File size: 18,742 Bytes
ed200bf
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
{
    "name": "root",
    "gauges": {
        "Pyramids.Policy.Entropy.mean": {
            "value": 0.6055507659912109,
            "min": 0.5545971393585205,
            "max": 1.4652374982833862,
            "count": 33
        },
        "Pyramids.Policy.Entropy.sum": {
            "value": 18079.32421875,
            "min": 16726.650390625,
            "max": 44449.4453125,
            "count": 33
        },
        "Pyramids.Step.mean": {
            "value": 989886.0,
            "min": 29952.0,
            "max": 989886.0,
            "count": 33
        },
        "Pyramids.Step.sum": {
            "value": 989886.0,
            "min": 29952.0,
            "max": 989886.0,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.mean": {
            "value": 0.2062392234802246,
            "min": -0.12374486774206161,
            "max": 0.2062392234802246,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.sum": {
            "value": 52.59100341796875,
            "min": -29.327533721923828,
            "max": 52.59100341796875,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.mean": {
            "value": 0.0064979721792042255,
            "min": 0.0064979721792042255,
            "max": 0.3841745853424072,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.sum": {
            "value": 1.6569828987121582,
            "min": 1.6569828987121582,
            "max": 91.04937744140625,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.mean": {
            "value": 0.06881269686208623,
            "min": 0.06485132826969102,
            "max": 0.07301852734026408,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.sum": {
            "value": 1.0321904529312935,
            "min": 0.4856852018357999,
            "max": 1.065315728923808,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.mean": {
            "value": 0.010306521416027357,
            "min": 0.00017163741776294076,
            "max": 0.010306521416027357,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.sum": {
            "value": 0.15459782124041035,
            "min": 0.0022312864309182298,
            "max": 0.15459782124041035,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.mean": {
            "value": 7.514577495173328e-06,
            "min": 7.514577495173328e-06,
            "max": 0.00029515063018788575,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.sum": {
            "value": 0.00011271866242759992,
            "min": 0.00011271866242759992,
            "max": 0.003374842075052699,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.mean": {
            "value": 0.10250482666666665,
            "min": 0.10250482666666665,
            "max": 0.19838354285714285,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.sum": {
            "value": 1.5375723999999997,
            "min": 1.3886848,
            "max": 2.4441297,
            "count": 33
        },
        "Pyramids.Policy.Beta.mean": {
            "value": 0.0002602321839999998,
            "min": 0.0002602321839999998,
            "max": 0.00983851593142857,
            "count": 33
        },
        "Pyramids.Policy.Beta.sum": {
            "value": 0.0039034827599999967,
            "min": 0.0039034827599999967,
            "max": 0.11251223527000001,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.mean": {
            "value": 0.009838652797043324,
            "min": 0.008644944988191128,
            "max": 0.3545594811439514,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.sum": {
            "value": 0.14757978916168213,
            "min": 0.12102923542261124,
            "max": 2.4819164276123047,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.mean": {
            "value": 645.5744680851063,
            "min": 645.5744680851063,
            "max": 999.0,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.sum": {
            "value": 30342.0,
            "min": 15984.0,
            "max": 32468.0,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.mean": {
            "value": 0.8436297566649762,
            "min": -1.0000000521540642,
            "max": 0.8436297566649762,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.sum": {
            "value": 39.65059856325388,
            "min": -31.991201654076576,
            "max": 39.65059856325388,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.mean": {
            "value": 0.8436297566649762,
            "min": -1.0000000521540642,
            "max": 0.8436297566649762,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.sum": {
            "value": 39.65059856325388,
            "min": -31.991201654076576,
            "max": 39.65059856325388,
            "count": 33
        },
        "Pyramids.Policy.RndReward.mean": {
            "value": 0.06570717093950891,
            "min": 0.05926284129458034,
            "max": 7.321759932674468,
            "count": 33
        },
        "Pyramids.Policy.RndReward.sum": {
            "value": 3.0882370341569185,
            "min": 2.7260906995506957,
            "max": 117.14815892279148,
            "count": 33
        },
        "Pyramids.IsTraining.mean": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 33
        },
        "Pyramids.IsTraining.sum": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 33
        }
    },
    "metadata": {
        "timer_format_version": "0.1.0",
        "start_time_seconds": "1741141852",
        "python_version": "3.10.12 (main, Jul  5 2023, 18:54:27) [GCC 11.2.0]",
        "command_line_arguments": "/usr/local/bin/mlagents-learn ./config/ppo/PyramidsRND.yaml --env=./training-envs-executables/linux/Pyramids/Pyramids --run-id=Pyramids Training --no-graphics",
        "mlagents_version": "1.2.0.dev0",
        "mlagents_envs_version": "1.2.0.dev0",
        "communication_protocol_version": "1.5.0",
        "pytorch_version": "2.6.0+cu124",
        "numpy_version": "1.23.5",
        "end_time_seconds": "1741143921"
    },
    "total": 2069.5114491430004,
    "count": 1,
    "self": 0.4786240840012397,
    "children": {
        "run_training.setup": {
            "total": 0.020694608999747288,
            "count": 1,
            "self": 0.020694608999747288
        },
        "TrainerController.start_learning": {
            "total": 2069.0121304499994,
            "count": 1,
            "self": 1.30110292100062,
            "children": {
                "TrainerController._reset_env": {
                    "total": 2.18894817599994,
                    "count": 1,
                    "self": 2.18894817599994
                },
                "TrainerController.advance": {
                    "total": 2065.4370622749993,
                    "count": 63363,
                    "self": 1.407918851049999,
                    "children": {
                        "env_step": {
                            "total": 1396.6957385759388,
                            "count": 63363,
                            "self": 1244.5475822899157,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 151.3848700050039,
                                    "count": 63363,
                                    "self": 4.686394982047659,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 146.69847502295625,
                                            "count": 62559,
                                            "self": 146.69847502295625
