File size: 19,194 Bytes
bd29eb7
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 0.4396551847457886,
            "min": 0.4396551847457886,
            "max": 1.391548991203308,
            "count": 33
        },
        "Pyramids.Policy.Entropy.sum": {
            "value": 13161.517578125,
            "min": 13161.517578125,
            "max": 42214.03125,
            "count": 33
        },
        "Pyramids.Step.mean": {
            "value": 989941.0,
            "min": 29952.0,
            "max": 989941.0,
            "count": 33
        },
        "Pyramids.Step.sum": {
            "value": 989941.0,
            "min": 29952.0,
            "max": 989941.0,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.mean": {
            "value": 0.45281553268432617,
            "min": -0.1800701916217804,
            "max": 0.5031939744949341,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.sum": {
            "value": 122.7130126953125,
            "min": -42.6766357421875,
            "max": 135.86236572265625,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.mean": {
            "value": 0.03403672203421593,
            "min": 0.0056115612387657166,
            "max": 0.5939701795578003,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.sum": {
            "value": 9.22395133972168,
            "min": 1.520733118057251,
            "max": 140.77093505859375,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.mean": {
            "value": 0.06476632071861473,
            "min": 0.06440121945662507,
            "max": 0.07394794854310215,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.sum": {
            "value": 0.9067284900606062,
            "min": 0.4774663622572017,
            "max": 1.074361404927913,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.mean": {
            "value": 0.018741669808155708,
            "min": 0.001202503200516351,
            "max": 0.018741669808155708,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.sum": {
            "value": 0.26238337731417993,
            "min": 0.008417522403614458,
            "max": 0.26238337731417993,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.mean": {
            "value": 7.384083252957147e-06,
            "min": 7.384083252957147e-06,
            "max": 0.00029515063018788575,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.sum": {
            "value": 0.00010337716554140006,
            "min": 0.00010337716554140006,
            "max": 0.0036324358891880997,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.mean": {
            "value": 0.10246132857142858,
            "min": 0.10246132857142858,
            "max": 0.19838354285714285,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.sum": {
            "value": 1.4344586000000001,
            "min": 1.3691136000000002,
            "max": 2.6108119000000003,
            "count": 33
        },
        "Pyramids.Policy.Beta.mean": {
            "value": 0.00025588672428571445,
            "min": 0.00025588672428571445,
            "max": 0.00983851593142857,
            "count": 33
        },
        "Pyramids.Policy.Beta.sum": {
            "value": 0.003582414140000002,
            "min": 0.003582414140000002,
            "max": 0.12110010881,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.mean": {
            "value": 0.017936760559678078,
            "min": 0.017726516351103783,
            "max": 0.6130093336105347,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.sum": {
            "value": 0.2511146366596222,
            "min": 0.2511146366596222,
            "max": 4.291065216064453,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.mean": {
            "value": 398.9736842105263,
            "min": 367.81481481481484,
            "max": 999.0,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.sum": {
            "value": 30322.0,
            "min": 15984.0,
            "max": 31968.0,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.mean": {
            "value": 1.4957262902079445,
            "min": -1.0000000521540642,
            "max": 1.5459999729480063,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.sum": {
            "value": 113.67519805580378,
            "min": -32.000001668930054,
            "max": 122.43579834699631,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.mean": {
            "value": 1.4957262902079445,
            "min": -1.0000000521540642,
            "max": 1.5459999729480063,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.sum": {
            "value": 113.67519805580378,
            "min": -32.000001668930054,
            "max": 122.43579834699631,
            "count": 33
        },
        "Pyramids.Policy.RndReward.mean": {
            "value": 0.07370381586090509,
            "min": 0.07189388586848508,
            "max": 11.804267760366201,
            "count": 33
        },
        "Pyramids.Policy.RndReward.sum": {
            "value": 5.601490005428786,
            "min": 5.47153862711275,
            "max": 188.86828416585922,
            "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": "1673638307",
        "python_version": "3.8.16 (default, Dec  7 2022, 01:12:13) \n[GCC 7.5.0]",
        "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": "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": "1.21.6",
        "end_time_seconds": "1673640440"
    },
    "total": 2132.170624842,
    "count": 1,
    "self": 0.4933884150000267,
    "children": {
        "run_training.setup": {
            "total": 0.11826202100019145,
            "count": 1,
            "self": 0.11826202100019145
        },
        "TrainerController.start_learning": {
            "total": 2131.558974406,
            "count": 1,
            "self": 1.2410631389784612,
            "children": {
                "TrainerController._reset_env": {
                    "total": 10.247740610999927,
                    "count": 1,
                    "self": 10.247740610999927
                },
                "TrainerController.advance": {
                    "total": 2119.973484765021,
                    "count": 63711,
                    "self": 1.3737178881015097,
                    "children": {
                        "env_step": {
                            "total": 1407.5015681459718,
                            "count": 63711,
                            "self": 1300.3228378689641,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 106.39662315901523,
                                    "count": 63711,
                                    "self": 4.436344639983872,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 101.96027851903136,
                                            "count": 62581,
                                            "self": 34.55857385299555,
                                            "children": {
                                                "TorchPolicy.sample_actions": {
                                                    "total": 67.40170466603581,
                                                    "count": 62581,
                                                    "self": 67.40170466603581
                                                }
                                            }
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 0.782107117992382,
