116,6.2625
7501.949911,375,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6572785377502441,9.068181818181818
7501.950289,375,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1763763427734375,12.375
7501.950672,375,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2303783893585205,21.70909090909091
7514.083333,375,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0100533962249755,,
7514.083817,375,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.014437198638916,,
7514.084208,375,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082898139953613,,
7514.084623,375,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0269560813903808,,
7514.085011,375,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0190091133117675,,
7514.085472,375,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.015683889389038,,
7514.085853,375,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0332458019256591,,
7514.086284,375,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0131669044494628,,
7514.086676,375,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0100033283233642,,
7514.086987,375,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0175628662109375,,
7514.087407,375,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0172348022460937,,
7514.087826,375,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0119144916534423,,
7514.088228,375,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.009444236755371,,
7514.088538,375,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0155150890350341,,
7514.088835,375,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0074164867401123,,
7514.089115,375,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0213761329650878,,
7514.089359,375,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0129139423370361,,
7514.089602,375,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0307710170745849,,
7514.089835,375,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0092697143554687,,
7514.090096,375,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0100929737091064,,
7514.090355,375,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.009880781173706,,
7514.090729,375,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.841025641025641,0.7816901408450704,0.9647058823529412,0.7454545454545455,142,0.0098280906677246,,
7514.091006,375,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0168325901031494,,
7514.091349,375,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0111756324768066,,
7514.0917,375,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0115230083465576,,
7514.09641,375,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",-0.0001720291905148,0.02,0.12,-0.1401720291905148,,,,,,,,,,,
7514.097132,375,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",-0.0001720291905148,0.02,0.12,-0.1401720291905148,,,,,,,,,,,
7514.097775,375,learning_update,11806130149938443739,,,,,,"(8, 1, 2, 8, 8)",-0.0001720291905148,0.02,0.12,-0.1401720291905148,,,,,,,,,,,
7514.098642,375,learning_update,13392168843036499530,,,,,,"(8, 2, 0, 8, 8)",-0.0001720291905148,0.02,0.12,-0.1401720291905148,,,,,,,,,,,
7514.099346,375,learning_update,1234113313308987156,,,,,,"(8, 2, 0, 8, 8)",-0.0001720291905148,0.02,0.12,-0.1401720291905148,,,,,,,,,,,
7514.139998,376,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0393938798269523,,,,,,,,,,,,,,,,
7514.140554,376,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0393938798269523,,,,,,,,,,,,,,,,
7514.140883,376,selection_info,16506691070021547649,25,"(8, 3, 2, 8, 8)",0,-0.0889853783400568,0.0400140648631294,,,,,,,,,,,,,,,,
7514.141223,376,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0393909138894911,,,,,,,,,,,,,,,,
7514.141641,376,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.039036913778506,,,,,,,,,,,,,,,,
7514.141987,376,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",1,-0.0809756792932081,0.0421478321857984,,,,,,,,,,,,,,,,
7514.142433,376,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,-0.087351096787737,0.0404404788654451,,,,,,,,,,,,,,,,
7514.142788,376,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",1,-0.0809756792932081,0.0421478321857984,,,,,,,,,,,,,,,,
7514.143111,376,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0900972466922228,0.039726530978168,,,,,,,,,,,,,,,,
7514.143502,376,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0900972466922228,0.039726530978168,,,,,,,,,,,,,,,,
7514.143858,376,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.039036913778506,,,,,,,,,,,,,,,,
7514.144239,376,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.087351096787737,0.0404404788654451,,,,,,,,,,,,,,,,
7514.144652,376,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0393909138894911,,,,,,,,,,,,,,,,
7514.144969,376,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0393909138894911,,,,,,,,,,,,,,,,
7514.145355,376,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.039036913778506,,,,,,,,,,,,,,,,
7514.145778,376,selection_info,9877728866716932389,25,"(8, 1, 0, 8, 8)",0,-0.0900972466922228,0.039726530978168,,,,,,,,,,,,,,,,
7514.146099,376,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0393938798269523,,,,,,,,,,,,,,,,
7514.146463,376,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0393909138894911,,,,,,,,,,,,,,,,
7514.146771,376,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0886289848695527,0.0401066694578936,,,,,,,,,,,,,,,,
7514.147128,376,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0393938798269523,,,,,,,,,,,,,,,,
7514.147515,376,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0393938798269523,,,,,,,,,,,,,,,,
7514.14792,376,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0886289848695527,0.0401066694578936,,,,,,,,,,,,,,,,
7514.148285,376,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0808238745935367,0.0421893526644475,,,,,,,,,,,,,,,,
7514.148601,376,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0393938798269523,,,,,,,,,,,,,,,,
7514.148991,376,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0808238745935367,0.0421893526644475,,,,,,,,,,,,,,,,
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7523.184279,376,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.923385858535767,12.50625
7523.184716,376,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1796114444732666,11.875
7523.185098,376,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.589832067489624,9.027272727272727
7523.185422,376,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.8418142795562744,6.24375
7535.338766,376,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0095059871673583,,
7535.339193,376,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0106797218322753,,
7535.339625,376,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0112614631652832,,
7535.340182,376,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0079176425933837,,
7535.340586,376,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0097854137420654,,
7535.340937,376,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0282285213470459,,
7535.341219,376,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0082883834838867,,
7535.341591,376,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0132248401641845,,
7535.342037,376,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0126023292541503,,
7535.342386,376,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0121502876281738,,
7535.342739,376,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0151669979095458,,
7535.343052,376,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.016810655593872,,
7535.343447,376,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0086231231689453,,
7535.343767,376,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0082485675811767,,
7535.34411,376,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0148944854736328,,
7535.344422,376,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0103392601013183,,
7535.344757,376,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0098180770874023,,
7535.345117,376,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0297894477844238,,
7535.345522,376,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0323617458343505,,
7535.345867,376,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0116572380065917,,
7535.346216,376,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0116326808929443,,
7535.34665,376,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0247881412506103,,
7535.34704,376,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0226907730102539,,
7535.347443,376,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0318989753723144,,
7535.347862,376,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0234389305114746,,
7535.35254,376,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",-7.137740106299972e-06,0.04,0.15,-0.1900071377401063,,,,,,,,,,,
7535.353178,376,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",-7.137740106299972e-06,0.04,0.15,-0.1900071377401063,,,,,,,,,,,
7535.353994,376,learning_update,13392168843036499530,,,,,,"(8, 3, 0, 8, 8)",-7.137740106299972e-06,0.04,0.15,-0.1900071377401063,,,,,,,,,,,
7535.354711,376,learning_update,1234113313308987156,,,,,,"(8, 3, 0, 8, 8)",-7.137740106299972e-06,0.04,0.15,-0.1900071377401063,,,,,,,,,,,
7535.355799,376,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",-7.137740106299972e-06,0.04,0.15,-0.1900071377401063,,,,,,,,,,,
7535.396342,377,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0395237303531331,,,,,,,,,,,,,,,,
7535.396717,377,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0395237303531331,,,,,,,,,,,,,,,,
7535.397033,377,selection_info,16506691070021547649,25,"(8, 2, 2, 8, 8)",0,-0.0891638170683503,0.0401024367556933,,,,,,,,,,,,,,,,
7535.397284,377,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0395207396866447,,,,,,,,,,,,,,,,
7535.397674,377,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.0391637961888201,,,,,,,,,,,,,,,,
7535.398069,377,selection_info,13392168843036499530,25,"(8, 4, 0, 8, 8)",1,-0.0818492708987368,0.0420609126169979,,,,,,,,,,,,,,,,
7535.398421,377,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0891638170683503,0.0401024367556933,,,,,,,,,,,,,,,,
7535.398775,377,selection_info,1234113313308987156,25,"(8, 4, 0, 8, 8)",1,-0.0818492708987368,0.0420609126169979,,,,,,,,,,,,,,,,
7535.399055,377,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0900972466922228,0.0398591622022019,,,,,,,,,,,,,,,,
7535.399494,377,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0900972466922228,0.0398591622022019,,,,,,,,,,,,,,,,
7535.399921,377,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.0391637961888201,,,,,,,,,,,,,,,,
7535.40025,377,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0888212223429298,0.0401920973159936,,,,,,,,,,,,,,,,
7535.40064,377,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0395207396866447,,,,,,,,,,,,,,,,
7535.400944,377,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0395207396866447,,,,,,,,,,,,,,,,
7535.401337,377,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.0391637961888201,,,,,,,,,,,,,,,,
7535.40183,377,selection_info,9877728866716932389,25,"(8, 1, 0, 8, 8)",0,-0.0900972466922228,0.0398591622022019,,,,,,,,,,,,,,,,
7535.402165,377,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0395237303531331,,,,,,,,,,,,,,,,
7535.402471,377,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0395207396866447,,,,,,,,,,,,,,,,
7535.402804,377,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",1,-0.0886289848695527,0.0402424956099794,,,,,,,,,,,,,,,,
7535.403124,377,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0395237303531331,,,,,,,,,,,,,,,,
7535.403462,377,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0395237303531331,,,,,,,,,,,,,,,,
7535.403798,377,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0886289848695527,0.0402424956099794,,,,,,,,,,,,,,,,
7535.404044,377,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0844605503516489,0.0413509983401102,,,,,,,,,,,,,,,,
7535.404406,377,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0395237303531331,,,,,,,,,,,,,,,,
7535.40474,377,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0844605503516489,0.0413509983401102,,,,,,,,,,,,,,,,
7544.4357,377,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1833870410919189,12.075
7544.436376,377,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1816205978393554,30.2125
7544.436817,377,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.947572708129883,12.49375
7544.437203,377,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.812368392944336,6.24375
7544.437686,377,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.640845775604248,9.090909090909092
7556.570544,377,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0253260135650634,,
7556.571078,377,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0231227874755859,,
7556.571356,377,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.841025641025641,0.7816901408450704,0.9647058823529412,0.7454545454545455,142,0.0173792839050292,,
7556.571748,377,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0123195648193359,,
7556.572039,377,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0103545188903808,,
7556.572354,377,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0264818668365478,,
7556.572852,377,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0286526679992675,,
7556.573181,377,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0267081260681152,,
7556.573452,377,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0233280658721923,,
7556.573818,377,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0091476440429687,,
7556.574154,377,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.009688377380371,,
7556.574429,377,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0091712474822998,,
7556.574929,377,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0095884799957275,,
7556.575323,377,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0256791114807128,,
7556.575811,377,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0261573791503906,,
7556.576189,377,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0144352912902832,,
7556.576468,377,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0089328289031982,,
7556.576914,377,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0077383518218994,,
7556.57739,377,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0170164108276367,,
7556.577791,377,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0210232734680175,,
7556.578072,377,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0146281719207763,,
7556.578427,377,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0252420902252197,,
7556.578906,377,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.007678747177124,,
7556.579228,377,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0093493461608886,,
7556.579523,377,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0093140602111816,,
7556.584493,377,learning_update,13392168843036499530,,,,,,"(8, 4, 0, 8, 8)",0.0501862406359749,0.06,0.12,-0.129813759364025,,,,,,,,,,,
7556.585239,377,learning_update,1234113313308987156,,,,,,"(8, 4, 0, 8, 8)",0.0501862406359749,0.06,0.12,-0.129813759364025,,,,,,,,,,,
7556.585989,377,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",0.0501862406359749,0.06,0.12,-0.129813759364025,,,,,,,,,,,
7556.586739,377,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",0.0501862406359749,0.06,0.12,-0.129813759364025,,,,,,,,,,,
7556.58749,377,learning_update,17833758267265781484,,,,,,"(8, 0, 2, 8, 8)",0.0501862406359749,0.06,0.12,-0.129813759364025,,,,,,,,,,,
7556.629892,378,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0394248682190635,,,,,,,,,,,,,,,,
7556.630308,378,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0394248682190635,,,,,,,,,,,,,,,,
7556.630665,378,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0888212223429298,0.0400949418873181,,,,,,,,,,,,,,,,
7556.631125,378,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0394218700430219,,,,,,,,,,,,,,,,
7556.631527,378,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",1,-0.0861417624782466,0.0408050037919556,,,,,,,,,,,,,,,,
7556.631972,378,selection_info,13392168843036499530,25,"(8, 5, 0, 8, 8)",1,-0.0805852694298211,0.042317815802679,,,,,,,,,,,,,,,,
7556.632347,378,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0888212223429298,0.0400949418873181,,,,,,,,,,,,,,,,
7556.632653,378,selection_info,1234113313308987156,25,"(8, 5, 0, 8, 8)",1,-0.0805852694298211,0.042317815802679,,,,,,,,,,,,,,,,
7556.632931,378,selection_info,10192160218266941336,25,"(8, 1, 0, 8, 8)",0,-0.0900972466922228,0.0397611495507569,,,,,,,,,,,,,,,,
7556.633247,378,selection_info,17693001876622351254,25,"(8, 1, 0, 8, 8)",0,-0.0900972466922228,0.0397611495507569,,,,,,,,,,,,,,,,
7556.633613,378,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",1,-0.0861417624782466,0.0408050037919556,,,,,,,,,,,,,,,,
7556.634016,378,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0888212223429298,0.0400949418873181,,,,,,,,,,,,,,,,
7556.634348,378,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0394218700430219,,,,,,,,,,,,,,,,
7556.634676,378,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0394218700430219,,,,,,,,,,,,,,,,
7556.635048,378,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,-0.0861417624782466,0.0408050037919556,,,,,,,,,,,,,,,,
7556.635436,378,selection_info,9877728866716932389,25,"(8, 1, 0, 8, 8)",0,-0.0900972466922228,0.0397611495507569,,,,,,,,,,,,,,,,
7556.635828,378,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0394248682190635,,,,,,,,,,,,,,,,
7556.636192,378,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0394218700430219,,,,,,,,,,,,,,,,
7556.636498,378,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0888212223429298,0.0400949418873181,,,,,,,,,,,,,,,,
7556.636806,378,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0394248682190635,,,,,,,,,,,,,,,,
7556.637083,378,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0394248682190635,,,,,,,,,,,,,,,,
7556.637336,378,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0898402236155838,0.0398281593980982,,,,,,,,,,,,,,,,
7556.637777,378,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",0,-0.0906761010132555,0.039610645966332,,,,,,,,,,,,,,,,
7556.638197,378,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0394248682190635,,,,,,,,,,,,,,,,
7556.638583,378,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",0,-0.0906761010132555,0.039610645966332,,,,,,,,,,,,,,,,
7565.662945,378,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4534413814544678,22.595454545454547
7565.663553,378,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1844968795776367,12.0
7565.663964,378,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.183647871017456,48.05625
7565.664253,378,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.8488223552703857,12.4875
7565.664595,378,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.8749387264251709,36.24545454545454
7577.819693,378,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0210223197937011,,
7577.820159,378,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0092778205871582,,
7577.820441,378,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0133888721466064,,
7577.820751,378,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0091383457183837,,
7577.821106,378,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0103082656860351,,
7577.821624,378,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0198016166687011,,
7577.822009,378,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0194511413574218,,
7577.822291,378,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0090498924255371,,
7577.822598,378,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0107953548431396,,
7577.823003,378,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0206155776977539,,
7577.823401,378,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0089294910430908,,
7577.82379,378,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081067085266113,,