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 0.7632862810191909,
                                    "count": 63363,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 2064.1275298269557,
                                            "count": 63363,
                                            "is_parallel": true,
                                            "self": 929.5339436648378,
                                            "children": {
                                                "run_training.setup": {
                                                    "total": 0.0,
                                                    "count": 0,
                                                    "is_parallel": true,
                                                    "self": 0.0,
                                                    "children": {
                                                        "steps_from_proto": {
                                                            "total": 0.0022362230001817807,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0007808270001987694,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 0.0014553959999830113,
                                                                    "count": 8,
                                                                    "is_parallel": true,
                                                                    "self": 0.0014553959999830113
                                                                }
                                                            }
                                                        },
                                                        "UnityEnvironment.step": {
                                                            "total": 0.04851416700012123,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0005423620004876284,
                                                            "children": {
                                                                "UnityEnvironment._generate_step_input": {
                                                                    "total": 0.00046651299999211915,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00046651299999211915
                                                                },
                                                                "communicator.exchange": {
                                                                    "total": 0.045957933999943634,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.045957933999943634
                                                                },
                                                                "steps_from_proto": {
                                                                    "total": 0.0015473579996978515,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00033097199911935604,
                                                                    "children": {
                                                                        "_process_rank_one_or_two_observation": {
                                                                            "total": 0.0012163860005784954,
                                                                            "count": 8,
                                                                            "is_parallel": true,
                                                                            "self": 0.0012163860005784954
                                                                        }
                                                                    }
                                                                }
                                                            }
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 1134.5935861621178,
                                                    "count": 63362,
                                                    "is_parallel": true,
                                                    "self": 31.249703146093907,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 23.086564969972187,
                                                            "count": 63362,
                                                            "is_parallel": true,
                                                            "self": 23.086564969972187
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 984.4843640060108,
                                                            "count": 63362,
                                                            "is_parallel": true,
                                                            "self": 984.4843640060108
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 95.77295404004099,
                                                            "count": 63362,
                                                            "is_parallel": true,
                                                            "self": 19.25559823792628,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 76.51735580211471,
                                                                    "count": 506896,
                                                                    "is_parallel": true,
                                                                    "self": 76.51735580211471
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        },
                        "trainer_advance": {
                            "total": 667.3334048480106,
                            "count": 63363,
                            "self": 2.5397458720117356,
                            "children": {
                                "process_trajectory": {
                                    "total": 125.82038406499441,
                                    "count": 63363,
                                    "self": 125.61359581099441,
                                    "children": {
                                        "RLTrainer._checkpoint": {
                                            "total": 0.20678825400000278,
                                            "count": 2,
                                            "self": 0.20678825400000278
                                        }
                                    }
                                },
                                "_update_policy": {
                                    "total": 538.9732749110044,
                                    "count": 447,
                                    "self": 297.56945728405526,
                                    "children": {
                                        "TorchPPOOptimizer.update": {
                                            "total": 241.40381762694915,
                                            "count": 22740,
                                            "self": 241.40381762694915
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 9.300001693191007e-07,
                    "count": 1,
                    "self": 9.300001693191007e-07
                },
                "TrainerController._save_models": {
                    "total": 0.08501614799934032,
                    "count": 1,
                    "self": 0.0014787309992243536,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.08353741700011597,
                            "count": 1,
                            "self": 0.08353741700011597
                        }
                    }
                }
            }
        }
    }
}