File size: 19,170 Bytes
a3cf9e8
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
399
400
401
402
403
404
405
{
    "name": "root",
    "gauges": {
        "Pyramids.Policy.Entropy.mean": {
            "value": 0.4117347300052643,
            "min": 0.40967363119125366,
            "max": 1.4416874647140503,
            "count": 33
        },
        "Pyramids.Policy.Entropy.sum": {
            "value": 12312.515625,
            "min": 12292.5078125,
            "max": 43735.03125,
            "count": 33
        },
        "Pyramids.Step.mean": {
            "value": 989995.0,
            "min": 29952.0,
            "max": 989995.0,
            "count": 33
        },
        "Pyramids.Step.sum": {
            "value": 989995.0,
            "min": 29952.0,
            "max": 989995.0,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.mean": {
            "value": 0.4429982006549835,
            "min": -0.11300461739301682,
            "max": 0.4429982006549835,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.sum": {
            "value": 120.93850708007812,
            "min": -27.121109008789062,
            "max": 120.93850708007812,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.mean": {
            "value": 0.009348861873149872,
            "min": -0.0007346700876951218,
            "max": 0.3121086657047272,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.sum": {
            "value": 2.552239179611206,
            "min": -0.1873408704996109,
            "max": 73.96975708007812,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.mean": {
            "value": 0.068063630750018,
            "min": 0.06512978557429251,
            "max": 0.07327509979448896,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.sum": {
            "value": 0.9528908305002521,
            "min": 0.4839507439673875,
            "max": 1.0532503229361623,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.mean": {
            "value": 0.01598655992864285,
            "min": 0.000131386373719577,
            "max": 0.01598655992864285,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.sum": {
            "value": 0.2238118390009999,
            "min": 0.0017080228583545012,
            "max": 0.2238118390009999,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.mean": {
            "value": 7.318490417678567e-06,
            "min": 7.318490417678567e-06,
            "max": 0.00029515063018788575,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.sum": {
            "value": 0.00010245886584749994,
            "min": 0.00010245886584749994,
            "max": 0.0035077613307462996,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.mean": {
            "value": 0.10243946428571427,
            "min": 0.10243946428571427,
            "max": 0.19838354285714285,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.sum": {
            "value": 1.4341524999999997,
            "min": 1.3886848,
            "max": 2.5692537000000004,
            "count": 33
        },
        "Pyramids.Policy.Beta.mean": {
            "value": 0.0002537024821428571,
            "min": 0.0002537024821428571,
            "max": 0.00983851593142857,
            "count": 33
        },
        "Pyramids.Policy.Beta.sum": {
            "value": 0.0035518347499999994,
            "min": 0.0035518347499999994,
            "max": 0.11694844463,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.mean": {
            "value": 0.009764452464878559,
            "min": 0.009548386558890343,
            "max": 0.38033929467201233,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.sum": {
            "value": 0.13670232892036438,
            "min": 0.1336774080991745,
            "max": 2.662374973297119,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.mean": {
            "value": 414.0,
            "min": 414.0,
            "max": 999.0,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.sum": {
            "value": 31050.0,
            "min": 15984.0,
            "max": 32637.0,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.mean": {
            "value": 1.4526346375544865,
            "min": -1.0000000521540642,
            "max": 1.4988953637389035,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.sum": {
            "value": 108.9475978165865,
            "min": -30.998601615428925,
            "max": 108.9475978165865,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.mean": {
            "value": 1.4526346375544865,
            "min": -1.0000000521540642,
            "max": 1.4988953637389035,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.sum": {
            "value": 108.9475978165865,
            "min": -30.998601615428925,
            "max": 108.9475978165865,
            "count": 33
        },
        "Pyramids.Policy.RndReward.mean": {
            "value": 0.04224840864480939,
            "min": 0.04224840864480939,
            "max": 8.080033687874675,
            "count": 33
        },
        "Pyramids.Policy.RndReward.sum": {
            "value": 3.168630648360704,
            "min": 3.0305288865056355,
            "max": 129.2805390059948,
            "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": "1678321573",
        "python_version": "3.8.10 (default, Nov 14 2022, 12:59:47) \n[GCC 9.4.0]",
        "command_line_arguments": "/home/michel/Desktop/env/bin/mlagents-learn ./config/ppo/PyramidsRND.yaml --env=./training-envs-executables/linux/Pyramids/Pyramids --run-id=Pyramids Training --no-graphics",
        "mlagents_version": "0.29.0.dev0",
        "mlagents_envs_version": "0.29.0.dev0",
        "communication_protocol_version": "1.5.0",
        "pytorch_version": "1.8.1+cu102",
        "numpy_version": "1.19.0",
        "end_time_seconds": "1678322607"
    },
    "total": 1033.976035886,
    "count": 1,
    "self": 0.21928045000004204,
    "children": {
        "run_training.setup": {
            "total": 0.0512899870000183,
            "count": 1,
            "self": 0.0512899870000183
        },
        "TrainerController.start_learning": {
            "total": 1033.705465449,
            "count": 1,
            "self": 0.9291809480232587,
            "children": {
                "TrainerController._reset_env": {
                    "total": 2.142328912000039,
                    "count": 1,
                    "self": 2.142328912000039
                },
                "TrainerController.advance": {
                    "total": 1030.578141104977,
                    "count": 63596,
                    "self": 0.9213676960846442,
                    "children": {
                        "env_step": {
                            "total": 572.6218864469404,
                            "count": 63596,
                            "self": 500.35717842394706,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 71.66216238300399,
                                    "count": 63596,
                                    "self": 2.639973263061165,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 69.02218911994282,
                                            "count": 62568,
                                            "self": 24.11859495302815,
                                            "children": {
                                                "TorchPolicy.sample_actions": {
                                                    "total": 44.90359416691467,
                                                    "count": 62568,
                                                    "self": 44.90359416691467