7577.824284,378,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0307421684265136,,
7577.824624,378,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0181007385253906,,
7577.824952,378,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0080654621124267,,
7577.825257,378,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0114138126373291,,
7577.825594,378,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0228991508483886,,
7577.825996,378,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0221798419952392,,
7577.826292,378,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0130717754364013,,
7577.826557,378,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0344579219818115,,
7577.826928,378,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0087101459503173,,
7577.827352,378,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0193958282470703,,
7577.827688,378,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0083131790161132,,
7577.827994,378,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0149955749511718,,
7577.828299,378,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0095224380493164,,
7577.832719,378,learning_update,13392168843036499530,,,,,,"(8, 5, 0, 8, 8)",-6.246694272127318e-06,0.06,0.25,-0.3100062466942721,,,,,,,,,,,
7577.833451,378,learning_update,1234113313308987156,,,,,,"(8, 5, 0, 8, 8)",-6.246694272127318e-06,0.06,0.25,-0.3100062466942721,,,,,,,,,,,
7577.834131,378,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 8, 8)",-6.246694272127318e-06,0.06,0.25,-0.3100062466942721,,,,,,,,,,,
7577.834883,378,learning_update,10577062229270185434,,,,,,"(7, 0, 2, 8, 8)",-6.246694272127318e-06,0.06,0.25,-0.3100062466942721,,,,,,,,,,,
7577.835606,378,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",-6.246694272127318e-06,0.06,0.25,-0.3100062466942721,,,,,,,,,,,
7577.877377,379,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0398025347529472,,,,,,,,,,,,,,,,
7577.8777,379,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0398025347529472,,,,,,,,,,,,,,,,
7577.87801,379,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",1,-0.0888212223429298,0.040482455633517,,,,,,,,,,,,,,,,
7577.878306,379,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0397994926463266,,,,,,,,,,,,,,,,
7577.878567,379,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.0394364263485654,,,,,,,,,,,,,,,,
7577.878907,379,selection_info,13392168843036499530,25,"(8, 5, 0, 8, 8)",1,-0.0866212043476493,0.041073147823585,,,,,,,,,,,,,,,,
7577.87928,379,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",1,-0.0888212223429298,0.040482455633517,,,,,,,,,,,,,,,,
7577.879521,379,selection_info,1234113313308987156,25,"(8, 5, 0, 8, 8)",1,-0.0866212043476493,0.041073147823585,,,,,,,,,,,,,,,,
7577.879881,379,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0398025347529472,,,,,,,,,,,,,,,,
7577.880445,379,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0398025347529472,,,,,,,,,,,,,,,,
7577.880891,379,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.0394364263485654,,,,,,,,,,,,,,,,
7577.88134,379,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",1,-0.0888212223429298,0.040482455633517,,,,,,,,,,,,,,,,
7577.881741,379,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0397994926463266,,,,,,,,,,,,,,,,
7577.882274,379,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0397994926463266,,,,,,,,,,,,,,,,
7577.882637,379,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.0394364263485654,,,,,,,,,,,,,,,,
7577.883005,379,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0398025347529472,,,,,,,,,,,,,,,,
7577.883459,379,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0398025347529472,,,,,,,,,,,,,,,,
7577.883785,379,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0397994926463266,,,,,,,,,,,,,,,,
7577.884353,379,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0888212223429298,0.040482455633517,,,,,,,,,,,,,,,,
7577.884737,379,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0398025347529472,,,,,,,,,,,,,,,,
7577.885119,379,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0398025347529472,,,,,,,,,,,,,,,,
7577.885436,379,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0898402236155838,0.040211745689538,,,,,,,,,,,,,,,,
7577.885757,379,selection_info,8420893525106420796,25,"(7, 4, 0, 8, 8)",0,-0.0906761010132555,0.0399910368608475,,,,,,,,,,,,,,,,
7577.886198,379,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0398025347529472,,,,,,,,,,,,,,,,
7577.886582,379,selection_info,15492424130391261209,25,"(7, 4, 0, 8, 8)",0,-0.0906761010132555,0.0399910368608475,,,,,,,,,,,,,,,,
7586.908112,379,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.859786748886109,12.50625
7586.908677,379,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1830315589904785,12.225
7586.909037,379,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2391481399536132,22.277272727272727
7586.90934,379,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.5267953872680664,36.02272727272727
7586.909709,379,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.6623091697692871,22.60909090909091
7599.06017,379,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0131525993347167,,
7599.060617,379,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0087654590606689,,
7599.060905,379,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0141968727111816,,
7599.061197,379,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0132036209106445,,
7599.061465,379,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0174825191497802,,
7599.061779,379,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0101971626281738,,
7599.062189,379,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0083281993865966,,
7599.062487,379,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0100259780883789,,
7599.062831,379,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0127308368682861,,
7599.06318,379,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.010028600692749,,
7599.063554,379,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0197529792785644,,
7599.064001,379,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080556869506835,,
7599.064264,379,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0088586807250976,,
7599.064732,379,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0207915306091308,,
7599.065146,379,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0146739482879638,,
7599.065454,379,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0207245349884033,,
7599.065871,379,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0199983119964599,,
7599.066262,379,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0107324123382568,,
7599.066657,379,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0223579406738281,,
7599.067074,379,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0211372375488281,,
7599.067336,379,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0087819099426269,,
7599.067619,379,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0161654949188232,,
7599.067978,379,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.030163288116455,,
7599.068224,379,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0168800354003906,,
7599.068479,379,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0121512413024902,,
7599.073458,379,learning_update,13392168843036499530,,,,,,"(8, 5, 0, 8, 8)",-0.0001746351211923,0.06,0.22,-0.2801746351211923,,,,,,,,,,,
7599.074215,379,learning_update,1234113313308987156,,,,,,"(8, 5, 0, 8, 8)",-0.0001746351211923,0.06,0.22,-0.2801746351211923,,,,,,,,,,,
7599.074868,379,learning_update,16506691070021547649,,,,,,"(8, 1, 2, 8, 8)",-0.0001746351211923,0.06,0.22,-0.2801746351211923,,,,,,,,,,,
7599.075606,379,learning_update,5631037270461107728,,,,,,"(8, 1, 2, 8, 8)",-0.0001746351211923,0.06,0.22,-0.2801746351211923,,,,,,,,,,,
7599.076418,379,learning_update,11806130149938443739,,,,,,"(8, 1, 2, 8, 8)",-0.0001746351211923,0.06,0.22,-0.2801746351211923,,,,,,,,,,,
7599.118295,380,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0400141179672991,,,,,,,,,,,,,,,,
7599.118645,380,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0400141179672991,,,,,,,,,,,,,,,,
7599.119036,380,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0385861409689407,,,,,,,,,,,,,,,,
7599.119341,380,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0400110443218405,,,,,,,,,,,,,,,,
7599.119715,380,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.0396442224623003,,,,,,,,,,,,,,,,
7599.120022,380,selection_info,13392168843036499530,25,"(8, 5, 0, 8, 8)",0,-0.092048739516231,0.0398410331463337,,,,,,,,,,,,,,,,
7599.120315,380,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",1,-0.0891638170683503,0.0406089471439106,,,,,,,,,,,,,,,,
7599.120654,380,selection_info,1234113313308987156,25,"(8, 5, 0, 8, 8)",0,-0.092048739516231,0.0398410331463337,,,,,,,,,,,,,,,,
7599.121011,380,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0400141179672991,,,,,,,,,,,,,,,,
7599.121393,380,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0400141179672991,,,,,,,,,,,,,,,,
7599.121785,380,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.0396442224623003,,,,,,,,,,,,,,,,
7599.122269,380,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",1,-0.0891638170683503,0.0406089471439106,,,,,,,,,,,,,,,,
7599.122654,380,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0400110443218405,,,,,,,,,,,,,,,,
7599.123035,380,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0400110443218405,,,,,,,,,,,,,,,,
7599.123391,380,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.0396442224623003,,,,,,,,,,,,,,,,
7599.12371,380,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0400141179672991,,,,,,,,,,,,,,,,
7599.124095,380,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0400141179672991,,,,,,,,,,,,,,,,
7599.124376,380,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0400110443218405,,,,,,,,,,,,,,,,
7599.12474,380,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0385861409689407,,,,,,,,,,,,,,,,
7599.125075,380,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0400141179672991,,,,,,,,,,,,,,,,
7599.125419,380,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0400141179672991,,,,,,,,,,,,,,,,
7599.125818,380,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",1,-0.0898402236155838,0.0404275820943596,,,,,,,,,,,,,,,,
7599.126249,380,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",1,-0.0869870881801426,0.0411981345036574,,,,,,,,,,,,,,,,
7599.126571,380,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0400141179672991,,,,,,,,,,,,,,,,
7599.127032,380,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",1,-0.0869870881801426,0.0411981345036574,,,,,,,,,,,,,,,,
7608.162156,380,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.2352943420410156,22.045454545454547
7608.162721,380,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,2.014843463897705,36.31818181818182
7608.163174,380,client_fit_metrics,14767769360382008888,,,,,,,,,,,,,,,,,,,,1.3989286422729492,31.2
7608.163544,380,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.8224661350250244,6.24375
7608.163866,380,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.787041425704956,9.14090909090909
7620.296287,380,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0200793743133544,,
7620.296667,380,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0135169029235839,,
7620.296986,380,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0281577110290527,,
7620.297326,380,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0092792510986328,,
7620.297751,380,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0091357231140136,,
7620.29816,380,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0090448856353759,,
7620.29856,380,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0166125297546386,,
7620.298946,380,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0219562053680419,,
7620.299406,380,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0117843151092529,,
7620.299782,380,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0140306949615478,,
7620.300062,380,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0152010917663574,,
7620.300373,380,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0113487243652343,,
7620.300728,380,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0203719139099121,,
7620.30105,380,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0084688663482666,,
7620.301412,380,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0128676891326904,,
7620.301794,380,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0184345245361328,,
7620.302367,380,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0082607269287109,,
7620.302714,380,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0230209827423095,,
7620.303013,380,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0160801410675048,,
7620.303607,380,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0097723007202148,,
7620.303982,380,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0176672935485839,,
7620.304378,380,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0237021446228027,,
7620.304732,380,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082843303680419,,
7620.305019,380,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0267961025238037,,
7620.305421,380,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0085434913635253,,
7620.310391,380,learning_update,8420893525106420796,,,,,,"(7, 3, 0, 8, 8)",-0.0001731062140244,0.02,0.21,-0.2301731062140244,,,,,,,,,,,
7620.311488,380,learning_update,15492424130391261209,,,,,,"(7, 3, 0, 8, 8)",-0.0001731062140244,0.02,0.21,-0.2301731062140244,,,,,,,,,,,
7620.312514,380,learning_update,5631037270461107728,,,,,,"(8, 2, 2, 8, 8)",-0.0001731062140244,0.02,0.21,-0.2301731062140244,,,,,,,,,,,
7620.313527,380,learning_update,11806130149938443739,,,,,,"(8, 2, 2, 8, 8)",-0.0001731062140244,0.02,0.21,-0.2301731062140244,,,,,,,,,,,
7620.314396,380,learning_update,14767769360382008888,,,,,,"(8, 0, 2, 8, 8)",-0.0001731062140244,0.02,0.21,-0.2301731062140244,,,,,,,,,,,
7620.355827,381,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",1,-0.0913936644971026,0.0400593048713231,,,,,,,,,,,,,,,,
7620.356267,381,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",1,-0.0913936644971026,0.0400593048713231,,,,,,,,,,,,,,,,
7620.356576,381,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.038622661856722,,,,,,,,,,,,,,,,
7620.356902,381,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0400562122926796,,,,,,,,,,,,,,,,
7620.35737,381,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.0396871394657191,,,,,,,,,,,,,,,,
7620.357748,381,selection_info,13392168843036499530,25,"(8, 4, 0, 8, 8)",1,-0.0842470463946842,0.0420093227324639,,,,,,,,,,,,,,,,
7620.358213,381,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",1,-0.0889853783400568,0.0407061000495787,,,,,,,,,,,,,,,,
7620.358484,381,selection_info,1234113313308987156,25,"(8, 4, 0, 8, 8)",1,-0.0842470463946842,0.0420093227324639,,,,,,,,,,,,,,,,
7620.358761,381,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0400593048713231,,,,,,,,,,,,,,,,
7620.359163,381,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0400593048713231,,,,,,,,,,,,,,,,
7620.359543,381,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.0396871394657191,,,,,,,,,,,,,,,,
7620.359885,381,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0935851346486429,0.0394796753661399,,,,,,,,,,,,,,,,
7620.36034,381,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0400562122926796,,,,,,,,,,,,,,,,
7620.360685,381,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0400562122926796,,,,,,,,,,,,,,,,
7620.361039,381,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.0396871394657191,,,,,,,,,,,,,,,,
7620.361472,381,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0400593048713231,,,,,,,,,,,,,,,,
7620.361841,381,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0400593048713231,,,,,,,,,,,,,,,,
7620.362238,381,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0400562122926796,,,,,,,,,,,,,,,,
7620.362516,381,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.038622661856722,,,,,,,,,,,,,,,,
7620.362828,381,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0400593048713231,,,,,,,,,,,,,,,,
7620.363157,381,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0400593048713231,,,,,,,,,,,,,,,,
7620.363477,381,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.038622661856722,,,,,,,,,,,,,,,,
7620.363832,381,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0914143613840888,0.0400537910697012,,,,,,,,,,,,,,,,
7620.3643,381,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0913936644971026,0.0400593048713231,,,,,,,,,,,,,,,,
7620.364658,381,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0914143613840888,0.0400537910697012,,,,,,,,,,,,,,,,
7629.386915,381,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1809875965118408,11.6875
7629.387739,381,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3227620124816894,12.39375
7629.388051,381,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.1873576641082764,36.304545454545455
7629.388367,381,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2320616245269775,8.986363636363636
7629.388697,381,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.910269021987915,12.5
7641.522398,381,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0245091915130615,,
7641.522856,381,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0076117515563964,,
7641.523359,381,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0119657516479492,,
7641.523801,381,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0093185901641845,,
7641.52421,381,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0173051357269287,,
7641.524759,381,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0199029445648193,,
7641.525079,381,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0237970352172851,,
7641.525506,381,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0088248252868652,,
7641.525888,381,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.0284638404846191,,
7641.526224,381,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0133650302886962,,
7641.526825,381,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.813655761024182,0.7304526748971193,0.981132075471698,0.6950182260024301,1944,0.0396451950073242,,
7641.527661,381,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0126464366912841,,
7641.528002,381,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0168290138244628,,
7641.528637,381,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8327645051194539,0.7621359223300971,0.991869918699187,0.7176470588235294,206,0.0203680992126464,,
7641.529257,381,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0118370056152343,,
7641.52971,381,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.8070692194403535,0.7200854700854701,0.9750889679715302,0.6884422110552764,468,0.0137150287628173,,
7641.530015,381,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0100867748260498,,
7641.530475,381,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0088443756103515,,
7641.530932,381,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0126900672912597,,
7641.531314,381,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.008315086364746,,
7641.531755,381,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0106358528137207,,
7641.53213,381,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0072836875915527,,
7641.532605,381,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0142309665679931,,
7641.532956,381,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0258581638336181,,
7641.533542,381,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0171418190002441,,
7641.539396,381,learning_update,13392168843036499530,,,,,,"(8, 4, 0, 8, 8)",-0.0001689369630676,0.05,0.16,-0.2101689369630676,,,,,,,,,,,
7641.540402,381,learning_update,1234113313308987156,,,,,,"(8, 4, 0, 8, 8)",-0.0001689369630676,0.05,0.16,-0.2101689369630676,,,,,,,,,,,
