Kimi-Dev-72B-GPTQ-Int4 / quant_log.csv
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layer,module,loss,samples,damp,time
0,self_attn.k_proj,0.0000000685,0.05000,1.952
0,self_attn.v_proj,0.0000000051,0.05000,1.721
0,self_attn.q_proj,0.0000003521,0.05000,1.779
0,self_attn.o_proj,0.0000000051,0.05000,1.790
0,mlp.gate_proj,0.0000002079,0.05000,2.237
0,mlp.up_proj,0.0000001977,0.05000,1.960
0,mlp.down_proj,0.0000000034,0.05000,10.567
1,self_attn.k_proj,0.0000000373,0.05000,1.738
1,self_attn.v_proj,0.0000000025,0.05000,1.740
1,self_attn.q_proj,0.0000001444,0.05000,1.788
1,self_attn.o_proj,0.0000000007,0.05000,1.782
1,mlp.gate_proj,0.0000006684,0.05000,1.988
1,mlp.up_proj,0.0000006192,0.05000,1.969
1,mlp.down_proj,0.0002015895,0.05000,10.579
2,self_attn.k_proj,0.0000020729,0.05000,1.724
2,self_attn.v_proj,0.0000007911,0.05000,1.714
2,self_attn.q_proj,0.0000070333,0.05000,1.775
2,self_attn.o_proj,0.0000000117,0.05000,1.795
2,mlp.gate_proj,0.0000012298,0.05000,1.968
2,mlp.up_proj,0.0000011734,0.05000,1.972
2,mlp.down_proj,0.0000000298,0.05000,10.620
3,self_attn.k_proj,0.0000015801,0.05000,1.755
3,self_attn.v_proj,0.0000006056,0.05000,1.764
3,self_attn.q_proj,0.0000047879,0.05000,1.813
3,self_attn.o_proj,0.0000000308,0.05000,1.813
3,mlp.gate_proj,0.0000019761,0.05000,1.979
3,mlp.up_proj,0.0000019347,0.05000,1.974
3,mlp.down_proj,0.0000000406,0.05000,10.661
4,self_attn.k_proj,0.0000022731,0.05000,1.872
4,self_attn.v_proj,0.0000010830,0.05000,1.864
4,self_attn.q_proj,0.0000093928,0.05000,1.906
4,self_attn.o_proj,0.0000000120,0.05000,1.927
4,mlp.gate_proj,0.0000038092,0.05000,2.084
4,mlp.up_proj,0.0000037036,0.05000,2.076
4,mlp.down_proj,0.0000000750,0.05000,10.953
5,self_attn.k_proj,0.0000031021,0.05000,1.733
5,self_attn.v_proj,0.0000017217,0.05000,1.725
5,self_attn.q_proj,0.0000123386,0.05000,1.788
5,self_attn.o_proj,0.0000000084,0.05000,1.795
5,mlp.gate_proj,0.0000062782,0.05000,1.972
5,mlp.up_proj,0.0000060347,0.05000,1.947
5,mlp.down_proj,0.0000001456,0.05000,10.600
6,self_attn.k_proj,0.0000020967,0.05000,1.728
6,self_attn.v_proj,0.0000010817,0.05000,1.713
6,self_attn.q_proj,0.0000080667,0.05000,1.803
6,self_attn.o_proj,0.0000000132,0.05000,1.806
6,mlp.gate_proj,0.0000083323,0.05000,1.982
6,mlp.up_proj,0.0000080155,0.05000,1.969
6,mlp.down_proj,0.0000002012,0.05000,10.563
7,self_attn.k_proj,0.0000029421,0.05000,1.741
7,self_attn.v_proj,0.0000014289,0.05000,1.724
7,self_attn.q_proj,0.0000117084,0.05000,1.821
7,self_attn.o_proj,0.0000000213,0.05000,1.799
7,mlp.gate_proj,0.0000104807,0.05000,1.985
7,mlp.up_proj,0.0000101542,0.05000,1.986
7,mlp.down_proj,0.0000002535,0.05000,10.585
8,self_attn.k_proj,0.0000027552,0.05000,1.744
8,self_attn.v_proj,0.0000014088,0.05000,1.738
8,self_attn.q_proj,0.0000106035,0.05000,1.794