                                                }
                                            }
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 0.6025456399893301,
                                    "count": 63596,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 1032.3054974279935,
                                            "count": 63596,
                                            "is_parallel": true,
                                            "self": 591.6611436340193,
                                            "children": {
                                                "run_training.setup": {
                                                    "total": 0.0,
                                                    "count": 0,
                                                    "is_parallel": true,
                                                    "self": 0.0,
                                                    "children": {
                                                        "steps_from_proto": {
                                                            "total": 0.0011750630001188256,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0002814680001392844,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 0.0008935949999795412,
                                                                    "count": 8,
                                                                    "is_parallel": true,
                                                                    "self": 0.0008935949999795412
                                                                }
                                                            }
                                                        },
                                                        "UnityEnvironment.step": {
                                                            "total": 0.02086268600010044,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.00035697799989975465,
                                                            "children": {
                                                                "UnityEnvironment._generate_step_input": {
                                                                    "total": 0.0003421290000460431,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.0003421290000460431
                                                                },
                                                                "communicator.exchange": {
                                                                    "total": 0.018538490000082675,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.018538490000082675
                                                                },
                                                                "steps_from_proto": {
                                                                    "total": 0.0016250890000719664,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00026331399999435234,
                                                                    "children": {
                                                                        "_process_rank_one_or_two_observation": {
                                                                            "total": 0.001361775000077614,
                                                                            "count": 8,
                                                                            "is_parallel": true,
                                                                            "self": 0.001361775000077614
                                                                        }
                                                                    }
                                                                }
                                                            }
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 440.64435379397423,
                                                    "count": 63595,
                                                    "is_parallel": true,
                                                    "self": 12.7546080440693,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 9.33707120498002,
                                                            "count": 63595,
                                                            "is_parallel": true,
                                                            "self": 9.33707120498002
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 365.23446450993197,
                                                            "count": 63595,
                                                            "is_parallel": true,
                                                            "self": 365.23446450993197
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 53.318210034992944,
                                                            "count": 63595,
                                                            "is_parallel": true,
                                                            "self": 9.363350655966315,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 43.95485937902663,
                                                                    "count": 508760,
                                                                    "is_parallel": true,
                                                                    "self": 43.95485937902663
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        },
                        "trainer_advance": {
                            "total": 457.034886961952,
                            "count": 63596,
                            "self": 1.6884432689805635,
                            "children": {
                                "process_trajectory": {
                                    "total": 94.15615678996755,
                                    "count": 63596,
                                    "self": 94.04345088496757,
                                    "children": {
                                        "RLTrainer._checkpoint": {
                                            "total": 0.11270590499998434,
                                            "count": 2,
                                            "self": 0.11270590499998434
                                        }
                                    }
                                },
                                "_update_policy": {
                                    "total": 361.1902869030039,
                                    "count": 452,
                                    "self": 143.36543787304208,
                                    "children": {
                                        "TorchPPOOptimizer.update": {
                                            "total": 217.8248490299618,
                                            "count": 22788,
                                            "self": 217.8248490299618
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 7.089997779985424e-07,
                    "count": 1,
                    "self": 7.089997779985424e-07
                },
                "TrainerController._save_models": {
                    "total": 0.05581377499993323,
                    "count": 1,
                    "self": 0.0006925789998604159,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.055121196000072814,
                            "count": 1,
                            "self": 0.055121196000072814
                        }
                    }
                }
            }
        }
    }
}