7641.541102,381,learning_update,5631037270461107728,,,,,,"(8, 3, 2, 8, 8)",-0.0001689369630676,0.05,0.16,-0.2101689369630676,,,,,,,,,,,
7641.541866,381,learning_update,16206290167654754491,,,,,,"(8, 0, 0, 8, 8)",-0.0001689369630676,0.05,0.16,-0.2101689369630676,,,,,,,,,,,
7641.542695,381,learning_update,13644997368299628738,,,,,,"(8, 0, 0, 8, 8)",-0.0001689369630676,0.05,0.16,-0.2101689369630676,,,,,,,,,,,
7641.586075,382,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",1,-0.0900972466922228,0.0406998003969711,,,,,,,,,,,,,,,,
7641.586658,382,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0900972466922228,0.0406998003969711,,,,,,,,,,,,,,,,
7641.587025,382,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0388944811131593,,,,,,,,,,,,,,,,
7641.587402,382,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.040345508708823,,,,,,,,,,,,,,,,
7641.587772,382,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.039971910997747,,,,,,,,,,,,,,,,
7641.5882,382,selection_info,13392168843036499530,25,"(8, 4, 0, 8, 8)",1,-0.0882799135988329,0.0411972129688737,,,,,,,,,,,,,,,,
7641.588576,382,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0909980823313474,0.0404554683315157,,,,,,,,,,,,,,,,
7641.58893,382,selection_info,1234113313308987156,25,"(8, 4, 0, 8, 8)",1,-0.0882799135988329,0.0411972129688737,,,,,,,,,,,,,,,,
7641.589277,382,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0392901087727867,,,,,,,,,,,,,,,,
7641.589697,382,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0392901087727867,,,,,,,,,,,,,,,,
7641.589999,382,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.039971910997747,,,,,,,,,,,,,,,,
7641.590399,382,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0935851346486429,0.0397619110142982,,,,,,,,,,,,,,,,
7641.590757,382,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.040345508708823,,,,,,,,,,,,,,,,
7641.591143,382,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.040345508708823,,,,,,,,,,,,,,,,
7641.591537,382,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.039971910997747,,,,,,,,,,,,,,,,
7641.591967,382,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0392901087727867,,,,,,,,,,,,,,,,
7641.592405,382,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0392901087727867,,,,,,,,,,,,,,,,
7641.592939,382,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.040345508708823,,,,,,,,,,,,,,,,
7641.593539,382,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0388944811131593,,,,,,,,,,,,,,,,
7641.594012,382,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0392901087727867,,,,,,,,,,,,,,,,
7641.594426,382,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0392901087727867,,,,,,,,,,,,,,,,
7641.594767,382,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0388944811131593,,,,,,,,,,,,,,,,
7641.595043,382,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0872265177712989,0.0414883106724887,,,,,,,,,,,,,,,,
7641.595363,382,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0392901087727867,,,,,,,,,,,,,,,,
7641.59567,382,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0872265177712989,0.0414883106724887,,,,,,,,,,,,,,,,
7650.626116,382,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6356613636016846,9.104545454545455
7650.626751,382,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3359034061431885,12.5125
7650.62721,382,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.7857613563537598,6.26875
7650.627722,382,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1779928207397461,12.9625
7650.628031,382,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.858732223510742,12.50625
7662.786583,382,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0234441757202148,,
7662.787025,382,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0071384906768798,,
7662.787424,382,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0107526779174804,,
7662.787788,382,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0173330307006835,,
7662.788085,382,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0192396640777587,,
7662.788529,382,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0135767459869384,,
7662.78883,382,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0140430927276611,,
7662.789165,382,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0110840797424316,,
7662.789746,382,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0091044902801513,,
7662.790057,382,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0339987277984619,,
7662.790366,382,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0069468021392822,,
7662.790762,382,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0137391090393066,,
7662.791108,382,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0123741626739501,,
7662.791642,382,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0076878070831298,,
7662.792089,382,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0149087905883789,,
7662.792833,382,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0128171443939208,,
7662.793157,382,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0080077648162841,,
7662.793606,382,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0100533962249755,,
7662.793887,382,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0146088600158691,,
7662.794148,382,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0109009742736816,,
7662.794432,382,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0084695816040039,,
7662.794769,382,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0152442455291748,,
7662.795058,382,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0134518146514892,,
7662.795411,382,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0173327922821044,,
7662.795769,382,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0100886821746826,,
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7662.801756,382,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",0.0002583769486765,0.04,0.09,-0.1297416230513234,,,,,,,,,,,
7662.802562,382,learning_update,13392168843036499530,,,,,,"(8, 4, 0, 8, 8)",0.0002583769486765,0.04,0.09,-0.1297416230513234,,,,,,,,,,,
7662.803349,382,learning_update,1234113313308987156,,,,,,"(8, 4, 0, 8, 8)",0.0002583769486765,0.04,0.09,-0.1297416230513234,,,,,,,,,,,
7662.804131,382,learning_update,16206290167654754491,,,,,,"(8, 1, 0, 8, 8)",0.0002583769486765,0.04,0.09,-0.1297416230513234,,,,,,,,,,,
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7662.848215,383,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.091304275565037,0.0404441102122555,,,,,,,,,,,,,,,,
7662.848681,383,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0389559210889013,,,,,,,,,,,,,,,,
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7662.849713,383,selection_info,13392168843036499530,25,"(8, 4, 0, 8, 8)",1,-0.0906969770963448,0.0406094472178404,,,,,,,,,,,,,,,,
7662.85003,383,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0909980823313474,0.040527387008584,,,,,,,,,,,,,,,,
7662.850447,383,selection_info,1234113313308987156,25,"(8, 4, 0, 8, 8)",1,-0.0906969770963448,0.0406094472178404,,,,,,,,,,,,,,,,
7662.850774,383,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393541750545202,,,,,,,,,,,,,,,,
7662.851236,383,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393541750545202,,,,,,,,,,,,,,,,
7662.851717,383,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.0400405504827844,,,,,,,,,,,,,,,,
7662.852062,383,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0935851346486429,0.0398291356031446,,,,,,,,,,,,,,,,
7662.852489,383,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.04041667912521,,,,,,,,,,,,,,,,
7662.852841,383,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.04041667912521,,,,,,,,,,,,,,,,
7662.853205,383,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",0,-0.0927970766460632,0.0400405504827844,,,,,,,,,,,,,,,,
7662.853576,383,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393541750545202,,,,,,,,,,,,,,,,
7662.85395,383,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393541750545202,,,,,,,,,,,,,,,,
7662.854307,383,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.04041667912521,,,,,,,,,,,,,,,,
7662.854615,383,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0921155175958256,0.0402242992910216,,,,,,,,,,,,,,,,
7662.854925,383,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393541750545202,,,,,,,,,,,,,,,,
7662.85516,383,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393541750545202,,,,,,,,,,,,,,,,
7662.855588,383,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0389559210889013,,,,,,,,,,,,,,,,
7662.855923,383,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.08964568700707,0.040897260292252,,,,,,,,,,,,,,,,
7662.856202,383,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393541750545202,,,,,,,,,,,,,,,,
7662.856649,383,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.08964568700707,0.040897260292252,,,,,,,,,,,,,,,,
7671.892827,383,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3117761611938476,12.475
7671.893356,383,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1848366260528564,11.95625
7671.894207,383,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.948223829269409,12.49375
7671.894706,383,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.7974553108215332,6.2625
7671.895707,383,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6009767055511475,9.086363636363636
7684.031928,383,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0124297142028808,,
7684.032441,383,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0067420005798339,,
7684.03281,383,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8327645051194539,0.7621359223300971,0.991869918699187,0.7176470588235294,206,0.0121057033538818,,
7684.033152,383,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0144987106323242,,
7684.03367,383,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0317964553833007,,
7684.034064,383,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.018315315246582,,
7684.034495,383,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0195658206939697,,
7684.034922,383,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0124769210815429,,
7684.035299,383,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0094871520996093,,
7684.035781,383,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080504417419433,,
7684.036084,383,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0133535861968994,,
7684.036358,383,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.030191421508789,,
7684.036774,383,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.010547399520874,,
7684.037163,383,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0096087455749511,,
7684.037607,383,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0146036148071289,,
7684.037965,383,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0215961933135986,,
7684.038241,383,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0125067234039306,,
7684.038577,383,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0235850811004638,,
7684.038901,383,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0075981616973876,,
7684.039242,383,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0267550945281982,,
7684.039719,383,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0146560668945312,,
7684.04005,383,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0082485675811767,,
7684.040821,383,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0216255187988281,,
7684.041673,383,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.009261131286621,,
7684.042029,383,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0105843544006347,,
7684.046389,383,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",-0.0001715891296611,0.04,0.09,-0.1301715891296611,,,,,,,,,,,
7684.047047,383,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",-0.0001715891296611,0.04,0.09,-0.1301715891296611,,,,,,,,,,,
7684.047704,383,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",-0.0001715891296611,0.04,0.09,-0.1301715891296611,,,,,,,,,,,
7684.048447,383,learning_update,13392168843036499530,,,,,,"(8, 4, 0, 8, 8)",-0.0001715891296611,0.04,0.09,-0.1301715891296611,,,,,,,,,,,
7684.04906,383,learning_update,1234113313308987156,,,,,,"(8, 4, 0, 8, 8)",-0.0001715891296611,0.04,0.09,-0.1301715891296611,,,,,,,,,,,
7684.092157,384,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.0846113257580978,0.0424325379360432,,,,,,,,,,,,,,,,
7684.092712,384,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",1,-0.091304275565037,0.04055778332421,,,,,,,,,,,,,,,,
7684.093001,384,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0390580525483571,,,,,,,,,,,,,,,,
7684.093277,384,selection_info,4354536512509177290,25,"(8, 0, 1, 8, 8)",1,-0.0914052726071891,0.0405301369547128,,,,,,,,,,,,,,,,
7684.093721,384,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0394859171301486,,,,,,,,,,,,,,,,
7684.09403,384,selection_info,13392168843036499530,25,"(8, 4, 0, 8, 8)",0,-0.0931178039058311,0.0400642166857583,,,,,,,,,,,,,,,,
7684.094366,384,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",1,-0.0909980823313474,0.0406417142637723,,,,,,,,,,,,,,,,
7684.09476,384,selection_info,1234113313308987156,25,"(8, 4, 0, 8, 8)",0,-0.0931178039058311,0.0400642166857583,,,,,,,,,,,,,,,,
7684.095092,384,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394593674064496,,,,,,,,,,,,,,,,
7684.095446,384,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394593674064496,,,,,,,,,,,,,,,,
7684.095904,384,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0394859171301486,,,,,,,,,,,,,,,,
7684.096254,384,selection_info,11806130149938443739,25,"(8, 2, 2, 8, 8)",0,-0.0935851346486429,0.0399380050639935,,,,,,,,,,,,,,,,
7684.096665,384,selection_info,15368353039753191835,25,"(8, 0, 1, 8, 8)",1,-0.0914052726071891,0.0405301369547128,,,,,,,,,,,,,,,,
7684.097075,384,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0405301369547128,,,,,,,,,,,,,,,,
7684.097489,384,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0394859171301486,,,,,,,,,,,,,,,,
7684.097935,384,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394593674064496,,,,,,,,,,,,,,,,
7684.098274,384,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394593674064496,,,,,,,,,,,,,,,,
7684.098646,384,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0914052726071891,0.0405301369547128,,,,,,,,,,,,,,,,
7684.099088,384,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0921155175958256,0.0403362499536281,,,,,,,,,,,,,,,,
7684.099522,384,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394593674064496,,,,,,,,,,,,,,,,
7684.099804,384,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394593674064496,,,,,,,,,,,,,,,,
7684.100163,384,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0390580525483571,,,,,,,,,,,,,,,,
7684.100597,384,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0914143613840888,0.0405276499678385,,,,,,,,,,,,,,,,
7684.10092,384,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394593674064496,,,,,,,,,,,,,,,,
7684.101256,384,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0914143613840888,0.0405276499678385,,,,,,,,,,,,,,,,
7690.134215,384,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2123084068298339,8.55909090909091
7690.134893,384,client_fit_metrics,5631037270461107728,,,,,,,,,,,,,,,,,,,,1.5723693370819092,36.31818181818182
7690.135233,384,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2781698703765869,24.68125
7690.135703,384,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2441787719726562,18.7375
7690.136259,384,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3171849250793457,12.41875
7702.291325,384,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.009833812713623,,
7702.291825,384,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8062992125984252,0.7210884353741497,0.9696969696969696,0.6900269541778976,441,0.0214042663574218,,
7702.292151,384,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.018256664276123,,
7702.292503,384,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0117597579956054,,
7702.292884,384,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0205798149108886,,
7702.293285,384,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0132784843444824,,
7702.293665,384,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0164313316345214,,
7702.293967,384,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0124456882476806,,
7702.294273,384,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0148200988769531,,
7702.29467,384,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0079669952392578,,
7702.295049,384,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0083980560302734,,
7702.295893,384,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078692436218261,,
7702.296462,384,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0068848133087158,,
7702.297306,384,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0208470821380615,,
7702.297788,384,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.013575792312622,,
7702.298349,384,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0137555599212646,,
7702.29882,384,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.012061595916748,,
7702.299167,384,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0254724025726318,,
7702.299537,384,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0130252838134765,,
7702.3015,384,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0128228664398193,,
7702.301987,384,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0069785118103027,,
7702.302539,384,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0168051719665527,,
7702.303075,384,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8160377358490566,0.7391304347826086,0.9664804469273744,0.7061224489795919,299,0.0262205600738525,,
7702.303377,384,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0296437740325927,,
7702.3038,384,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0110461711883544,,
7702.315545,384,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",-0.0007066480908876,0.02,0.19,-0.2107066480908876,,,,,,,,,,,
7702.317866,384,learning_update,5631037270461107728,,,,,,"(8, 3, 2, 8, 8)",-0.0007066480908876,0.02,0.19,-0.2107066480908876,,,,,,,,,,,
7702.318963,384,learning_update,13644997368299628738,,,,,,"(8, 1, 0, 8, 8)",-0.0007066480908876,0.02,0.19,-0.2107066480908876,,,,,,,,,,,
7702.320959,384,learning_update,4354536512509177290,,,,,,"(8, 0, 1, 8, 8)",-0.0007066480908876,0.02,0.19,-0.2107066480908876,,,,,,,,,,,
7702.323065,384,learning_update,15368353039753191835,,,,,,"(8, 0, 1, 8, 8)",-0.0007066480908876,0.02,0.19,-0.2107066480908876,,,,,,,,,,,
7702.368355,385,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",0,-0.0931178039058311,0.0400339591637439,,,,,,,,,,,,,,,,
7702.368736,385,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",1,-0.09122757983767,0.0405507444745156,,,,,,,,,,,,,,,,
7702.369051,385,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0921155175958256,0.0403071575950382,,,,,,,,,,,,,,,,
7702.369404,385,selection_info,4354536512509177290,25,"(8, 1, 1, 8, 8)",1,-0.0880648212371575,0.0414304019077754,,,,,,,,,,,,,,,,
7702.369764,385,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0394532137054121,,,,,,,,,,,,,,,,
7702.370194,385,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",1,-0.0867103392165782,0.0418129357698726,,,,,,,,,,,,,,,,
7702.370614,385,selection_info,5631037270461107728,25,"(8, 3, 2, 8, 8)",0,-0.0930141507299249,0.0400621263911336,,,,,,,,,,,,,,,,
7702.371035,385,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",1,-0.0867103392165782,0.0418129357698726,,,,,,,,,,,,,,,,
7702.371551,385,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394265527117508,,,,,,,,,,,,,,,,
7702.372149,385,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394265527117508,,,,,,,,,,,,,,,,
7702.372647,385,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0394532137054121,,,,,,,,,,,,,,,,