8,self_attn.o_proj,0.0000000926,0.05000,1.805
8,mlp.gate_proj,0.0000121578,0.05000,1.984
8,mlp.up_proj,0.0000115947,0.05000,1.978
8,mlp.down_proj,0.0000003185,0.05000,10.654
9,self_attn.k_proj,0.0000073975,0.05000,1.814
9,self_attn.v_proj,0.0000041334,0.05000,1.730
9,self_attn.q_proj,0.0000333733,0.05000,1.799
9,self_attn.o_proj,0.0000001372,0.05000,1.803
9,mlp.gate_proj,0.0000130155,0.05000,1.955
9,mlp.up_proj,0.0000125228,0.05000,1.950
9,mlp.down_proj,0.0000003395,0.05000,10.714
10,self_attn.k_proj,0.0000043694,0.05000,1.737
10,self_attn.v_proj,0.0000022361,0.05000,1.723
10,self_attn.q_proj,0.0000186031,0.05000,1.816
10,self_attn.o_proj,0.0000001746,0.05000,1.795
10,mlp.gate_proj,0.0000156931,0.05000,1.980
10,mlp.up_proj,0.0000150417,0.05000,1.966
10,mlp.down_proj,0.0000004690,0.05000,10.710
11,self_attn.k_proj,0.0000051370,0.05000,1.747
11,self_attn.v_proj,0.0000023946,0.05000,1.736
11,self_attn.q_proj,0.0000224542,0.05000,1.796
11,self_attn.o_proj,0.0000001991,0.05000,1.796
11,mlp.gate_proj,0.0000179378,0.05000,1.990
11,mlp.up_proj,0.0000170724,0.05000,1.969
11,mlp.down_proj,0.0000006015,0.05000,10.676
12,self_attn.k_proj,0.0000068544,0.05000,1.859
12,self_attn.v_proj,0.0000036612,0.05000,1.839
12,self_attn.q_proj,0.0000317736,0.05000,1.908
12,self_attn.o_proj,0.0000003027,0.05000,1.918
12,mlp.gate_proj,0.0000199806,0.05000,2.102
12,mlp.up_proj,0.0000191298,0.05000,2.082
12,mlp.down_proj,0.0000007129,0.05000,11.001
13,self_attn.k_proj,0.0000063864,0.05000,1.730
13,self_attn.v_proj,0.0000034330,0.05000,1.719
13,self_attn.q_proj,0.0000289530,0.05000,1.980
13,self_attn.o_proj,0.0000002358,0.05000,1.790
13,mlp.gate_proj,0.0000228015,0.05000,2.018
13,mlp.up_proj,0.0000218623,0.05000,1.950
13,mlp.down_proj,0.0000009059,0.05000,10.562
14,self_attn.k_proj,0.0000061387,0.05000,1.805
14,self_attn.v_proj,0.0000032689,0.05000,1.739
14,self_attn.q_proj,0.0000278935,0.05000,2.213
14,self_attn.o_proj,0.0000004098,0.05000,1.805
14,mlp.gate_proj,0.0000234183,0.05000,2.002
14,mlp.up_proj,0.0000224868,0.05000,1.981
14,mlp.down_proj,0.0000009782,0.05000,10.644
15,self_attn.k_proj,0.0000076575,0.05000,1.760
15,self_attn.v_proj,0.0000041983,0.05000,1.746
15,self_attn.q_proj,0.0000377521,0.05000,1.809
15,self_attn.o_proj,0.0000003109,0.05000,1.816
15,mlp.gate_proj,0.0000293268,0.05000,2.150
15,mlp.up_proj,0.0000280428,0.05000,1.963
15,mlp.down_proj,0.0000012089,0.05000,10.600
16,self_attn.k_proj,0.0000071514,0.05000,1.771
16,self_attn.v_proj,0.0000036904,0.05000,1.765
16,self_attn.q_proj,0.0000334941,0.05000,1.815
16,self_attn.o_proj,0.0000003754,0.05000,1.823
16,mlp.gate_proj,0.0000318242,0.05000,2.024
16,mlp.up_proj,0.0000304060,0.05000,2.003
16,mlp.down_proj,0.0000014082,0.05000,10.840
17,self_attn.k_proj,0.0000058214,0.05000,1.763
