File size: 18,721 Bytes
869823d
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 0.4185730218887329,
            "min": 0.4185730218887329,
            "max": 1.4671629667282104,
            "count": 33
        },
        "Pyramids.Policy.Entropy.sum": {
            "value": 12530.40234375,
            "min": 12530.40234375,
            "max": 44507.85546875,
            "count": 33
        },
        "Pyramids.Step.mean": {
            "value": 989878.0,
            "min": 29958.0,
            "max": 989878.0,
            "count": 33
        },
        "Pyramids.Step.sum": {
            "value": 989878.0,
            "min": 29958.0,
            "max": 989878.0,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.mean": {
            "value": 0.3910575211048126,
            "min": -0.10510184615850449,
            "max": 0.453395813703537,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.sum": {
            "value": 103.23918914794922,
            "min": -25.329544067382812,
            "max": 121.05667877197266,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.mean": {
            "value": 0.0540316179394722,
            "min": 0.003430201904848218,
            "max": 0.3303825259208679,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.sum": {
            "value": 14.264347076416016,
            "min": 0.8541202545166016,
            "max": 78.63104248046875,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.mean": {
            "value": 0.0682032393757254,
            "min": 0.06511108100763849,
            "max": 0.07294659902871892,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.sum": {
            "value": 1.0230485906358808,
            "min": 0.5033261976238266,
            "max": 1.04888244275935,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.mean": {
            "value": 0.011619496290546118,
            "min": 0.0001541237208678819,
            "max": 0.013019459746240447,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.sum": {
            "value": 0.17429244435819177,
            "min": 0.0016953609295467008,
            "max": 0.18227243644736627,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.mean": {
            "value": 7.512477495873334e-06,
            "min": 7.512477495873334e-06,
            "max": 0.00029523814444442855,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.sum": {
            "value": 0.00011268716243810001,
            "min": 0.00011268716243810001,
            "max": 0.0035078573307143,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.mean": {
            "value": 0.10250412666666667,
            "min": 0.10250412666666667,
            "max": 0.1984127142857143,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.sum": {
            "value": 1.5375619,
            "min": 1.388889,
            "max": 2.5692857,
            "count": 33
        },
        "Pyramids.Policy.Beta.mean": {
            "value": 0.0002601622540000001,
            "min": 0.0002601622540000001,
            "max": 0.009841430157142856,
            "count": 33
        },
        "Pyramids.Policy.Beta.sum": {
            "value": 0.0039024338100000014,
            "min": 0.0039024338100000014,
            "max": 0.11695164143000003,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.mean": {
            "value": 0.008226909674704075,
            "min": 0.0077830529771745205,
            "max": 0.3760862350463867,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.sum": {
            "value": 0.1234036386013031,
            "min": 0.10896274447441101,
            "max": 2.632603645324707,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.mean": {
            "value": 457.87301587301585,
            "min": 425.95454545454544,
            "max": 999.0,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.sum": {
            "value": 28846.0,
            "min": 16629.0,
            "max": 32849.0,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.mean": {
            "value": 1.3516126726827924,
            "min": -0.999987552408129,
            "max": 1.513433309441263,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.sum": {
            "value": 85.15159837901592,
            "min": -31.999601677060127,
            "max": 99.88659842312336,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.mean": {
            "value": 1.3516126726827924,
            "min": -0.999987552408129,
            "max": 1.513433309441263,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.sum": {
            "value": 85.15159837901592,
            "min": -31.999601677060127,
            "max": 99.88659842312336,
            "count": 33
        },
        "Pyramids.Policy.RndReward.mean": {
            "value": 0.038956941581942836,
            "min": 0.03660548727423178,
            "max": 7.139599466586814,
            "count": 33
        },
        "Pyramids.Policy.RndReward.sum": {
            "value": 2.4542873196623987,
            "min": 2.4159621600992978,
            "max": 121.37319093197584,
            "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": "1743759009",
        "python_version": "3.10.12 (main, Jul  5 2023, 18:54:27) [GCC 11.2.0]",
        "command_line_arguments": "/usr/local/bin/mlagents-learn /content/ml-agents/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": "1743761347"
    },
    "total": 2337.638979544,
    "count": 1,
    "self": 0.5282870290002393,
    "children": {
        "run_training.setup": {
            "total": 0.02148465799996302,
            "count": 1,
            "self": 0.02148465799996302
        },
        "TrainerController.start_learning": {
            "total": 2337.089207857,
            "count": 1,
            "self": 1.7447182810287813,
            "children": {
                "TrainerController._reset_env": {
                    "total": 2.217395534000161,
                    "count": 1,
                    "self": 2.217395534000161
                },
                "TrainerController.advance": {
                    "total": 2333.03642901297,
                    "count": 63548,
                    "self": 1.7562227760517999,
                    "children": {
                        "env_step": {
                            "total": 1623.807898671966,
                            "count": 63548,
                            "self": 1449.3243318319292,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 173.49551099905784,
                                    "count": 63548,
                                    "self": 5.108520826031054,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 168.3869901730268,
                                            "count": 62559,
                                            "self": 168.3869901730268
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 0.9880558409790865,
                                    "count": 63548,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 2331.193917635074,
                                            "count": 63548,
                                            "is_parallel": true,