7702.37302,385,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0390235669559945,,,,,,,,,,,,,,,,
7702.37336,385,selection_info,15368353039753191835,25,"(8, 1, 1, 8, 8)",1,-0.0880648212371575,0.0414304019077754,,,,,,,,,,,,,,,,
7702.373873,385,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0953566109276722,0.0394303847475817,,,,,,,,,,,,,,,,
7702.37421,385,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0394532137054121,,,,,,,,,,,,,,,,
7702.374477,385,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394265527117508,,,,,,,,,,,,,,,,
7702.374884,385,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394265527117508,,,,,,,,,,,,,,,,
7702.375199,385,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0953566109276722,0.0394303847475817,,,,,,,,,,,,,,,,
7702.375636,385,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0921155175958256,0.0403071575950382,,,,,,,,,,,,,,,,
7702.375951,385,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394265527117508,,,,,,,,,,,,,,,,
7702.376358,385,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394265527117508,,,,,,,,,,,,,,,,
7702.376806,385,selection_info,14767769360382008888,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0390235669559945,,,,,,,,,,,,,,,,
7702.377192,385,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0914143613840888,0.0404993829597947,,,,,,,,,,,,,,,,
7702.377603,385,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394265527117508,,,,,,,,,,,,,,,,
7702.377921,385,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0914143613840888,0.0404993829597947,,,,,,,,,,,,,,,,
7711.398395,385,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.213221788406372,8.927272727272728
7711.398999,385,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2459454536437988,18.53125
7711.399317,385,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.3066983222961426,24.91875
7711.399723,385,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,4.059488773345947,12.4875
7711.400162,385,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1863365173339843,11.65
7723.552408,385,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0089330673217773,,
7723.552995,385,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0133817195892333,,
7723.553398,385,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.012042760848999,,
7723.553897,385,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0132758617401123,,
7723.554178,385,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0126245021820068,,
7723.554631,385,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0168313980102539,,
7723.555099,385,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0076422691345214,,
7723.555526,385,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0091140270233154,,
7723.555957,385,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0131821632385253,,
7723.556346,385,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0098717212677001,,
7723.556783,385,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0084810256958007,,
7723.557222,385,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.0290076732635498,,
7723.557689,385,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0089454650878906,,
7723.55809,385,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0079100131988525,,
7723.558493,385,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0240969657897949,,
7723.55885,385,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0343303680419921,,
7723.55924,385,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0372695922851562,,
7723.559717,385,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.022092580795288,,
7723.560005,385,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0201573371887207,,
7723.560355,385,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0153543949127197,,
7723.560715,385,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0286195278167724,,
7723.561011,385,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0071914196014404,,
7723.561414,385,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0159764289855957,,
7723.561776,385,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0074944496154785,,
7723.562052,385,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0238716602325439,,
7723.567346,385,learning_update,13392168843036499530,,,,,,"(8, 3, 0, 8, 8)",0.0003947249558683,0.02,0.13,-0.1496052750441316,,,,,,,,,,,
7723.568346,385,learning_update,1234113313308987156,,,,,,"(8, 3, 0, 8, 8)",0.0003947249558683,0.02,0.13,-0.1496052750441316,,,,,,,,,,,
7723.569172,385,learning_update,4354536512509177290,,,,,,"(8, 1, 1, 8, 8)",0.0003947249558683,0.02,0.13,-0.1496052750441316,,,,,,,,,,,
7723.570091,385,learning_update,15368353039753191835,,,,,,"(8, 1, 1, 8, 8)",0.0003947249558683,0.02,0.13,-0.1496052750441316,,,,,,,,,,,
7723.570986,385,learning_update,13644997368299628738,,,,,,"(8, 2, 0, 8, 8)",0.0003947249558683,0.02,0.13,-0.1496052750441316,,,,,,,,,,,
7723.61691,386,selection_info,16206290167654754491,25,"(8, 4, 0, 8, 8)",0,-0.0931178039058311,0.0399643538220818,,,,,,,,,,,,,,,,
7723.617365,386,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",1,-0.0896296883074999,0.0409264010593388,,,,,,,,,,,,,,,,
7723.617717,386,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0921155175958256,0.0402384524040737,,,,,,,,,,,,,,,,
7723.618015,386,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",1,-0.0831504676173435,0.0427753015245111,,,,,,,,,,,,,,,,
7723.618338,386,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0393817261952959,,,,,,,,,,,,,,,,
7723.618697,386,selection_info,13392168843036499530,25,"(8, 4, 0, 8, 8)",0,-0.0931178039058311,0.0399643538220818,,,,,,,,,,,,,,,,
7723.619187,386,selection_info,5631037270461107728,25,"(8, 2, 2, 8, 8)",0,-0.0935851346486429,0.0398371903445558,,,,,,,,,,,,,,,,
7723.619686,386,selection_info,1234113313308987156,25,"(8, 4, 0, 8, 8)",0,-0.0931178039058311,0.0399643538220818,,,,,,,,,,,,,,,,
7723.62009,386,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393549798244459,,,,,,,,,,,,,,,,
7723.62054,386,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393549798244459,,,,,,,,,,,,,,,,
7723.621038,386,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0393817261952959,,,,,,,,,,,,,,,,
7723.621412,386,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0921155175958256,0.0402384524040737,,,,,,,,,,,,,,,,
7723.621938,386,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",1,-0.0831504676173435,0.0427753015245111,,,,,,,,,,,,,,,,
7723.622387,386,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0953566109276722,0.0393588241261129,,,,,,,,,,,,,,,,
7723.622919,386,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0393817261952959,,,,,,,,,,,,,,,,
7723.623229,386,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393549798244459,,,,,,,,,,,,,,,,
7723.623598,386,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393549798244459,,,,,,,,,,,,,,,,
7723.623924,386,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0953566109276722,0.0393588241261129,,,,,,,,,,,,,,,,
7723.624215,386,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0921155175958256,0.0402384524040737,,,,,,,,,,,,,,,,
7723.624613,386,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393549798244459,,,,,,,,,,,,,,,,
7723.624932,386,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393549798244459,,,,,,,,,,,,,,,,
7723.625275,386,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0921155175958256,0.0402384524040737,,,,,,,,,,,,,,,,
7723.625731,386,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0920893836716986,0.0402456244276535,,,,,,,,,,,,,,,,
7723.626105,386,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393549798244459,,,,,,,,,,,,,,,,
7723.626545,386,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0920893836716986,0.0402456244276535,,,,,,,,,,,,,,,,
7729.659529,386,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2904541492462158,24.725
7729.660105,386,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.204014778137207,8.386363636363637
7729.660397,386,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.6710131168365479,9.095454545454546
7729.660634,386,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.8040523529052732,6.2375
7729.661038,386,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2632899284362793,18.5125
7741.823268,386,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0162839889526367,,
7741.823679,386,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0135877132415771,,
7741.824327,386,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0080471038818359,,
7741.824742,386,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0098738670349121,,
7741.825243,386,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0116479396820068,,
7741.825658,386,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0102889537811279,,
7741.826095,386,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0243403911590576,,
7741.826437,386,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0101726055145263,,
7741.826706,386,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0101184844970703,,
7741.827119,386,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0304234027862548,,
7741.827596,386,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0242624282836914,,
7741.828038,386,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.0197398662567138,,
7741.828473,386,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0244483947753906,,
7741.829189,386,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0239765644073486,,
7741.829749,386,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0120174884796142,,
7741.830445,386,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0166802406311035,,
7741.830874,386,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8327645051194539,0.7621359223300971,0.991869918699187,0.7176470588235294,206,0.0167193412780761,,
7741.831442,386,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.009092092514038,,
7741.832127,386,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.021108865737915,,
7741.832468,386,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0086481571197509,,
7741.833119,386,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0150489807128906,,
7741.833492,386,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0078983306884765,,
7741.83391,386,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0098712444305419,,
7741.834323,386,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0126471519470214,,
7741.834624,386,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8205128205128205,0.7535211267605634,0.9411764705882352,0.7272727272727273,142,0.0113680362701416,,
7741.839413,386,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",1.847226191009632e-06,0.01,0.12,-0.129998152773809,,,,,,,,,,,
7741.840268,386,learning_update,15368353039753191835,,,,,,"(8, 2, 1, 8, 8)",1.847226191009632e-06,0.01,0.12,-0.129998152773809,,,,,,,,,,,
7741.84095,386,learning_update,13644997368299628738,,,,,,"(8, 3, 0, 8, 8)",1.847226191009632e-06,0.01,0.12,-0.129998152773809,,,,,,,,,,,
7741.842071,386,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",1.847226191009632e-06,0.01,0.12,-0.129998152773809,,,,,,,,,,,
7741.842947,386,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",1.847226191009632e-06,0.01,0.12,-0.129998152773809,,,,,,,,,,,
7741.887398,387,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",1,-0.0908400401469305,0.0406078121653917,,,,,,,,,,,,,,,,
7741.887814,387,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",1,-0.0908400401469305,0.0406078121653917,,,,,,,,,,,,,,,,
7741.888186,387,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0921155175958256,0.0402543690779445,,,,,,,,,,,,,,,,
7741.888517,387,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",1,-0.0855527682405961,0.0421063510774698,,,,,,,,,,,,,,,,
7741.888831,387,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0393930435614645,,,,,,,,,,,,,,,,
7741.889262,387,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",1,-0.0908400401469305,0.0406078121653917,,,,,,,,,,,,,,,,
7741.889693,387,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0389597536491674,,,,,,,,,,,,,,,,
7741.890118,387,selection_info,1234113313308987156,25,"(8, 3, 0, 8, 8)",0,-0.0908400401469305,0.0406078121653917,,,,,,,,,,,,,,,,
7741.890365,387,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393661551086639,,,,,,,,,,,,,,,,
7741.890666,387,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393661551086639,,,,,,,,,,,,,,,,
7741.891021,387,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0393930435614645,,,,,,,,,,,,,,,,
7741.891548,387,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0921155175958256,0.0402543690779445,,,,,,,,,,,,,,,,
7741.892002,387,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",1,-0.0855527682405961,0.0421063510774698,,,,,,,,,,,,,,,,
7741.89241,387,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0953566109276722,0.0393700198263635,,,,,,,,,,,,,,,,
7741.892745,387,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0393930435614645,,,,,,,,,,,,,,,,
7741.893231,387,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393661551086639,,,,,,,,,,,,,,,,
7741.893565,387,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393661551086639,,,,,,,,,,,,,,,,
7741.893907,387,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0953566109276722,0.0393700198263635,,,,,,,,,,,,,,,,
7741.894305,387,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0921155175958256,0.0402543690779445,,,,,,,,,,,,,,,,
7741.894683,387,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393661551086639,,,,,,,,,,,,,,,,
7741.895196,387,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393661551086639,,,,,,,,,,,,,,,,
7741.895595,387,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0921155175958256,0.0402543690779445,,,,,,,,,,,,,,,,
7741.895912,387,selection_info,8420893525106420796,25,"(7, 3, 0, 8, 8)",0,-0.0914143613840888,0.0404482815623896,,,,,,,,,,,,,,,,
7741.896315,387,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0393661551086639,,,,,,,,,,,,,,,,
7741.896621,387,selection_info,15492424130391261209,25,"(7, 3, 0, 8, 8)",0,-0.0914143613840888,0.0404482815623896,,,,,,,,,,,,,,,,
7750.930101,387,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2087903022766113,9.268181818181818
7750.930487,387,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3113906383514404,12.46875
7750.930776,387,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,4.069900751113892,12.5
7750.931172,387,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.286586046218872,18.48125
7750.93159,387,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2880969047546386,24.675
7763.074861,387,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0133471488952636,,
7763.075369,387,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0073204040527343,,
7763.075759,387,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.01151704788208,,
7763.076139,387,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0119507312774658,,
7763.076506,387,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0161099433898925,,
7763.07692,387,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0162818431854248,,
7763.077371,387,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0222902297973632,,
7763.077736,387,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0086874961853027,,
7763.078053,387,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0108921527862548,,
7763.078401,387,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0251035690307617,,
7763.078757,387,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0119175910949707,,
7763.079052,387,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078089237213134,,
7763.079426,387,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0096919536590576,,
7763.079817,387,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0083293914794921,,
7763.080218,387,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.009012222290039,,
7763.080592,387,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0281293392181396,,
7763.08087,387,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0459940433502197,,
7763.081257,387,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0190722942352294,,
7763.081565,387,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0100243091583251,,
7763.081899,387,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0100879669189453,,
7763.082284,387,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.0294694900512695,,
7763.082636,387,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8327645051194539,0.7621359223300971,0.991869918699187,0.7176470588235294,206,0.0168483257293701,,
7763.082908,387,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0070693492889404,,
7763.083271,387,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0372886657714843,,
7763.083813,387,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0097229480743408,,
7763.088976,387,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",0.0002657382242478,0.05,0.13,-0.1797342617757521,,,,,,,,,,,
7763.089806,387,learning_update,15368353039753191835,,,,,,"(8, 3, 1, 8, 8)",0.0002657382242478,0.05,0.13,-0.1797342617757521,,,,,,,,,,,
7763.090424,387,learning_update,16206290167654754491,,,,,,"(8, 3, 0, 8, 8)",0.0002657382242478,0.05,0.13,-0.1797342617757521,,,,,,,,,,,
7763.091172,387,learning_update,13644997368299628738,,,,,,"(8, 3, 0, 8, 8)",0.0002657382242478,0.05,0.13,-0.1797342617757521,,,,,,,,,,,
7763.091845,387,learning_update,13392168843036499530,,,,,,"(8, 3, 0, 8, 8)",0.0002657382242478,0.05,0.13,-0.1797342617757521,,,,,,,,,,,
7763.134212,388,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.095959566287813,0.0393730673461796,,,,,,,,,,,,,,,,
7763.134655,388,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",0,-0.0931178039058311,0.0401513825116469,,,,,,,,,,,,,,,,
7763.135042,388,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",1,-0.0921155175958256,0.0404295480196489,,,,,,,,,,,,,,,,
7763.135701,388,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",1,-0.0832790993924826,0.0429668395582153,,,,,,,,,,,,,,,,
7763.136239,388,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0395601741888253,,,,,,,,,,,,,,,,
7763.136554,388,selection_info,13392168843036499530,25,"(8, 3, 0, 8, 8)",0,-0.095959566287813,0.0393730673461796,,,,,,,,,,,,,,,,
7763.136893,388,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0391228715530984,,,,,,,,,,,,,,,,
7763.137318,388,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",0,-0.0926180239845021,0.0402898468709241,,,,,,,,,,,,,,,,
7763.137734,388,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0395330360142907,,,,,,,,,,,,,,,,
7763.138217,388,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0395330360142907,,,,,,,,,,,,,,,,
7763.138581,388,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0395601741888253,,,,,,,,,,,,,,,,
7763.138905,388,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",1,-0.0921155175958256,0.0404295480196489,,,,,,,,,,,,,,,,
7763.139245,388,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",1,-0.0832790993924826,0.0429668395582153,,,,,,,,,,,,,,,,
7763.139739,388,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0953566109276722,0.0395369366191398,,,,,,,,,,,,,,,,
7763.140228,388,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0395601741888253,,,,,,,,,,,,,,,,
7763.140543,388,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0395330360142907,,,,,,,,,,,,,,,,
7763.14085,388,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0395330360142907,,,,,,,,,,,,,,,,
7763.141201,388,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0953566109276722,0.0395369366191398,,,,,,,,,,,,,,,,
7763.141503,388,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",1,-0.0921155175958256,0.0404295480196489,,,,,,,,,,,,,,,,
7763.141829,388,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0395330360142907,,,,,,,,,,,,,,,,
7763.142218,388,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0395330360142907,,,,,,,,,,,,,,,,