                                    "count": 63711,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 2126.9092807480138,
                                            "count": 63711,
                                            "is_parallel": true,
                                            "self": 929.5254545799667,
                                            "children": {
                                                "run_training.setup": {
                                                    "total": 0.0,
                                                    "count": 0,
                                                    "is_parallel": true,
                                                    "self": 0.0,
                                                    "children": {
                                                        "steps_from_proto": {
                                                            "total": 0.007137400999909005,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.004405902000144124,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 0.002731498999764881,
                                                                    "count": 8,
                                                                    "is_parallel": true,
                                                                    "self": 0.002731498999764881
                                                                }
                                                            }
                                                        },
                                                        "UnityEnvironment.step": {
                                                            "total": 0.0501198409999688,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0005406759999004862,
                                                            "children": {
                                                                "UnityEnvironment._generate_step_input": {
                                                                    "total": 0.00046890499993423873,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00046890499993423873
                                                                },
                                                                "communicator.exchange": {
                                                                    "total": 0.04747559700012971,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.04747559700012971
                                                                },
                                                                "steps_from_proto": {
                                                                    "total": 0.001634663000004366,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.0004108010002710216,
                                                                    "children": {
                                                                        "_process_rank_one_or_two_observation": {
                                                                            "total": 0.0012238619997333444,
                                                                            "count": 8,
                                                                            "is_parallel": true,
                                                                            "self": 0.0012238619997333444
                                                                        }
                                                                    }
                                                                }
                                                            }
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 1197.383826168047,
                                                    "count": 63710,
                                                    "is_parallel": true,
                                                    "self": 30.362966142013192,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 24.214603850988624,
                                                            "count": 63710,
                                                            "is_parallel": true,
                                                            "self": 24.214603850988624
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 1043.8963723280099,
                                                            "count": 63710,
                                                            "is_parallel": true,
                                                            "self": 1043.8963723280099
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 98.90988384703542,
                                                            "count": 63710,
                                                            "is_parallel": true,
                                                            "self": 23.023201704008443,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 75.88668214302697,
                                                                    "count": 509680,
                                                                    "is_parallel": true,
                                                                    "self": 75.88668214302697
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        },
                        "trainer_advance": {
                            "total": 711.0981987309476,
                            "count": 63711,
                            "self": 2.4343279908746354,
                            "children": {
                                "process_trajectory": {
                                    "total": 153.22679905207133,
                                    "count": 63711,
                                    "self": 153.02374417107103,
                                    "children": {
                                        "RLTrainer._checkpoint": {
                                            "total": 0.20305488100029834,
                                            "count": 2,
                                            "self": 0.20305488100029834
                                        }
                                    }
                                },
                                "_update_policy": {
                                    "total": 555.4370716880017,
                                    "count": 447,
                                    "self": 212.6245376719703,
                                    "children": {
                                        "TorchPPOOptimizer.update": {
                                            "total": 342.81253401603135,
                                            "count": 22806,
                                            "self": 342.81253401603135
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 9.1600031737471e-07,
                    "count": 1,
                    "self": 9.1600031737471e-07
                },
                "TrainerController._save_models": {
                    "total": 0.09668497500024387,
                    "count": 1,
                    "self": 0.0015000450002844445,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.09518492999995942,
                            "count": 1,
                            "self": 0.09518492999995942
                        }
                    }
                }
            }
        }
    }
}