File size: 19,225 Bytes
8af4bf7
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 0.3336308002471924,
            "min": 0.3336308002471924,
            "max": 1.4739867448806763,
            "count": 33
        },
        "Pyramids.Policy.Entropy.sum": {
            "value": 9928.8525390625,
            "min": 9928.8525390625,
            "max": 44714.86328125,
            "count": 33
        },
        "Pyramids.Step.mean": {
            "value": 989914.0,
            "min": 29952.0,
            "max": 989914.0,
            "count": 33
        },
        "Pyramids.Step.sum": {
            "value": 989914.0,
            "min": 29952.0,
            "max": 989914.0,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.mean": {
            "value": 0.6524842977523804,
            "min": -0.1032743901014328,
            "max": 0.7222211360931396,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.sum": {
            "value": 185.95802307128906,
            "min": -24.992403030395508,
            "max": 207.2774658203125,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.mean": {
            "value": 0.014233765192329884,
            "min": -0.014584774151444435,
            "max": 0.5624263286590576,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.sum": {
            "value": 4.0566229820251465,
            "min": -4.054567337036133,
            "max": 133.2950439453125,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.mean": {
            "value": 0.06715620267839191,
            "min": 0.06391471691916471,
            "max": 0.07474561396761079,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.sum": {
            "value": 0.9401868374974868,
            "min": 0.47236056482113614,
            "max": 1.0600206978814837,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.mean": {
            "value": 0.015102194202599162,
            "min": 0.00021988153755070396,
            "max": 0.018140168579976326,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.sum": {
            "value": 0.21143071883638828,
            "min": 0.0026385784506084476,
            "max": 0.22722500430616346,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.mean": {
            "value": 7.562433193507139e-06,
            "min": 7.562433193507139e-06,
            "max": 0.00029515063018788575,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.sum": {
            "value": 0.00010587406470909995,
            "min": 0.00010587406470909995,
            "max": 0.0036317920894026992,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.mean": {
            "value": 0.10252077857142858,
            "min": 0.10252077857142858,
            "max": 0.19838354285714285,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.sum": {
            "value": 1.4352909,
            "min": 1.3691136000000002,
            "max": 2.6105973,
            "count": 33
        },
        "Pyramids.Policy.Beta.mean": {
            "value": 0.00026182577928571423,
            "min": 0.00026182577928571423,
            "max": 0.00983851593142857,
            "count": 33
        },
        "Pyramids.Policy.Beta.sum": {
            "value": 0.003665560909999999,
            "min": 0.003665560909999999,
            "max": 0.12107867027000001,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.mean": {
            "value": 0.013648114167153835,
            "min": 0.013648114167153835,
            "max": 0.729371190071106,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.sum": {
            "value": 0.19107359647750854,
            "min": 0.19107359647750854,
            "max": 5.105598449707031,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.mean": {
            "value": 305.66336633663366,
            "min": 261.74766355140184,
            "max": 999.0,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.sum": {
            "value": 30872.0,
            "min": 15984.0,
            "max": 33145.0,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.mean": {
            "value": 1.6568646872160482,
            "min": -1.0000000521540642,
            "max": 1.738252324060859,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.sum": {
            "value": 169.0001980960369,
            "min": -32.000001668930054,
            "max": 187.07699754834175,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.mean": {
            "value": 1.6568646872160482,
            "min": -1.0000000521540642,
            "max": 1.738252324060859,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.sum": {
            "value": 169.0001980960369,
            "min": -32.000001668930054,
            "max": 187.07699754834175,
            "count": 33
        },
        "Pyramids.Policy.RndReward.mean": {
            "value": 0.042576474308803236,
            "min": 0.03839342447463423,
            "max": 15.976162689737976,
            "count": 33
        },
        "Pyramids.Policy.RndReward.sum": {
            "value": 4.34280037949793,
            "min": 4.108096418785863,
            "max": 255.6186030358076,
            "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": "1673803442",
        "python_version": "3.8.16 (default, Dec  7 2022, 01:12:06) \n[GCC 11.3.0]",
        "command_line_arguments": "/home/emmanuel/Documents/code/rl/ml-agents/venv/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": "1.20.0",
        "end_time_seconds": "1673805435"
    },
    "total": 1992.2478150590032,
    "count": 1,
    "self": 0.3718441579840146,
    "children": {
        "run_training.setup": {
            "total": 0.25807200200506486,
            "count": 1,
            "self": 0.25807200200506486
        },
        "TrainerController.start_learning": {
            "total": 1991.617898899014,
            "count": 1,
            "self": 1.5770891454594675,
            "children": {
                "TrainerController._reset_env": {
                    "total": 1.995607110002311,
                    "count": 1,
                    "self": 1.995607110002311
                },
                "TrainerController.advance": {
                    "total": 1987.8867047335661,
                    "count": 64181,
                    "self": 1.5895608359423932,
                    "children": {
                        "env_step": {
                            "total": 1147.5368528595136,
                            "count": 64181,
                            "self": 1056.775928500254,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 89.77668651469867,
                                    "count": 64181,
                                    "self": 4.4662404021655675,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 85.3104461125331,
                                            "count": 62557,
                                            "self": 19.557115692587104,
                                            "children": {
                                                "TorchPolicy.sample_actions": {
                                                    "total": 65.753330419946,
                                                    "count": 62557,
                                                    "self": 65.753330419946
                                                }
                                            }
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 0.9842378445609938,