7763.1426,388,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0921155175958256,0.0404295480196489,,,,,,,,,,,,,,,,
7763.142898,388,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0944809993892196,0.0397761226360769,,,,,,,,,,,,,,,,
7763.143267,388,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0395330360142907,,,,,,,,,,,,,,,,
7763.143601,388,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0944809993892196,0.0397761226360769,,,,,,,,,,,,,,,,
7769.171951,388,client_fit_metrics,17833758267265781484,,,,,,,,,,,,,,,,,,,,0.1793463230133056,29.625
7769.172536,388,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.3132946491241455,24.78125
7769.172896,388,client_fit_metrics,11806130149938443739,,,,,,,,,,,,,,,,,,,,0.1952908039093017,22.036363636363635
7769.173243,388,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.266035795211792,18.51875
7769.173578,388,client_fit_metrics,16506691070021547649,,,,,,,,,,,,,,,,,,,,0.717756986618042,22.75
7781.297682,388,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0308127403259277,,
7781.298369,388,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0083272457122802,,
7781.298699,388,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0164780616760253,,
7781.299069,388,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0079846382141113,,
7781.299463,388,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0106475353240966,,
7781.299764,388,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0194196701049804,,
7781.300148,388,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0137572288513183,,
7781.30048,388,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0136563777923583,,
7781.300749,388,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0094926357269287,,
7781.301144,388,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0160841941833496,,
7781.301483,388,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0098214149475097,,
7781.301738,388,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0132930278778076,,
7781.302115,388,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0103645324707031,,
7781.30237,388,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0078492164611816,,
7781.302629,388,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.0279047489166259,,
7781.302841,388,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0122420787811279,,
7781.303202,388,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.010256290435791,,
7781.303505,388,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0141310691833496,,
7781.303775,388,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0081872940063476,,
7781.304136,388,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0121724605560302,,
7781.304489,388,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0072705745697021,,
7781.304802,388,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0133018493652343,,
7781.305118,388,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0095031261444091,,
7781.305408,388,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0189161300659179,,
7781.30567,388,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0246036052703857,,
7781.309589,388,learning_update,4354536512509177290,,,,,,"(8, 4, 1, 8, 8)",-0.0001748408966185,0.04,0.22,-0.2601748408966186,,,,,,,,,,,
7781.31039,388,learning_update,15368353039753191835,,,,,,"(8, 4, 1, 8, 8)",-0.0001748408966185,0.04,0.22,-0.2601748408966186,,,,,,,,,,,
7781.311187,388,learning_update,16506691070021547649,,,,,,"(8, 0, 2, 8, 8)",-0.0001748408966185,0.04,0.22,-0.2601748408966186,,,,,,,,,,,
7781.311898,388,learning_update,11806130149938443739,,,,,,"(8, 0, 2, 8, 8)",-0.0001748408966185,0.04,0.22,-0.2601748408966186,,,,,,,,,,,
7781.312609,388,learning_update,17833758267265781484,,,,,,"(8, 0, 2, 8, 8)",-0.0001748408966185,0.04,0.22,-0.2601748408966186,,,,,,,,,,,
7781.354838,389,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",1,-0.0926180239845021,0.0402407745999486,,,,,,,,,,,,,,,,
7781.355256,389,selection_info,13644997368299628738,25,"(8, 4, 0, 8, 8)",0,-0.0931178039058311,0.0401017851406613,,,,,,,,,,,,,,,,
7781.355542,389,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0390694497013894,,,,,,,,,,,,,,,,
7781.355808,389,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.0830846084403551,0.0429862209880167,,,,,,,,,,,,,,,,
7781.356072,389,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.039508361970798,,,,,,,,,,,,,,,,
7781.356433,389,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",0,-0.0926180239845021,0.0402407745999486,,,,,,,,,,,,,,,,
7781.356709,389,selection_info,5631037270461107728,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0390694497013894,,,,,,,,,,,,,,,,
7781.357068,389,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",0,-0.0933193475088345,0.0400458715211583,,,,,,,,,,,,,,,,
7781.357406,389,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394811231930818,,,,,,,,,,,,,,,,
7781.357685,389,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394811231930818,,,,,,,,,,,,,,,,
7781.358045,389,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.039508361970798,,,,,,,,,,,,,,,,
7781.358472,389,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0390694497013894,,,,,,,,,,,,,,,,
7781.358732,389,selection_info,15368353039753191835,25,"(8, 5, 1, 8, 8)",1,-0.0830846084403551,0.0429862209880167,,,,,,,,,,,,,,,,
7781.359193,389,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0953566109276722,0.0394850382519754,,,,,,,,,,,,,,,,
7781.359524,389,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.039508361970798,,,,,,,,,,,,,,,,
7781.360127,389,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394811231930818,,,,,,,,,,,,,,,,
7781.360516,389,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394811231930818,,,,,,,,,,,,,,,,
7781.360762,389,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0953566109276722,0.0394850382519754,,,,,,,,,,,,,,,,
7781.361225,389,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0390694497013894,,,,,,,,,,,,,,,,
7781.361571,389,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394811231930818,,,,,,,,,,,,,,,,
7781.361858,389,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394811231930818,,,,,,,,,,,,,,,,
7781.362176,389,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0383162715096393,,,,,,,,,,,,,,,,
7781.362491,389,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0848276474617478,0.0424706285395672,,,,,,,,,,,,,,,,
7781.362903,389,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0394811231930818,,,,,,,,,,,,,,,,
7781.36331,389,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0848276474617478,0.0424706285395672,,,,,,,,,,,,,,,,
7790.393293,389,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3086714744567871,12.61875
7790.393837,389,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5868391990661621,9.068181818181818
7790.394144,389,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2802128791809082,24.78125
7790.394461,389,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.815187692642212,6.2375
7790.394849,389,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2666730880737304,18.825
7802.56784,389,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0102393627166748,,
7802.568262,389,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0161175727844238,,
7802.568574,389,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0125858783721923,,
7802.568973,389,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0124881267547607,,
7802.569359,389,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0116186141967773,,
7802.569654,389,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0079948902130126,,
7802.570006,389,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0161268711090087,,
7802.570314,389,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0211410522460937,,
7802.570645,389,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0207366943359375,,
7802.571008,389,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0076873302459716,,
7802.571302,389,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0218162536621093,,
7802.571638,389,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.013258934020996,,
7802.572004,389,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0256698131561279,,
7802.572355,389,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0359914302825927,,
7802.57272,389,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0081763267517089,,
7802.573169,389,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0077791213989257,,
7802.573517,389,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0093905925750732,,
7802.573972,389,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8153980752405949,0.7345911949685534,0.9769392033542976,0.6996996996996997,795,0.0193517208099365,,
7802.574295,389,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0072338581085205,,
7802.574617,389,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.0227060317993164,,
7802.575051,389,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8087431693989071,0.7254901960784313,0.9673202614379084,0.6948356807511737,255,0.0131793022155761,,
7802.575392,389,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0110425949096679,,
7802.575821,389,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0114469528198242,,
7802.576205,389,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0272860527038574,,
7802.576484,389,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0092442035675048,,
7802.581305,389,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",-0.0001739972598584,0.06,0.12,-0.1801739972598584,,,,,,,,,,,
7802.58222,389,learning_update,15368353039753191835,,,,,,"(8, 5, 1, 8, 8)",-0.0001739972598584,0.06,0.12,-0.1801739972598584,,,,,,,,,,,
7802.582957,389,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",-0.0001739972598584,0.06,0.12,-0.1801739972598584,,,,,,,,,,,
7802.583875,389,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",-0.0001739972598584,0.06,0.12,-0.1801739972598584,,,,,,,,,,,
7802.584667,389,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",-0.0001739972598584,0.06,0.12,-0.1801739972598584,,,,,,,,,,,
7802.627924,390,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",1,-0.0943271459331162,0.0401696550205697,,,,,,,,,,,,,,,,
7802.628258,390,selection_info,13644997368299628738,25,"(8, 3, 0, 8, 8)",0,-0.095959566287813,0.0397159946552038,,,,,,,,,,,,,,,,
7802.628528,390,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0394610851247017,,,,,,,,,,,,,,,,
7802.628843,390,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.0865202005133074,0.0424119483504883,,,,,,,,,,,,,,,,
7802.629141,390,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0399066372994724,,,,,,,,,,,,,,,,
7802.629667,390,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",1,-0.0943271459331162,0.0401696550205697,,,,,,,,,,,,,,,,
7802.630073,390,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0386965715555618,,,,,,,,,,,,,,,,
7802.630412,390,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",1,-0.0933193475088345,0.0404523121997818,,,,,,,,,,,,,,,,
7802.630732,390,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0398789857242285,,,,,,,,,,,,,,,,
7802.631147,390,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0398789857242285,,,,,,,,,,,,,,,,
7802.631498,390,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0399066372994724,,,,,,,,,,,,,,,,
7802.631899,390,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0394610851247017,,,,,,,,,,,,,,,,
7802.632327,390,selection_info,15368353039753191835,25,"(8, 5, 1, 8, 8)",1,-0.0865202005133074,0.0424119483504883,,,,,,,,,,,,,,,,
7802.632642,390,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0953566109276722,0.0398829601090583,,,,,,,,,,,,,,,,
7802.632966,390,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0399066372994724,,,,,,,,,,,,,,,,
7802.633308,390,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0398789857242285,,,,,,,,,,,,,,,,
7802.633651,390,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0398789857242285,,,,,,,,,,,,,,,,
7802.633989,390,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0953566109276722,0.0398829601090583,,,,,,,,,,,,,,,,
7802.63439,390,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0394610851247017,,,,,,,,,,,,,,,,
7802.634692,390,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0398789857242285,,,,,,,,,,,,,,,,
7802.635016,390,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0398789857242285,,,,,,,,,,,,,,,,
7802.635336,390,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0386965715555618,,,,,,,,,,,,,,,,
7802.635674,390,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.0944809993892196,0.0401266778657676,,,,,,,,,,,,,,,,
7802.63615,390,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0398789857242285,,,,,,,,,,,,,,,,
7802.63647,390,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.0944809993892196,0.0401266778657676,,,,,,,,,,,,,,,,
7811.672355,390,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3143877983093261,12.31875
7811.673369,390,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2619032859802246,18.575
7811.673704,390,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2824041843414306,24.8625
7811.674142,390,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1881051063537597,12.23125
7811.674564,390,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,3.89937162399292,12.50625
7823.807678,390,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0286786556243896,,
7823.808146,390,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0159213542938232,,
7823.808569,390,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0142450332641601,,
7823.808917,390,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0162396430969238,,
7823.809293,390,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0097334384918212,,
7823.809669,390,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0081567764282226,,
7823.810057,390,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0128319263458251,,
7823.810452,390,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0240645408630371,,
7823.810734,390,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0108187198638916,,
7823.811,390,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0131115913391113,,
7823.811394,390,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0084922313690185,,
7823.811812,390,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.010258674621582,,
7823.81228,390,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.008821964263916,,
7823.812704,390,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.006922960281372,,
7823.813003,390,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8327645051194539,0.7621359223300971,0.991869918699187,0.7176470588235294,206,0.0148298740386962,,
7823.813535,390,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0129086971282958,,
7823.813873,390,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0158655643463134,,
7823.814284,390,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0088875293731689,,
7823.814591,390,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.0249788761138916,,
7823.814918,390,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0203027725219726,,
7823.815209,390,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0099806785583496,,
7823.815545,390,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.014254093170166,,
7823.815829,390,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.008319616317749,,
7823.816113,390,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0194127559661865,,
7823.816428,390,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0095248222351074,,
7823.821207,390,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",0.0002628201073534,0.06,0.13,-0.1897371798926465,,,,,,,,,,,
7823.821898,390,learning_update,15368353039753191835,,,,,,"(8, 5, 1, 8, 8)",0.0002628201073534,0.06,0.13,-0.1897371798926465,,,,,,,,,,,
7823.822713,390,learning_update,1234113313308987156,,,,,,"(8, 1, 0, 8, 8)",0.0002628201073534,0.06,0.13,-0.1897371798926465,,,,,,,,,,,
7823.823484,390,learning_update,16206290167654754491,,,,,,"(8, 2, 0, 8, 8)",0.0002628201073534,0.06,0.13,-0.1897371798926465,,,,,,,,,,,
7823.824298,390,learning_update,13392168843036499530,,,,,,"(8, 2, 0, 8, 8)",0.0002628201073534,0.06,0.13,-0.1897371798926465,,,,,,,,,,,
7823.866111,391,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.095959566287813,0.0398994872516828,,,,,,,,,,,,,,,,
7823.866576,391,selection_info,13644997368299628738,25,"(8, 2, 0, 8, 8)",0,-0.097946109285859,0.0393490675441664,,,,,,,,,,,,,,,,
7823.866892,391,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0396421173067619,,,,,,,,,,,,,,,,
7823.867227,391,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.0901400928585353,0.0415566268309228,,,,,,,,,,,,,,,,
7823.867561,391,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0400919754279359,,,,,,,,,,,,,,,,
7823.867922,391,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",0,-0.097946109285859,0.0393490675441664,,,,,,,,,,,,,,,,
7823.868245,391,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.038870274888149,,,,,,,,,,,,,,,,
7823.86857,391,selection_info,1234113313308987156,25,"(8, 1, 0, 8, 8)",1,-0.0951233999602522,0.0401334635711142,,,,,,,,,,,,,,,,
7823.868821,391,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0400640558822843,,,,,,,,,,,,,,,,
7823.869102,391,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0400640558822843,,,,,,,,,,,,,,,,
7823.869437,391,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0400919754279359,,,,,,,,,,,,,,,,
7823.869772,391,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0396421173067619,,,,,,,,,,,,,,,,
7823.870086,391,selection_info,15368353039753191835,25,"(8, 5, 1, 8, 8)",1,-0.0901400928585353,0.0415566268309228,,,,,,,,,,,,,,,,
7823.870458,391,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0953566109276722,0.0400680687767479,,,,,,,,,,,,,,,,
7823.870835,391,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",0,-0.095271310900065,0.0400919754279359,,,,,,,,,,,,,,,,
7823.871186,391,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0400640558822843,,,,,,,,,,,,,,,,
7823.871484,391,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0400640558822843,,,,,,,,,,,,,,,,
7823.871806,391,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0953566109276722,0.0400680687767479,,,,,,,,,,,,,,,,
7823.872202,391,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0396421173067619,,,,,,,,,,,,,,,,
7823.872559,391,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0400640558822843,,,,,,,,,,,,,,,,
7823.87304,391,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0400640558822843,,,,,,,,,,,,,,,,
7823.873506,391,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.038870274888149,,,,,,,,,,,,,,,,
7823.873914,391,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",1,-0.0944809993892196,0.0403141518585729,,,,,,,,,,,,,,,,
7823.874266,391,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0400640558822843,,,,,,,,,,,,,,,,
7823.874645,391,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",1,-0.0944809993892196,0.0403141518585729,,,,,,,,,,,,,,,,
7829.907469,391,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.912294626235962,6.28125
7829.90797,391,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.281252384185791,24.64375
7829.908383,391,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2973010540008545,18.75625
7829.908709,391,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.5936789512634277,9.127272727272729
7829.909112,391,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1834652423858642,12.08125
7839.084327,391,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0083117485046386,,
7839.084719,391,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0303339958190917,,
7839.085111,391,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0089406967163085,,
7839.0855,391,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0081627368927001,,
7839.085795,391,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0108237266540527,,