                                            "self": 1007.0058721200915,
                                            "children": {
                                                "run_training.setup": {
                                                    "total": 0.0,
                                                    "count": 0,
                                                    "is_parallel": true,
                                                    "self": 0.0,
                                                    "children": {
                                                        "steps_from_proto": {
                                                            "total": 0.0021125519999714015,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0007440310002948536,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 0.001368520999676548,
                                                                    "count": 8,
                                                                    "is_parallel": true,
                                                                    "self": 0.001368520999676548
                                                                }
                                                            }
                                                        },
                                                        "UnityEnvironment.step": {
                                                            "total": 0.0462365299999874,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0005140380001193989,
                                                            "children": {
                                                                "UnityEnvironment._generate_step_input": {
                                                                    "total": 0.0004523210000115796,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.0004523210000115796
                                                                },
                                                                "communicator.exchange": {
                                                                    "total": 0.04370984499996666,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.04370984499996666
                                                                },
                                                                "steps_from_proto": {
                                                                    "total": 0.0015603259998897556,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00034945299989885825,
                                                                    "children": {
                                                                        "_process_rank_one_or_two_observation": {
                                                                            "total": 0.0012108729999908974,
                                                                            "count": 8,
                                                                            "is_parallel": true,
                                                                            "self": 0.0012108729999908974
                                                                        }
                                                                    }
                                                                }
                                                            }
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 1324.1880455149824,
                                                    "count": 63547,
                                                    "is_parallel": true,
                                                    "self": 33.25807361885995,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 23.59699563102322,
                                                            "count": 63547,
                                                            "is_parallel": true,
                                                            "self": 23.59699563102322
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 1168.5220084760015,
                                                            "count": 63547,
                                                            "is_parallel": true,
                                                            "self": 1168.5220084760015
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 98.81096778909773,
                                                            "count": 63547,
                                                            "is_parallel": true,
                                                            "self": 20.68582852319537,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 78.12513926590236,
                                                                    "count": 508376,
                                                                    "is_parallel": true,
                                                                    "self": 78.12513926590236
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        },
                        "trainer_advance": {
                            "total": 707.4723075649524,
                            "count": 63548,
                            "self": 3.284575679875843,
                            "children": {
                                "process_trajectory": {
                                    "total": 132.1079465690807,
                                    "count": 63548,
                                    "self": 131.90172395208106,
                                    "children": {
                                        "RLTrainer._checkpoint": {
                                            "total": 0.20622261699963929,
                                            "count": 2,
                                            "self": 0.20622261699963929
                                        }
                                    }
                                },
                                "_update_policy": {
                                    "total": 572.0797853159959,
                                    "count": 444,
                                    "self": 313.71299598194514,
                                    "children": {
                                        "TorchPPOOptimizer.update": {
                                            "total": 258.36678933405074,
                                            "count": 22806,
                                            "self": 258.36678933405074
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 1.1890006135217845e-06,
                    "count": 1,
                    "self": 1.1890006135217845e-06
                },
                "TrainerController._save_models": {
                    "total": 0.09066384000016114,
                    "count": 1,
                    "self": 0.001569393999488966,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.08909444600067218,
                            "count": 1,
                            "self": 0.08909444600067218
                        }
                    }
                }
            }
        }
    }
}