                                    "count": 64181,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 1988.2228884786018,
                                            "count": 64181,
                                            "is_parallel": true,
                                            "self": 1036.3317487975874,
                                            "children": {
                                                "run_training.setup": {
                                                    "total": 0.0,
                                                    "count": 0,
                                                    "is_parallel": true,
                                                    "self": 0.0,
                                                    "children": {
                                                        "steps_from_proto": {
                                                            "total": 0.002067510999040678,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0006967409863136709,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 0.0013707700127270073,
                                                                    "count": 8,
                                                                    "is_parallel": true,
                                                                    "self": 0.0013707700127270073
                                                                }
                                                            }
                                                        },
                                                        "UnityEnvironment.step": {
                                                            "total": 0.10326555199571885,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0003784889995586127,
                                                            "children": {
                                                                "UnityEnvironment._generate_step_input": {
                                                                    "total": 0.0008382520172744989,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.0008382520172744989
                                                                },
                                                                "communicator.exchange": {
                                                                    "total": 0.10093908198177814,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.10093908198177814
                                                                },
                                                                "steps_from_proto": {
                                                                    "total": 0.0011097289971075952,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.0002831730234902352,
                                                                    "children": {
                                                                        "_process_rank_one_or_two_observation": {
                                                                            "total": 0.00082655597361736,
                                                                            "count": 8,
                                                                            "is_parallel": true,
                                                                            "self": 0.00082655597361736
                                                                        }
                                                                    }
                                                                }
                                                            }
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 951.8911396810145,
                                                    "count": 64180,
                                                    "is_parallel": true,
                                                    "self": 22.411985482642194,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 16.6701868257951,
                                                            "count": 64180,
                                                            "is_parallel": true,
                                                            "self": 16.6701868257951
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 844.2288554826519,
                                                            "count": 64180,
                                                            "is_parallel": true,
                                                            "self": 844.2288554826519
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 68.58011188992532,
                                                            "count": 64180,
                                                            "is_parallel": true,
                                                            "self": 17.461721953790402,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 51.11838993613492,
                                                                    "count": 513440,
                                                                    "is_parallel": true,
                                                                    "self": 51.11838993613492
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        },
                        "trainer_advance": {
                            "total": 838.7602910381102,
                            "count": 64181,
                            "self": 2.867345807579113,
                            "children": {
                                "process_trajectory": {
                                    "total": 148.39430403569713,
                                    "count": 64181,
                                    "self": 147.1580371716991,
                                    "children": {
                                        "RLTrainer._checkpoint": {
                                            "total": 1.2362668639980257,
                                            "count": 2,
                                            "self": 1.2362668639980257
                                        }
                                    }
                                },
                                "_update_policy": {
                                    "total": 687.4986411948339,
                                    "count": 450,
                                    "self": 217.11618643419934,
                                    "children": {
                                        "TorchPPOOptimizer.update": {
                                            "total": 470.3824547606346,
                                            "count": 22791,
                                            "self": 470.3824547606346
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 1.000997144728899e-06,
                    "count": 1,
                    "self": 1.000997144728899e-06
                },
                "TrainerController._save_models": {
                    "total": 0.15849690898903646,
                    "count": 1,
                    "self": 0.0015820829721633345,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.15691482601687312,
                            "count": 1,
                            "self": 0.15691482601687312
                        }
                    }
                }
            }
        }
    }
}