7839.086162,391,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0181641578674316,,
7839.086547,391,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0196089744567871,,
7839.08687,391,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0214617252349853,,
7839.087175,391,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0136244297027587,,
7839.087528,391,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.0199918746948242,,
7839.088056,391,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0114719867706298,,
7839.0884,391,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.035245656967163,,
7839.08877,391,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0150482654571533,,
7839.08915,391,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0084240436553955,,
7839.089568,391,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0097556114196777,,
7839.089839,391,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0080127716064453,,
7839.090207,391,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0107069015502929,,
7839.0906,391,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0206494331359863,,
7839.090976,391,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0158519744873046,,
7839.091382,391,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0084319114685058,,
7839.091722,391,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0300254821777343,,
7839.09211,391,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0121552944183349,,
7839.092447,391,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0199077129364013,,
7839.09268,391,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0121591091156005,,
7839.092939,391,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0081207752227783,,
7839.09784,391,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",-0.0001754787579525,0.06,0.12,-0.1801754787579525,,,,,,,,,,,
7839.098492,391,learning_update,15368353039753191835,,,,,,"(8, 5, 1, 8, 8)",-0.0001754787579525,0.06,0.12,-0.1801754787579525,,,,,,,,,,,
7839.099236,391,learning_update,8420893525106420796,,,,,,"(7, 2, 0, 8, 8)",-0.0001754787579525,0.06,0.12,-0.1801754787579525,,,,,,,,,,,
7839.100228,391,learning_update,15492424130391261209,,,,,,"(7, 2, 0, 8, 8)",-0.0001754787579525,0.06,0.12,-0.1801754787579525,,,,,,,,,,,
7839.101146,391,learning_update,1234113313308987156,,,,,,"(8, 1, 0, 8, 8)",-0.0001754787579525,0.06,0.12,-0.1801754787579525,,,,,,,,,,,
7839.143184,392,selection_info,16206290167654754491,25,"(8, 3, 0, 8, 8)",0,-0.095959566287813,0.0400741460407476,,,,,,,,,,,,,,,,
7839.143571,392,selection_info,13644997368299628738,25,"(8, 1, 0, 8, 8)",0,-0.0968554357318019,0.039822632656317,,,,,,,,,,,,,,,,
7839.143901,392,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0398143547176694,,,,,,,,,,,,,,,,
7839.144294,392,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",1,-0.0935616106332826,0.0407552109986378,,,,,,,,,,,,,,,,
7839.144593,392,selection_info,17381897621308759492,25,"(7, 0, 2, 8, 8)",1,-0.095271310900065,0.0402684506842355,,,,,,,,,,,,,,,,
7839.144879,392,selection_info,13392168843036499530,25,"(8, 2, 0, 8, 8)",0,-0.097946109285859,0.0395185582179174,,,,,,,,,,,,,,,,
7839.145315,392,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0390353017235781,,,,,,,,,,,,,,,,
7839.145649,392,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",0,-0.097946109285859,0.0395185582179174,,,,,,,,,,,,,,,,
7839.145938,392,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0402402673769692,,,,,,,,,,,,,,,,
7839.14644,392,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0402402673769692,,,,,,,,,,,,,,,,
7839.146834,392,selection_info,10577062229270185434,25,"(7, 0, 2, 8, 8)",1,-0.095271310900065,0.0402684506842355,,,,,,,,,,,,,,,,
7839.14725,392,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0398143547176694,,,,,,,,,,,,,,,,
7839.147641,392,selection_info,15368353039753191835,25,"(8, 5, 1, 8, 8)",1,-0.0935616106332826,0.0407552109986378,,,,,,,,,,,,,,,,
7839.148049,392,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",0,-0.0953566109276722,0.0402443181759897,,,,,,,,,,,,,,,,
7839.148543,392,selection_info,4223374082031152552,25,"(7, 0, 2, 8, 8)",1,-0.095271310900065,0.0402684506842355,,,,,,,,,,,,,,,,
7839.148892,392,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0402402673769692,,,,,,,,,,,,,,,,
7839.149291,392,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0402402673769692,,,,,,,,,,,,,,,,
7839.149689,392,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",0,-0.0953566109276722,0.0402443181759897,,,,,,,,,,,,,,,,
7839.150127,392,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0398143547176694,,,,,,,,,,,,,,,,
7839.150494,392,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0402402673769692,,,,,,,,,,,,,,,,
7839.150885,392,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0402402673769692,,,,,,,,,,,,,,,,
7839.151265,392,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0390353017235781,,,,,,,,,,,,,,,,
7839.151564,392,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.097893839691812,0.0395330776130945,,,,,,,,,,,,,,,,
7839.151922,392,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0402402673769692,,,,,,,,,,,,,,,,
7839.152325,392,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.097893839691812,0.0395330776130945,,,,,,,,,,,,,,,,
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7845.186654,392,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4536364078521728,22.545454545454547
7845.187083,392,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2642958164215088,18.725
7857.320724,392,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0101830959320068,,
7857.321102,392,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.01450777053833,,
7857.321484,392,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0135846138000488,,
7857.3218,392,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.0273737907409667,,
7857.322189,392,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0081932544708251,,
7857.322565,392,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0089187622070312,,
7857.322888,392,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0305523872375488,,
7857.32325,392,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.813655761024182,0.7304526748971193,0.981132075471698,0.6950182260024301,1944,0.0340075492858886,,
7857.323572,392,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0166454315185546,,
7857.323928,392,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0219395160675048,,
7857.324193,392,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0194315910339355,,
7857.324651,392,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0117595195770263,,
7857.32504,392,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0084123611450195,,
7857.325388,392,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0170316696166992,,
7857.325755,392,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0109453201293945,,
7857.326248,392,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0164294242858886,,
7857.326604,392,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0224037170410156,,
7857.326894,392,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8327645051194539,0.7621359223300971,0.991869918699187,0.7176470588235294,206,0.0216541290283203,,
7857.327218,392,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0219831466674804,,
7857.32757,392,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0106403827667236,,
7857.327904,392,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0193545818328857,,
7857.328157,392,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0074622631072998,,
7857.328504,392,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.841025641025641,0.7816901408450704,0.9647058823529412,0.7454545454545455,142,0.0107367038726806,,
7857.328994,392,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8197343453510436,0.7397260273972602,0.9863013698630136,0.7012987012987013,365,0.0094914436340332,,
7857.329366,392,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070431232452392,,
7857.33509,392,learning_update,4354536512509177290,,,,,,"(8, 5, 1, 8, 8)",0.050958023975529,0.06,0.28,-0.2890419760244709,,,,,,,,,,,
7857.33592,392,learning_update,15368353039753191835,,,,,,"(8, 5, 1, 8, 8)",0.050958023975529,0.06,0.28,-0.2890419760244709,,,,,,,,,,,
7857.336645,392,learning_update,17381897621308759492,,,,,,"(7, 0, 2, 8, 8)",0.050958023975529,0.06,0.28,-0.2890419760244709,,,,,,,,,,,
7857.337608,392,learning_update,10577062229270185434,,,,,,"(7, 0, 2, 8, 8)",0.050958023975529,0.06,0.28,-0.2890419760244709,,,,,,,,,,,
7857.338509,392,learning_update,4223374082031152552,,,,,,"(7, 0, 2, 8, 8)",0.050958023975529,0.06,0.28,-0.2890419760244709,,,,,,,,,,,
7857.38116,393,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.097946109285859,0.039550139073789,,,,,,,,,,,,,,,,
7857.381579,393,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0402760876402153,,,,,,,,,,,,,,,,
7857.381887,393,selection_info,16506691070021547649,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0398476651296902,,,,,,,,,,,,,,,,
7857.382167,393,selection_info,4354536512509177290,25,"(8, 5, 1, 8, 8)",0,-0.0991525300743558,0.039214561248425,,,,,,,,,,,,,,,,
7857.382456,393,selection_info,17381897621308759492,25,"(7, 1, 2, 8, 8)",1,-0.0927970766460632,0.0410149793632436,,,,,,,,,,,,,,,,
7857.38283,393,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0968554357318019,0.0398559916305589,,,,,,,,,,,,,,,,
7857.383087,393,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0390640810373204,,,,,,,,,,,,,,,,
7857.383377,393,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",0,-0.097946109285859,0.039550139073789,,,,,,,,,,,,,,,,
7857.383729,393,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0402760876402153,,,,,,,,,,,,,,,,
7857.384072,393,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0402760876402153,,,,,,,,,,,,,,,,
7857.38438,393,selection_info,10577062229270185434,25,"(7, 1, 2, 8, 8)",1,-0.0927970766460632,0.0410149793632436,,,,,,,,,,,,,,,,
7857.384786,393,selection_info,11806130149938443739,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0398476651296902,,,,,,,,,,,,,,,,
7857.385225,393,selection_info,15368353039753191835,25,"(8, 5, 1, 8, 8)",0,-0.0991525300743558,0.039214561248425,,,,,,,,,,,,,,,,
7857.385667,393,selection_info,8818734309448792929,25,"(8, 0, 1, 8, 8)",1,-0.0953566109276722,0.0402801624198743,,,,,,,,,,,,,,,,
7857.38599,393,selection_info,4223374082031152552,25,"(7, 1, 2, 8, 8)",1,-0.0927970766460632,0.0410149793632436,,,,,,,,,,,,,,,,
7857.386465,393,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0402760876402153,,,,,,,,,,,,,,,,
7857.386897,393,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0402760876402153,,,,,,,,,,,,,,,,
7857.387305,393,selection_info,7830638094315628080,25,"(8, 0, 1, 8, 8)",1,-0.0953566109276722,0.0402801624198743,,,,,,,,,,,,,,,,
7857.387629,393,selection_info,17833758267265781484,25,"(8, 1, 2, 8, 8)",0,-0.0968850171397159,0.0398476651296902,,,,,,,,,,,,,,,,
7857.387986,393,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0402760876402153,,,,,,,,,,,,,,,,
7857.388244,393,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0402760876402153,,,,,,,,,,,,,,,,
7857.388824,393,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0390640810373204,,,,,,,,,,,,,,,,
7857.389281,393,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.097893839691812,0.0395647431050492,,,,,,,,,,,,,,,,
7857.389729,393,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0402760876402153,,,,,,,,,,,,,,,,
7857.390034,393,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.097893839691812,0.0395647431050492,,,,,,,,,,,,,,,,
7872.416452,393,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.18162202835083,48.15
7872.417032,393,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,6.391858816146851,13.63181818181818
7872.417423,393,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,6.472370147705078,18.17727272727273
7872.417894,393,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.9646952152252196,22.663636363636364
7872.418269,393,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.142592430114746,36.304545454545455
7884.596571,393,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0228180885314941,,
7884.597111,393,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0090765953063964,,
7884.597559,393,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0595505237579345,,
7884.597918,393,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0197317600250244,,
7884.598341,393,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0094633102416992,,
7884.598764,393,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.020524263381958,,
7884.59932,393,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0285842418670654,,
7884.599651,393,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.008075475692749,,
7884.600103,393,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.012580394744873,,
7884.600534,393,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0075557231903076,,
7884.600894,393,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0091338157653808,,
7884.601153,393,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0178651809692382,,
7884.601519,393,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0077841281890869,,
7884.601916,393,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0149266719818115,,
7884.602271,393,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0111451148986816,,
7884.602557,393,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0288178920745849,,
7884.602921,393,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0371882915496826,,
7884.603312,393,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0083274841308593,,
7884.603647,393,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0131247043609619,,
7884.603961,393,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0155479907989501,,
7884.604254,393,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0089201927185058,,
7884.604552,393,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0119807720184326,,
7884.604841,393,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.0158443450927734,,
7884.605184,393,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0174808502197265,,
7884.605601,393,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0237600803375244,,
7884.610207,393,learning_update,17381897621308759492,,,,,,"(7, 1, 2, 8, 8)",-0.0007023300607471,0.0,0.28,-0.2807023300607472,,,,,,,,,,,
7884.611055,393,learning_update,10577062229270185434,,,,,,"(7, 1, 2, 8, 8)",-0.0007023300607471,0.0,0.28,-0.2807023300607472,,,,,,,,,,,
7884.611776,393,learning_update,4223374082031152552,,,,,,"(7, 1, 2, 8, 8)",-0.0007023300607471,0.0,0.28,-0.2807023300607472,,,,,,,,,,,
7884.612677,393,learning_update,8818734309448792929,,,,,,"(8, 0, 1, 8, 8)",-0.0007023300607471,0.0,0.28,-0.2807023300607472,,,,,,,,,,,
7884.613455,393,learning_update,7830638094315628080,,,,,,"(8, 0, 1, 8, 8)",-0.0007023300607471,0.0,0.28,-0.2807023300607472,,,,,,,,,,,
7884.658757,394,selection_info,16206290167654754491,25,"(8, 2, 0, 8, 8)",0,-0.097946109285859,0.0391868978035641,,,,,,,,,,,,,,,,
7884.659114,394,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0399098266138547,,,,,,,,,,,,,,,,
7884.659503,394,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0387028988353842,,,,,,,,,,,,,,,,
7884.659821,394,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",1,-0.0882873699855817,0.0419679369717971,,,,,,,,,,,,,,,,
7884.660129,394,selection_info,17381897621308759492,25,"(7, 2, 2, 8, 8)",1,-0.0898235189700892,0.041512783798797,,,,,,,,,,,,,,,,
7884.660595,394,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0968554357318019,0.0394914700350834,,,,,,,,,,,,,,,,
7884.660961,394,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0387028988353842,,,,,,,,,,,,,,,,
7884.661294,394,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",0,-0.097946109285859,0.0391868978035641,,,,,,,,,,,,,,,,
7884.661652,394,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0399098266138547,,,,,,,,,,,,,,,,
7884.661939,394,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0399098266138547,,,,,,,,,,,,,,,,
7884.662355,394,selection_info,10577062229270185434,25,"(7, 2, 2, 8, 8)",1,-0.0898235189700892,0.041512783798797,,,,,,,,,,,,,,,,
7884.662773,394,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0387028988353842,,,,,,,,,,,,,,,,
7884.663207,394,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",1,-0.0882873699855817,0.0419679369717971,,,,,,,,,,,,,,,,
7884.663466,394,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0907787011429429,0.041232260532289,,,,,,,,,,,,,,,,
7884.663787,394,selection_info,4223374082031152552,25,"(7, 2, 2, 8, 8)",1,-0.0898235189700892,0.041512783798797,,,,,,,,,,,,,,,,
7884.664074,394,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0399098266138547,,,,,,,,,,,,,,,,
7884.66448,394,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0399098266138547,,,,,,,,,,,,,,,,
7884.664862,394,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",0,-0.0907787011429429,0.041232260532289,,,,,,,,,,,,,,,,
7884.665198,394,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0387028988353842,,,,,,,,,,,,,,,,
7884.665604,394,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0399098266138547,,,,,,,,,,,,,,,,
7884.665989,394,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0399098266138547,,,,,,,,,,,,,,,,
7884.666626,394,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0387028988353842,,,,,,,,,,,,,,,,
7884.666994,394,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.097893839691812,0.0392014404327327,,,,,,,,,,,,,,,,
7884.667424,394,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0399098266138547,,,,,,,,,,,,,,,,
7884.667801,394,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.097893839691812,0.0392014404327327,,,,,,,,,,,,,,,,
7893.694948,394,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.184767484664917,47.68125
7893.695761,394,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,0.8563709259033203,36.3
7893.696048,394,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4738872051239013,22.68636363636364
7893.696365,394,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2737231254577636,18.425
7893.696691,394,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2798902988433838,24.7875
7905.871539,394,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0122759342193603,,
7905.871966,394,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0118515491485595,,
7905.872434,394,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0105032920837402,,
7905.872776,394,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0136759281158447,,
7905.873129,394,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0291566848754882,,
7905.873483,394,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0241317749023437,,
7905.873832,394,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.009244680404663,,
7905.874203,394,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0258314609527587,,
7905.874472,394,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0191993713378906,,
7905.874793,394,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.0168838500976562,,
7905.875193,394,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0092792510986328,,
7905.875502,394,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0116438865661621,,
7905.875826,394,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0295302867889404,,
7905.876152,394,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0343489646911621,,
7905.876487,394,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0197508335113525,,
7905.87679,394,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0077369213104248,,
7905.877145,394,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0222041606903076,,
7905.8775,394,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0076193809509277,,
7905.877873,394,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0078756809234619,,