17,self_attn.v_proj,0.0000035011,0.05000,1.745
17,self_attn.q_proj,0.0000266938,0.05000,1.815
17,self_attn.o_proj,0.0000004904,0.05000,1.805
17,mlp.gate_proj,0.0000305605,0.05000,2.189
17,mlp.up_proj,0.0000294420,0.05000,1.994
17,mlp.down_proj,0.0000015261,0.05000,10.648
18,self_attn.k_proj,0.0000113896,0.05000,1.742
18,self_attn.v_proj,0.0000064052,0.05000,1.727
18,self_attn.q_proj,0.0000516542,0.05000,1.795
18,self_attn.o_proj,0.0000004344,0.05000,1.796
18,mlp.gate_proj,0.0000367808,0.05000,1.973
18,mlp.up_proj,0.0000351525,0.05000,1.962
18,mlp.down_proj,0.0000018911,0.05000,10.552
19,self_attn.k_proj,0.0000147619,0.05000,1.741
19,self_attn.v_proj,0.0000090224,0.05000,1.746
19,self_attn.q_proj,0.0000708490,0.05000,1.792
19,self_attn.o_proj,0.0000004645,0.05000,1.792
19,mlp.gate_proj,0.0000423705,0.05000,1.967
19,mlp.up_proj,0.0000406029,0.05000,1.968
19,mlp.down_proj,0.0000027029,0.05000,10.781
20,self_attn.k_proj,0.0000055276,0.05000,1.750
20,self_attn.v_proj,0.0000033355,0.05000,1.743
20,self_attn.q_proj,0.0000273500,0.05000,1.793
20,self_attn.o_proj,0.0000006263,0.05000,1.793
20,mlp.gate_proj,0.0000512864,0.05000,2.252
20,mlp.up_proj,0.0000486326,0.05000,1.969
20,mlp.down_proj,0.0000035893,0.05000,10.766
21,self_attn.k_proj,0.0000045427,0.05000,1.768
21,self_attn.v_proj,0.0000029989,0.05000,1.780
21,self_attn.q_proj,0.0000227807,0.05000,1.806
21,self_attn.o_proj,0.0000011423,0.05000,1.793
21,mlp.gate_proj,0.0000463502,0.05000,2.002
21,mlp.up_proj,0.0000443138,0.05000,1.962
21,mlp.down_proj,0.0000035231,0.05000,10.620
22,self_attn.k_proj,0.0000118840,0.05000,1.769
22,self_attn.v_proj,0.0000075208,0.05000,1.737
22,self_attn.q_proj,0.0000649774,0.05000,1.802
22,self_attn.o_proj,0.0000013580,0.05000,1.791
22,mlp.gate_proj,0.0000637017,0.05000,2.294
22,mlp.up_proj,0.0000610995,0.05000,1.964
22,mlp.down_proj,0.0000066878,0.05000,10.608
23,self_attn.k_proj,0.0000096768,0.05000,1.758
23,self_attn.v_proj,0.0000066151,0.05000,1.746
23,self_attn.q_proj,0.0000553509,0.05000,1.801
23,self_attn.o_proj,0.0000017100,0.05000,1.799
23,mlp.gate_proj,0.0000711954,0.05000,2.026
23,mlp.up_proj,0.0000675318,0.05000,1.981
23,mlp.down_proj,0.0000065035,0.05000,10.602
24,self_attn.k_proj,0.0000083006,0.05000,1.753
24,self_attn.v_proj,0.0000067867,0.05000,1.741
24,self_attn.q_proj,0.0000467073,0.05000,1.793
24,self_attn.o_proj,0.0000016390,0.05000,1.797
24,mlp.gate_proj,0.0000832089,0.05000,1.972
24,mlp.up_proj,0.0000782947,0.05000,1.960
24,mlp.down_proj,0.0000072162,0.05000,10.594
25,self_attn.k_proj,0.0000148592,0.05000,1.930
25,self_attn.v_proj,0.0000096430,0.05000,1.742
25,self_attn.q_proj,0.0000845463,0.05000,1.797
25,self_attn.o_proj,0.0000019787,0.05000,1.794
25,mlp.gate_proj,0.0000984830,0.05000,1.975
25,mlp.up_proj,0.0000933006,0.05000,1.967