7905.878355,394,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0102603435516357,,
7905.878729,394,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0122466087341308,,
7905.879064,394,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0115892887115478,,
7905.879335,394,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0132296085357666,,
7905.879657,394,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0123457908630371,,
7905.879933,394,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0123374462127685,,
7905.884464,394,learning_update,4354536512509177290,,,,,,"(8, 4, 1, 8, 8)",-0.0003477413352163,0.04,0.28,-0.3203477413352164,,,,,,,,,,,
7905.885229,394,learning_update,15368353039753191835,,,,,,"(8, 4, 1, 8, 8)",-0.0003477413352163,0.04,0.28,-0.3203477413352164,,,,,,,,,,,
7905.885809,394,learning_update,17381897621308759492,,,,,,"(7, 2, 2, 8, 8)",-0.0003477413352163,0.04,0.28,-0.3203477413352164,,,,,,,,,,,
7905.886495,394,learning_update,10577062229270185434,,,,,,"(7, 2, 2, 8, 8)",-0.0003477413352163,0.04,0.28,-0.3203477413352164,,,,,,,,,,,
7905.887195,394,learning_update,4223374082031152552,,,,,,"(7, 2, 2, 8, 8)",-0.0003477413352163,0.04,0.28,-0.3203477413352164,,,,,,,,,,,
7905.93081,395,selection_info,16206290167654754491,25,"(8, 1, 0, 8, 8)",0,-0.0968554357318019,0.0393396170818994,,,,,,,,,,,,,,,,
7905.931315,395,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0397584702971891,,,,,,,,,,,,,,,,
7905.931668,395,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0385501705734877,,,,,,,,,,,,,,,,
7905.932067,395,selection_info,4354536512509177290,25,"(8, 4, 1, 8, 8)",0,-0.0945146348822715,0.0400021008266721,,,,,,,,,,,,,,,,
7905.932507,395,selection_info,17381897621308759492,25,"(7, 3, 2, 8, 8)",1,-0.0879762900314728,0.0419122547184184,,,,,,,,,,,,,,,,
7905.932875,395,selection_info,13392168843036499530,25,"(8, 1, 0, 8, 8)",0,-0.0968554357318019,0.0393396170818994,,,,,,,,,,,,,,,,
7905.933237,395,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0385501705734877,,,,,,,,,,,,,,,,
7905.933552,395,selection_info,1234113313308987156,25,"(8, 2, 0, 8, 8)",0,-0.097946109285859,0.0390346973004521,,,,,,,,,,,,,,,,
7905.933892,395,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0397584702971891,,,,,,,,,,,,,,,,
7905.934258,395,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0397584702971891,,,,,,,,,,,,,,,,
7905.934559,395,selection_info,10577062229270185434,25,"(7, 3, 2, 8, 8)",1,-0.0879762900314728,0.0419122547184184,,,,,,,,,,,,,,,,
7905.934941,395,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0385501705734877,,,,,,,,,,,,,,,,
7905.935263,395,selection_info,15368353039753191835,25,"(8, 4, 1, 8, 8)",0,-0.0945146348822715,0.0400021008266721,,,,,,,,,,,,,,,,
7905.935567,395,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",0,-0.0907787011429429,0.0410826181287705,,,,,,,,,,,,,,,,
7905.935931,395,selection_info,4223374082031152552,25,"(7, 3, 2, 8, 8)",1,-0.0879762900314728,0.0419122547184184,,,,,,,,,,,,,,,,
7905.936327,395,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0397584702971891,,,,,,,,,,,,,,,,
7905.93667,395,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0397584702971891,,,,,,,,,,,,,,,,
7905.937055,395,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",0,-0.0907787011429429,0.0410826181287705,,,,,,,,,,,,,,,,
7905.937509,395,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0385501705734877,,,,,,,,,,,,,,,,
7905.937964,395,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0397584702971891,,,,,,,,,,,,,,,,
7905.938435,395,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0397584702971891,,,,,,,,,,,,,,,,
7905.938728,395,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0385501705734877,,,,,,,,,,,,,,,,
7905.939058,395,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.0884171945217911,0.0417806256123282,,,,,,,,,,,,,,,,
7905.939445,395,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0397584702971891,,,,,,,,,,,,,,,,
7905.939772,395,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.0884171945217911,0.0417806256123282,,,,,,,,,,,,,,,,
7914.975502,395,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1918790340423584,47.85625
7914.976135,395,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.6280591487884521,22.536363636363635
7914.97654,395,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,1.5112700462341309,9.090909090909092
7914.976872,395,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.876387119293213,36.3
7914.977242,395,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.9401459693908687,6.25625
7927.11095,395,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0083699226379394,,
7927.11147,395,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8327645051194539,0.7621359223300971,0.991869918699187,0.7176470588235294,206,0.0164074897766113,,
7927.11186,395,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0080759525299072,,
7927.112248,395,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0145015716552734,,
7927.112587,395,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.024104356765747,,
7927.112902,395,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0198199748992919,,
7927.113282,395,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0117645263671875,,
7927.113597,395,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0112495422363281,,
7927.113883,395,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0079083442687988,,
7927.114234,395,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0241961479187011,,
7927.11452,395,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.0280933380126953,,
7927.114842,395,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0144128799438476,,
7927.115269,395,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0151934623718261,,
7927.115608,395,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0314099788665771,,
7927.115887,395,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.013132095336914,,
7927.116201,395,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0167114734649658,,
7927.116439,395,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0080592632293701,,
7927.116726,395,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0070140361785888,,
7927.117058,395,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0092823505401611,,
7927.117431,395,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0092878341674804,,
7927.117739,395,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.009674072265625,,
7927.118079,395,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0097036361694335,,
7927.118522,395,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0132396221160888,,
7927.118879,395,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0096845626831054,,
7927.119165,395,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0150554180145263,,
7927.123315,395,learning_update,17381897621308759492,,,,,,"(7, 3, 2, 8, 8)",0.0003941813543112,0.03,0.24,-0.2696058186456887,,,,,,,,,,,
7927.123982,395,learning_update,10577062229270185434,,,,,,"(7, 3, 2, 8, 8)",0.0003941813543112,0.03,0.24,-0.2696058186456887,,,,,,,,,,,
7927.12474,395,learning_update,4223374082031152552,,,,,,"(7, 3, 2, 8, 8)",0.0003941813543112,0.03,0.24,-0.2696058186456887,,,,,,,,,,,
7927.125557,395,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",0.0003941813543112,0.03,0.24,-0.2696058186456887,,,,,,,,,,,
7927.126458,395,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",0.0003941813543112,0.03,0.24,-0.2696058186456887,,,,,,,,,,,
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7927.174701,396,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396563983109538,,,,,,,,,,,,,,,,
7927.175115,396,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396563983109538,,,,,,,,,,,,,,,,
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7927.17578,396,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0384452378674013,,,,,,,,,,,,,,,,
7927.176409,396,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396563983109538,,,,,,,,,,,,,,,,
7927.176881,396,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396563983109538,,,,,,,,,,,,,,,,
7927.177271,396,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0384452378674013,,,,,,,,,,,,,,,,
7927.177589,396,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.097893839691812,0.0389454823740134,,,,,,,,,,,,,,,,
7927.177874,396,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396563983109538,,,,,,,,,,,,,,,,
7927.178201,396,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.097893839691812,0.0389454823740134,,,,,,,,,,,,,,,,
7936.205368,396,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.7272582054138184,22.722727272727276
7936.205817,396,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1840028762817382,47.94375
7936.206191,396,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2656505107879638,18.625
7936.206451,396,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.0290138721466064,36.25909090909091
7936.206889,396,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2733466625213623,24.98125
7948.353607,396,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0080657005310058,,
7948.354095,396,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.011650800704956,,
7948.35442,396,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0113735198974609,,
7948.354693,396,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0245273113250732,,
7948.355097,396,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0144035816192626,,
7948.355433,396,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0105304718017578,,
7948.355798,396,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0131270885467529,,
7948.356255,396,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0157797336578369,,
7948.356563,396,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0239291191101074,,
7948.356972,396,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.008188247680664,,
7948.357333,396,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0113420486450195,,
7948.357625,396,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0089540481567382,,
7948.358084,396,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0096893310546875,,
7948.358584,396,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082075595855712,,
7948.359094,396,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8122332859174964,0.7283950617283951,0.9794168096054888,0.6938031591737546,1944,0.0355830192565918,,
7948.359419,396,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0151455402374267,,
7948.35979,396,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.020237922668457,,
7948.360207,396,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0095770359039306,,
7948.360845,396,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0153098106384277,,
7948.361519,396,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0249431133270263,,
7948.362064,396,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.008937120437622,,
7948.362393,396,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0171470642089843,,
7948.362689,396,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.007239818572998,,
7948.363138,396,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0200963020324707,,
7948.363529,396,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0228025913238525,,
7948.369144,396,learning_update,17381897621308759492,,,,,,"(7, 4, 2, 8, 8)",-0.000522329047335,0.08,0.28,-0.360522329047335,,,,,,,,,,,
7948.369858,396,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",-0.000522329047335,0.08,0.28,-0.360522329047335,,,,,,,,,,,
7948.370603,396,learning_update,4223374082031152552,,,,,,"(7, 4, 2, 8, 8)",-0.000522329047335,0.08,0.28,-0.360522329047335,,,,,,,,,,,
7948.371448,396,learning_update,4354536512509177290,,,,,,"(8, 3, 1, 8, 8)",-0.000522329047335,0.08,0.28,-0.360522329047335,,,,,,,,,,,
7948.372317,396,learning_update,15368353039753191835,,,,,,"(8, 3, 1, 8, 8)",-0.000522329047335,0.08,0.28,-0.360522329047335,,,,,,,,,,,
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7948.422499,397,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396360341845084,,,,,,,,,,,,,,,,
7948.423117,397,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0384195069446122,,,,,,,,,,,,,,,,
7948.423734,397,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0959476018909658,0.0394716663300569,,,,,,,,,,,,,,,,
7948.424253,397,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,-0.0821062546513344,0.0436117179860615,,,,,,,,,,,,,,,,
7948.424578,397,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396360341845084,,,,,,,,,,,,,,,,
7948.424889,397,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0384195069446122,,,,,,,,,,,,,,,,
7948.42526,397,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396360341845084,,,,,,,,,,,,,,,,
7948.425856,397,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396360341845084,,,,,,,,,,,,,,,,
7948.426633,397,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396360341845084,,,,,,,,,,,,,,,,
7948.427214,397,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",1,-0.0821062546513344,0.0436117179860615,,,,,,,,,,,,,,,,
7948.427648,397,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0384195069446122,,,,,,,,,,,,,,,,
7948.428511,397,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.0959476018909658,0.0394716663300569,,,,,,,,,,,,,,,,
7948.428922,397,selection_info,8818734309448792929,25,"(8, 1, 1, 8, 8)",1,-0.0907787011429429,0.0409696258752728,,,,,,,,,,,,,,,,
7948.429304,397,selection_info,4223374082031152552,25,"(7, 5, 2, 8, 8)",1,-0.0821062546513344,0.0436117179860615,,,,,,,,,,,,,,,,
7948.429722,397,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396360341845084,,,,,,,,,,,,,,,,
7948.430079,397,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396360341845084,,,,,,,,,,,,,,,,
7948.430446,397,selection_info,7830638094315628080,25,"(8, 1, 1, 8, 8)",1,-0.0907787011429429,0.0409696258752728,,,,,,,,,,,,,,,,
7948.430792,397,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0384195069446122,,,,,,,,,,,,,,,,
7948.431113,397,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396360341845084,,,,,,,,,,,,,,,,
7948.431517,397,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396360341845084,,,,,,,,,,,,,,,,
7948.432025,397,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0384195069446122,,,,,,,,,,,,,,,,
7948.432666,397,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.093776126810737,0.0400941754392506,,,,,,,,,,,,,,,,
7948.433148,397,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396360341845084,,,,,,,,,,,,,,,,
7948.433447,397,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.093776126810737,0.0400941754392506,,,,,,,,,,,,,,,,
7960.464545,397,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,5.412001371383667,18.17727272727273
7960.465092,397,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.5633037090301514,22.62727272727273
7960.46546,397,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,5.918261766433716,13.627272727272729
7960.465829,397,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,1.5782182216644287,36.304545454545455
7960.46638,397,client_fit_metrics,4223374082031152552,,,,,,,,,,,,,,,,,,,,0.1782853603363037,47.55625
7972.607381,397,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0110533237457275,,
7972.607893,397,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0161466598510742,,
7972.60823,397,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0091910362243652,,
7972.608702,397,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0133748054504394,,
7972.608996,397,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0095412731170654,,
7972.609318,397,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0155627727508544,,
7972.609659,397,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0252997875213623,,
7972.610043,397,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.017057180404663,,
7972.61037,397,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0073199272155761,,
7972.610748,397,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0115158557891845,,
7972.611112,397,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0170354843139648,,
7972.611439,397,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0087084770202636,,
7972.611865,397,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0076355934143066,,
7972.612289,397,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.036313772201538,,
7972.612724,397,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.020561933517456,,
7972.613032,397,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0219588279724121,,
7972.61338,397,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.008533239364624,,
7972.61374,397,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0116717815399169,,
7972.614032,397,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0297381877899169,,
7972.614305,397,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0119838714599609,,
7972.614739,397,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.010977029800415,,
7972.615093,397,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.0161652565002441,,
7972.615413,397,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0113358497619628,,
7972.615757,397,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0123579502105712,,
7972.61609,397,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0254549980163574,,
7972.620931,397,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",0.0002613690593464,0.09,0.28,-0.3697386309406535,,,,,,,,,,,
7972.621739,397,learning_update,10577062229270185434,,,,,,"(7, 5, 2, 8, 8)",0.0002613690593464,0.09,0.28,-0.3697386309406535,,,,,,,,,,,
7972.622362,397,learning_update,4223374082031152552,,,,,,"(7, 5, 2, 8, 8)",0.0002613690593464,0.09,0.28,-0.3697386309406535,,,,,,,,,,,
7972.623156,397,learning_update,8818734309448792929,,,,,,"(8, 1, 1, 8, 8)",0.0002613690593464,0.09,0.28,-0.3697386309406535,,,,,,,,,,,
7972.624004,397,learning_update,7830638094315628080,,,,,,"(8, 1, 1, 8, 8)",0.0002613690593464,0.09,0.28,-0.3697386309406535,,,,,,,,,,,
7972.667881,398,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396587474942956,,,,,,,,,,,,,,,,
7972.668214,398,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396587474942956,,,,,,,,,,,,,,,,
7972.668556,398,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0384355017807364,,,,,,,,,,,,,,,,
7972.668839,398,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",1,-0.0856149866311462,0.0425622453572453,,,,,,,,,,,,,,,,
7972.669204,398,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",1,-0.0929412525907158,0.0403627836538867,,,,,,,,,,,,,,,,
7972.669675,398,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396587474942956,,,,,,,,,,,,,,,,
7972.670322,398,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0384355017807364,,,,,,,,,,,,,,,,
7972.670718,398,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396587474942956,,,,,,,,,,,,,,,,
7972.670982,398,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396587474942956,,,,,,,,,,,,,,,,
7972.671405,398,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396587474942956,,,,,,,,,,,,,,,,
7972.671768,398,selection_info,10577062229270185434,25,"(7, 5, 2, 8, 8)",0,-0.0929412525907158,0.0403627836538867,,,,,,,,,,,,,,,,
7972.672169,398,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0384355017807364,,,,,,,,,,,,,,,,
7972.673873,398,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",1,-0.0856149866311462,0.0425622453572453,,,,,,,,,,,,,,,,
7972.674711,398,selection_info,8818734309448792929,25,"(8, 2, 1, 8, 8)",1,-0.0856149866311462,0.0425622453572453,,,,,,,,,,,,,,,,
7972.675104,398,selection_info,4223374082031152552,25,"(7, 5, 2, 8, 8)",0,-0.0929412525907158,0.0403627836538867,,,,,,,,,,,,,,,,
7972.675482,398,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396587474942956,,,,,,,,,,,,,,,,
7972.675875,398,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396587474942956,,,,,,,,,,,,,,,,
7972.676238,398,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",1,-0.0856149866311462,0.0425622453572453,,,,,,,,,,,,,,,,
7972.676663,398,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0384355017807364,,,,,,,,,,,,,,,,
7972.676917,398,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396587474942956,,,,,,,,,,,,,,,,
7972.677198,398,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396587474942956,,,,,,,,,,,,,,,,
7972.677609,398,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0384355017807364,,,,,,,,,,,,,,,,
7972.678023,398,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",0,-0.093776126810737,0.0401194681342123,,,,,,,,,,,,,,,,
7972.678491,398,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0396587474942956,,,,,,,,,,,,,,,,
7972.678909,398,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",0,-0.093776126810737,0.0401194681342123,,,,,,,,,,,,,,,,
7984.707164,398,client_fit_metrics,15368353039753191835,,,,,,,,,,,,,,,,,,,,0.2800908088684082,18.5375
7984.707763,398,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,5.981492519378662,13.636363636363637
7984.708076,398,client_fit_metrics,17381897621308759492,,,,,,,,,,,,,,,,,,,,0.4744336605072021,22.62727272727273
7984.70842,398,client_fit_metrics,4354536512509177290,,,,,,,,,,,,,,,,,,,,0.2817540168762207,24.53125
7984.708851,398,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,4.415093898773193,18.18636363636364
7996.842481,398,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0145716667175292,,
7996.843172,398,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0280160903930664,,
7996.843517,398,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0129306316375732,,
7996.844003,398,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0085506439208984,,
7996.844434,398,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0095176696777343,,
7996.844777,398,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.008141279220581,,
7996.84525,398,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0113258361816406,,
7996.845557,398,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0253291130065917,,
7996.845849,398,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0110113620758056,,
7996.846105,398,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.032224416732788,,
7996.846455,398,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0101490020751953,,
7996.846771,398,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0162694454193115,,
7996.847093,398,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0257568359375,,
7996.847441,398,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0086894035339355,,
7996.847872,398,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.813655761024182,0.7304526748971193,0.981132075471698,0.6950182260024301,1944,0.0295803546905517,,
7996.848179,398,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0162744522094726,,
7996.848503,398,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0280275344848632,,
7996.848853,398,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0092542171478271,,
7996.849142,398,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0082480907440185,,
7996.849458,398,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0143887996673583,,
7996.849802,398,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0083107948303222,,
7996.850103,398,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0091388225555419,,
7996.850422,398,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8327645051194539,0.7621359223300971,0.991869918699187,0.7176470588235294,206,0.0147199630737304,,
7996.850671,398,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0133769512176513,,
7996.851091,398,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0090835094451904,,
7996.855994,398,learning_update,4354536512509177290,,,,,,"(8, 2, 1, 8, 8)",1.84722619114841e-06,0.03,0.19,-0.2199981527738088,,,,,,,,,,,
7996.856815,398,learning_update,15368353039753191835,,,,,,"(8, 2, 1, 8, 8)",1.84722619114841e-06,0.03,0.19,-0.2199981527738088,,,,,,,,,,,
7996.857617,398,learning_update,8818734309448792929,,,,,,"(8, 2, 1, 8, 8)",1.84722619114841e-06,0.03,0.19,-0.2199981527738088,,,,,,,,,,,
7996.858626,398,learning_update,7830638094315628080,,,,,,"(8, 2, 1, 8, 8)",1.84722619114841e-06,0.03,0.19,-0.2199981527738088,,,,,,,,,,,
7996.859479,398,learning_update,17381897621308759492,,,,,,"(7, 5, 2, 8, 8)",1.84722619114841e-06,0.03,0.19,-0.2199981527738088,,,,,,,,,,,
7996.906257,399,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0401724041437279,,,,,,,,,,,,,,,,
7996.906923,399,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0401724041437279,,,,,,,,,,,,,,,,
7996.907374,399,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0389271860368024,,,,,,,,,,,,,,,,
7996.907752,399,selection_info,4354536512509177290,25,"(8, 3, 1, 8, 8)",0,-0.0959476018909658,0.040004137033393,,,,,,,,,,,,,,,,
7996.908127,399,selection_info,17381897621308759492,25,"(7, 5, 2, 8, 8)",0,-0.0950482928658632,0.0402668568967376,,,,,,,,,,,,,,,,
7996.908402,399,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0401724041437279,,,,,,,,,,,,,,,,
7996.908788,399,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0389271860368024,,,,,,,,,,,,,,,,
7996.90914,399,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0401724041437279,,,,,,,,,,,,,,,,
7996.909502,399,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0401724041437279,,,,,,,,,,,,,,,,
7996.909905,399,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0401724041437279,,,,,,,,,,,,,,,,
7996.910301,399,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",1,-0.0944382531012414,0.040446052480076,,,,,,,,,,,,,,,,
7996.910587,399,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0389271860368024,,,,,,,,,,,,,,,,
7996.911023,399,selection_info,15368353039753191835,25,"(8, 3, 1, 8, 8)",0,-0.0959476018909658,0.040004137033393,,,,,,,,,,,,,,,,
7996.911359,399,selection_info,8818734309448792929,25,"(8, 2, 1, 8, 8)",1,-0.0942254710024596,0.0405087433723666,,,,,,,,,,,,,,,,
7996.911643,399,selection_info,4223374082031152552,25,"(7, 4, 2, 8, 8)",0,-0.0944382531012414,0.040446052480076,,,,,,,,,,,,,,,,
7996.91206,399,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0401724041437279,,,,,,,,,,,,,,,,
7996.912437,399,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0401724041437279,,,,,,,,,,,,,,,,
7996.912895,399,selection_info,7830638094315628080,25,"(8, 2, 1, 8, 8)",1,-0.0942254710024596,0.0405087433723666,,,,,,,,,,,,,,,,
7996.913209,399,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0389271860368024,,,,,,,,,,,,,,,,
7996.913553,399,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0401724041437279,,,,,,,,,,,,,,,,
7996.913901,399,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0401724041437279,,,,,,,,,,,,,,,,
7996.914188,399,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0389271860368024,,,,,,,,,,,,,,,,
7996.914489,399,selection_info,8420893525106420796,25,"(7, 1, 0, 8, 8)",1,-0.093776126810737,0.0406414507832855,,,,,,,,,,,,,,,,
7996.914836,399,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0401724041437279,,,,,,,,,,,,,,,,
7996.915207,399,selection_info,15492424130391261209,25,"(7, 1, 0, 8, 8)",1,-0.093776126810737,0.0406414507832855,,,,,,,,,,,,,,,,
8011.939876,399,client_fit_metrics,8420893525106420796,,,,,,,,,,,,,,,,,,,,1.885338306427002,6.26875
8011.940382,399,client_fit_metrics,7830638094315628080,,,,,,,,,,,,,,,,,,,,6.515557289123535,18.168181818181814
8011.940678,399,client_fit_metrics,15492424130391261209,,,,,,,,,,,,,,,,,,,,0.799647331237793,9.10909090909091
8011.94113,399,client_fit_metrics,8818734309448792929,,,,,,,,,,,,,,,,,,,,7.183520317077637,13.63181818181818
8011.941572,399,client_fit_metrics,10577062229270185434,,,,,,,,,,,,,,,,,,,,2.1244168281555176,36.3
8024.078362,399,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.015885591506958,,
8024.078876,399,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0133755207061767,,
8024.079205,399,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0074045658111572,,
8024.079516,399,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0109179019927978,,
8024.079837,399,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0121772289276123,,
8024.080203,399,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0160260200500488,,
8024.080545,399,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7925696594427245,0.6981981981981982,0.962406015037594,0.6736842105263158,222,0.0212328433990478,,
8024.080845,399,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.008030891418457,,
8024.081167,399,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.012430191040039,,
8024.081439,399,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0250046253204345,,
8024.081767,399,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0165574550628662,,
8024.08215,399,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0111963748931884,,
8024.082474,399,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0083940029144287,,
8024.082769,399,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0193798542022705,,
8024.083251,399,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0121626853942871,,
8024.083588,399,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.8327645051194539,0.7621359223300971,0.991869918699187,0.7176470588235294,206,0.029264211654663,,
8024.083912,399,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.019608736038208,,
8024.084439,399,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0121965408325195,,
8024.08494,399,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.0173859596252441,,
8024.085334,399,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.819672131147541,0.7411764705882353,0.9803921568627452,0.704225352112676,255,0.0147173404693603,,
8024.085683,399,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.813655761024182,0.7304526748971193,0.981132075471698,0.6950182260024301,1944,0.0316958427429199,,
8024.086086,399,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8118985126859143,0.7295597484276729,0.9727463312368972,0.6966966966966966,795,0.0208733081817626,,
8024.086376,399,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082020759582519,,
8024.086617,399,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0092947483062744,,
8024.086902,399,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0079429149627685,,
8024.091247,399,learning_update,8420893525106420796,,,,,,"(7, 1, 0, 8, 8)",-1.1102230246251563e-16,0.02,0.18,-0.2000000000000001,,,,,,,,,,,
8024.092132,399,learning_update,15492424130391261209,,,,,,"(7, 1, 0, 8, 8)",-1.1102230246251563e-16,0.02,0.18,-0.2000000000000001,,,,,,,,,,,
8024.093054,399,learning_update,8818734309448792929,,,,,,"(8, 2, 1, 8, 8)",-1.1102230246251563e-16,0.02,0.18,-0.2000000000000001,,,,,,,,,,,
8024.093934,399,learning_update,7830638094315628080,,,,,,"(8, 2, 1, 8, 8)",-1.1102230246251563e-16,0.02,0.18,-0.2000000000000001,,,,,,,,,,,
8024.094665,399,learning_update,10577062229270185434,,,,,,"(7, 4, 2, 8, 8)",-1.1102230246251563e-16,0.02,0.18,-0.2000000000000001,,,,,,,,,,,
8024.137317,400,selection_info,16206290167654754491,25,"(8, 0, 0, 8, 8)",1,-0.0953709341074331,0.0404130596283453,,,,,,,,,,,,,,,,
8024.137794,400,selection_info,13644997368299628738,25,"(8, 0, 0, 8, 8)",1,-0.0953709341074331,0.0404130596283453,,,,,,,,,,,,,,,,
8024.138253,400,selection_info,16506691070021547649,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0391541862159882,,,,,,,,,,,,,,,,
8024.138571,400,selection_info,4354536512509177290,25,"(8, 2, 1, 8, 8)",0,-0.0980488056793778,0.0396290915487444,,,,,,,,,,,,,,,,
8024.139132,400,selection_info,17381897621308759492,25,"(7, 4, 2, 8, 8)",0,-0.0963438148481401,0.0401264633165794,,,,,,,,,,,,,,,,
8024.139419,400,selection_info,13392168843036499530,25,"(8, 0, 0, 8, 8)",1,-0.0953709341074331,0.0404130596283453,,,,,,,,,,,,,,,,
8024.139693,400,selection_info,5631037270461107728,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0391541862159882,,,,,,,,,,,,,,,,
8024.1401,400,selection_info,1234113313308987156,25,"(8, 0, 0, 8, 8)",1,-0.0953709341074331,0.0404130596283453,,,,,,,,,,,,,,,,
8024.140414,400,selection_info,10192160218266941336,25,"(8, 0, 0, 8, 8)",1,-0.0953709341074331,0.0404130596283453,,,,,,,,,,,,,,,,
8024.141069,400,selection_info,17693001876622351254,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0404130596283453,,,,,,,,,,,,,,,,
8024.141584,400,selection_info,10577062229270185434,25,"(7, 4, 2, 8, 8)",0,-0.0963438148481401,0.0401264633165794,,,,,,,,,,,,,,,,
8024.142102,400,selection_info,11806130149938443739,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0391541862159882,,,,,,,,,,,,,,,,
8024.142464,400,selection_info,15368353039753191835,25,"(8, 2, 1, 8, 8)",0,-0.0980488056793778,0.0396290915487444,,,,,,,,,,,,,,,,
8024.142912,400,selection_info,8818734309448792929,25,"(8, 3, 1, 8, 8)",0,-0.0959476018909658,0.0402429356729503,,,,,,,,,,,,,,,,
8024.143341,400,selection_info,4223374082031152552,25,"(7, 3, 2, 8, 8)",0,-0.095617104215398,0.0403403486762587,,,,,,,,,,,,,,,,
8024.143754,400,selection_info,9877728866716932389,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0404130596283453,,,,,,,,,,,,,,,,
8024.144106,400,selection_info,4790340174930014383,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0404130596283453,,,,,,,,,,,,,,,,
8024.144453,400,selection_info,7830638094315628080,25,"(8, 3, 1, 8, 8)",0,-0.0959476018909658,0.0402429356729503,,,,,,,,,,,,,,,,
8024.14481,400,selection_info,17833758267265781484,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0391541862159882,,,,,,,,,,,,,,,,
8024.145284,400,selection_info,4828451211135769972,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0404130596283453,,,,,,,,,,,,,,,,
8024.145852,400,selection_info,13037310488785240627,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0404130596283453,,,,,,,,,,,,,,,,
8024.146215,400,selection_info,14767769360382008888,25,"(8, 0, 2, 8, 8)",0,-0.0996968712618425,0.0391541862159882,,,,,,,,,,,,,,,,
8024.146507,400,selection_info,8420893525106420796,25,"(7, 2, 0, 8, 8)",0,-0.097893839691812,0.0396740416277262,,,,,,,,,,,,,,,,
8024.146968,400,selection_info,3521399516810494413,25,"(8, 0, 0, 8, 8)",0,-0.0953709341074331,0.0404130596283453,,,,,,,,,,,,,,,,
8024.147252,400,selection_info,15492424130391261209,25,"(7, 2, 0, 8, 8)",0,-0.097893839691812,0.0396740416277262,,,,,,,,,,,,,,,,
8036.179865,400,client_fit_metrics,16206290167654754491,,,,,,,,,,,,,,,,,,,,0.3293700218200683,12.56875
8036.180999,400,client_fit_metrics,10192160218266941336,,,,,,,,,,,,,,,,,,,,7.215960741043091,9.090909090909092
8036.181285,400,client_fit_metrics,13392168843036499530,,,,,,,,,,,,,,,,,,,,4.098990201950073,12.50625
8036.181581,400,client_fit_metrics,13644997368299628738,,,,,,,,,,,,,,,,,,,,0.2418279647827148,9.05
8036.181899,400,client_fit_metrics,1234113313308987156,,,,,,,,,,,,,,,,,,,,0.1841816902160644,12.00625
8048.34808,400,client_eval_metrics,7830638094315628080,,,,,,,,,,,17,Mid-Range Edge,4,0.8031496062992126,0.7165532879818595,0.9659090909090908,0.6873315363881402,441,0.039661169052124,,
8048.348645,400,client_eval_metrics,16506691070021547649,,,,,,,,,,,18,High-End Edge CPU,5,0.8151658767772512,0.7328767123287672,0.9828571428571428,0.6963562753036437,292,0.0187165737152099,,
8048.349023,400,client_eval_metrics,4828451211135769972,,,,,,,,,,,0,Low-End IoT,1,0.812960235640648,0.7286324786324786,0.98220640569395,0.6934673366834171,468,0.0127203464508056,,
8048.349357,400,client_eval_metrics,17381897621308759492,,,,,,,,,,,21,High-End Edge CPU,5,0.7987616099071208,0.7072072072072072,0.9699248120300752,0.6789473684210526,222,0.0158073902130126,,
8048.349785,400,client_eval_metrics,15492424130391261209,,,,,,,,,,,11,Mid-Range Edge,2,0.7785234899328859,0.6764705882352942,0.9508196721311476,0.6590909090909091,102,0.0091009140014648,,
8048.350168,400,client_eval_metrics,4354536512509177290,,,,,,,,,,,7,Mid-Range Edge,4,0.8087367178276269,0.7211703958691911,0.9827833572453372,0.6870611835506519,1162,0.0249421596527099,,
8048.350573,400,client_eval_metrics,1234113313308987156,,,,,,,,,,,6,Low-End IoT,2,0.8508771929824561,0.7914110429447853,0.9897959183673468,0.7461538461538462,163,0.0099315643310546,,
8048.35096,400,client_eval_metrics,4223374082031152552,,,,,,,,,,,5,High-End Edge CPU,8,0.7963800904977375,0.6959459459459459,0.9887640449438202,0.6666666666666666,148,0.0116050243377685,,
8048.352541,400,client_eval_metrics,14767769360382008888,,,,,,,,,,,2,High-End Edge CPU,5,0.8027210884353742,0.7156862745098039,0.9672131147540984,0.686046511627907,102,0.0081672668457031,,
8048.353084,400,client_eval_metrics,9877728866716932389,,,,,,,,,,,20,Mid-Range Edge,2,0.8045977011494253,0.7142857142857143,0.9859154929577464,0.6796116504854369,119,0.0214369297027587,,
8048.353407,400,client_eval_metrics,10577062229270185434,,,,,,,,,,,24,High-End Edge CPU,8,0.7843137254901961,0.6764705882352942,0.9836065573770492,0.6521739130434783,102,0.0168910026550292,,
8048.353944,400,client_eval_metrics,13037310488785240627,,,,,,,,,,,22,Low-End IoT,1,0.8159392789373814,0.7342465753424657,0.9817351598173516,0.698051948051948,365,0.0086524486541748,,
8048.354423,400,client_eval_metrics,13392168843036499530,,,,,,,,,,,1,Mid-Range Edge,2,0.8045977011494253,0.711864406779661,0.9859154929577464,0.6796116504854369,118,0.0088181495666503,,
8048.354893,400,client_eval_metrics,13644997368299628738,,,,,,,,,,,13,Low-End IoT,2,0.8057553956834532,0.7352941176470589,0.918032786885246,0.717948717948718,102,0.0142161846160888,,
8048.355304,400,client_eval_metrics,16206290167654754491,,,,,,,,,,,3,Low-End IoT,2,0.8129445234708392,0.7294238683127572,0.9802744425385936,0.6944106925880923,1944,0.0369942188262939,,
8048.355717,400,client_eval_metrics,5631037270461107728,,,,,,,,,,,15,High-End Edge CPU,8,0.825938566552901,0.7524271844660194,0.983739837398374,0.711764705882353,206,0.0223395824432373,,
8048.356132,400,client_eval_metrics,11806130149938443739,,,,,,,,,,,12,High-End Edge CPU,5,0.8207547169811321,0.745819397993311,0.9720670391061452,0.710204081632653,299,0.0164041519165039,,
8048.356478,400,client_eval_metrics,8420893525106420796,,,,,,,,,,,9,Low-End IoT,1,0.7947019867549668,0.696078431372549,0.9836065573770492,0.6666666666666666,102,0.0082466602325439,,
8048.356877,400,client_eval_metrics,17693001876622351254,,,,,,,,,,,19,Low-End IoT,1,0.8136482939632546,0.7320754716981132,0.9748427672955976,0.6981981981981982,795,0.0216190814971923,,
8048.357186,400,client_eval_metrics,4790340174930014383,,,,,,,,,,,10,Low-End IoT,1,0.8444444444444444,0.7795275590551181,1.0,0.7307692307692307,127,0.0135409832000732,,
8048.357516,400,client_eval_metrics,3521399516810494413,,,,,,,,,,,16,Low-End IoT,2,0.8243243243243243,0.7570093457943925,0.953125,0.7261904761904762,107,0.0122034549713134,,
8048.358107,400,client_eval_metrics,15368353039753191835,,,,,,,,,,,4,Mid-Range Edge,3,0.821917808219178,0.7450980392156863,0.9836065573770492,0.7058823529411765,102,0.0084824562072753,,
8048.358488,400,client_eval_metrics,17833758267265781484,,,,,,,,,,,8,High-End Edge CPU,5,0.8307692307692308,0.7676056338028169,0.9529411764705882,0.7363636363636363,142,0.0095245838165283,,
8048.358777,400,client_eval_metrics,10192160218266941336,,,,,,,,,,,23,Mid-Range Edge,2,0.8297872340425532,0.7611940298507462,0.975,0.7222222222222222,134,0.0270609855651855,,
8048.359215,400,client_eval_metrics,8818734309448792929,,,,,,,,,,,14,Mid-Range Edge,3,0.8142076502732241,0.7333333333333333,0.9738562091503268,0.6995305164319249,255,0.0164465904235839,,
8048.363715,400,learning_update,16206290167654754491,,,,,,"(8, 0, 0, 8, 8)",-0.0001765557814622,0.0,0.1,-0.1001765557814622,,,,,,,,,,,
8048.364479,400,learning_update,13644997368299628738,,,,,,"(8, 0, 0, 8, 8)",-0.0001765557814622,0.0,0.1,-0.1001765557814622,,,,,,,,,,,
8048.365206,400,learning_update,13392168843036499530,,,,,,"(8, 0, 0, 8, 8)",-0.0001765557814622,0.0,0.1,-0.1001765557814622,,,,,,,,,,,
8048.366049,400,learning_update,1234113313308987156,,,,,,"(8, 0, 0, 8, 8)",-0.0001765557814622,0.0,0.1,-0.1001765557814622,,,,,,,,,,,
8048.366967,400,learning_update,10192160218266941336,,,,,,"(8, 0, 0, 8, 8)",-0.0001765557814622,0.0,0.1,-0.1001765557814622,,,,,,,,,,,