25,mlp.down_proj,0.0000084473,0.05000,10.587
26,self_attn.k_proj,0.0000107672,0.05000,1.781
26,self_attn.v_proj,0.0000072195,0.05000,1.763
26,self_attn.q_proj,0.0000593120,0.05000,1.823
26,self_attn.o_proj,0.0000023962,0.05000,1.816
26,mlp.gate_proj,0.0001110225,0.05000,1.998
26,mlp.up_proj,0.0001054887,0.05000,1.983
26,mlp.down_proj,0.0000088992,0.05000,10.699
27,self_attn.k_proj,0.0000106991,0.05000,1.944
27,self_attn.v_proj,0.0000075662,0.05000,1.731
27,self_attn.q_proj,0.0000575445,0.05000,1.781
27,self_attn.o_proj,0.0000020078,0.05000,1.789
27,mlp.gate_proj,0.0001217312,0.05000,1.969
27,mlp.up_proj,0.0001160810,0.05000,1.964
27,mlp.down_proj,0.0000096916,0.05000,10.565
28,self_attn.k_proj,0.0000104979,0.05000,1.767
28,self_attn.v_proj,0.0000081629,0.05000,1.760
28,self_attn.q_proj,0.0000589817,0.05000,1.814
28,self_attn.o_proj,0.0000016211,0.05000,1.817
28,mlp.gate_proj,0.0001300697,0.05000,2.004
28,mlp.up_proj,0.0001248194,0.05000,1.968
28,mlp.down_proj,0.0000111233,0.05000,10.678
29,self_attn.k_proj,0.0000137042,0.05000,1.752
29,self_attn.v_proj,0.0000089406,0.05000,1.733
29,self_attn.q_proj,0.0000729328,0.05000,1.784
29,self_attn.o_proj,0.0000026417,0.05000,1.797
29,mlp.gate_proj,0.0001383661,0.05000,1.988
29,mlp.up_proj,0.0001325025,0.05000,1.966
29,mlp.down_proj,0.0000118384,0.05000,11.022
30,self_attn.k_proj,0.0000135094,0.05000,1.777
30,self_attn.v_proj,0.0000106211,0.05000,1.751
30,self_attn.q_proj,0.0000781156,0.05000,1.796
30,self_attn.o_proj,0.0000030378,0.05000,1.798
30,mlp.gate_proj,0.0001510154,0.05000,1.980
30,mlp.up_proj,0.0001430569,0.05000,1.968
30,mlp.down_proj,0.0000125046,0.05000,10.932
31,self_attn.k_proj,0.0000150631,0.05000,1.762
31,self_attn.v_proj,0.0000115141,0.05000,1.744
31,self_attn.q_proj,0.0000834578,0.05000,1.799
31,self_attn.o_proj,0.0000020846,0.05000,1.790
31,mlp.gate_proj,0.0001636284,0.05000,2.262
31,mlp.up_proj,0.0001546849,0.05000,1.962
31,mlp.down_proj,0.0000131806,0.05000,10.579
32,self_attn.k_proj,0.0000166102,0.05000,1.781
32,self_attn.v_proj,0.0000128024,0.05000,1.740
32,self_attn.q_proj,0.0000919194,0.05000,1.790
32,self_attn.o_proj,0.0000023728,0.05000,1.815
32,mlp.gate_proj,0.0001712901,0.05000,1.978
32,mlp.up_proj,0.0001622502,0.05000,1.971
32,mlp.down_proj,0.0000140184,0.05000,10.771
33,self_attn.k_proj,0.0000155397,0.05000,1.807
33,self_attn.v_proj,0.0000141580,0.05000,1.770
33,self_attn.q_proj,0.0000830037,0.05000,1.835
33,self_attn.o_proj,0.0000017610,0.05000,1.820
33,mlp.gate_proj,0.0001827080,0.05000,2.015
33,mlp.up_proj,0.0001707335,0.05000,1.991
33,mlp.down_proj,0.0000144502,0.05000,10.621
34,self_attn.k_proj,0.0000175148,0.05000,3.051
34,self_attn.v_proj,0.0000159380,0.05000,1.756
34,self_attn.q_proj,0.0000969024,0.05000,1.819
34,self_attn.o_proj,0.0000012757,0.05000,1.814
34,mlp.gate_proj,0.0001907635,0.05000,1.991
34,mlp.up_proj,0.0001778772,0.05000,1.972
34,mlp.down_proj,0.0000154265,0.05000,10.691
35,self_attn.k_proj,0.0000191118,0.05000,1.755
35,self_attn.v_proj,0.0000179529,0.05000,1.751
35,self_attn.q_proj,0.0001059562,0.05000,1.857
35,self_attn.o_proj,0.0000010396,0.05000,1.815
35,mlp.gate_proj,0.0001951154,0.05000,2.000
35,mlp.up_proj,0.0001831631,0.05000,1.992
35,mlp.down_proj,0.0000158026,0.05000,10.654
36,self_attn.k_proj,0.0000201484,0.05000,1.778
36,self_attn.v_proj,0.0000189599,0.05000,1.774
36,self_attn.q_proj,0.0001111809,0.05000,1.842
36,self_attn.o_proj,0.0000018594,0.05000,1.806
36,mlp.gate_proj,0.0001979247,0.05000,1.987
36,mlp.up_proj,0.0001868471,0.05000,2.024
36,mlp.down_proj,0.0000156611,0.05000,10.717
37,self_attn.k_proj,0.0000191277,0.05000,2.143
37,self_attn.v_proj,0.0000170317,0.05000,1.762
37,self_attn.q_proj,0.0001037516,0.05000,1.824
37,self_attn.o_proj,0.0000016494,0.05000,1.918
37,mlp.gate_proj,0.0002023499,0.05000,2.012
37,mlp.up_proj,0.0001926919,0.05000,1.967
37,mlp.down_proj,0.0000165328,0.05000,10.620
38,self_attn.k_proj,0.0000190743,0.05000,1.760
38,self_attn.v_proj,0.0000157472,0.05000,1.751
38,self_attn.q_proj,0.0001001458,0.05000,1.804
38,self_attn.o_proj,0.0000027518,0.05000,1.816
38,mlp.gate_proj,0.0002092387,0.05000,2.005
38,mlp.up_proj,0.0001991309,0.05000,1.979
38,mlp.down_proj,0.0000174658,0.05000,10.616
39,self_attn.k_proj,0.0000183438,0.05000,1.797
39,self_attn.v_proj,0.0000157707,0.05000,1.786
39,self_attn.q_proj,0.0000962149,0.05000,1.829
39,self_attn.o_proj,0.0000025272,0.05000,1.819
39,mlp.gate_proj,0.0002148854,0.05000,2.003
39,mlp.up_proj,0.0002056378,0.05000,1.984
39,mlp.down_proj,0.0000188615,0.05000,10.656
40,self_attn.k_proj,0.0000182748,0.05000,1.776
40,self_attn.v_proj,0.0000128602,0.05000,1.801
40,self_attn.q_proj,0.0000945882,0.05000,1.837
40,self_attn.o_proj,0.0000040090,0.05000,1.838
40,mlp.gate_proj,0.0002224625,0.05000,1.998
40,mlp.up_proj,0.0002146541,0.05000,2.031
40,mlp.down_proj,0.0000212490,0.05000,10.668
41,self_attn.k_proj,0.0000163700,0.05000,1.771
41,self_attn.v_proj,0.0000122546,0.05000,1.760
41,self_attn.q_proj,0.0000833327,0.05000,1.834
41,self_attn.o_proj,0.0000048864,0.05000,1.838
41,mlp.gate_proj,0.0002355262,0.05000,1.998
41,mlp.up_proj,0.0002269599,0.05000,1.979
41,mlp.down_proj,0.0000229579,0.05000,10.677
42,self_attn.k_proj,0.0000204834,0.05000,1.763
42,self_attn.v_proj,0.0000159663,0.05000,1.760
42,self_attn.q_proj,0.0001116346,0.05000,1.817
42,self_attn.o_proj,0.0000038089,0.05000,1.806
42,mlp.gate_proj,0.0002455023,0.05000,2.074
42,mlp.up_proj,0.0002384295,0.05000,1.989
42,mlp.down_proj,0.0000260395,0.05000,10.683
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