File size: 18,779 Bytes
51905cd
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 0.326950341463089,
            "min": 0.3174233138561249,
            "max": 1.4329593181610107,
            "count": 33
        },
        "Pyramids.Policy.Entropy.sum": {
            "value": 9792.81640625,
            "min": 9553.171875,
            "max": 43470.25390625,
            "count": 33
        },
        "Pyramids.Step.mean": {
            "value": 989904.0,
            "min": 29952.0,
            "max": 989904.0,
            "count": 33
        },
        "Pyramids.Step.sum": {
            "value": 989904.0,
            "min": 29952.0,
            "max": 989904.0,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.mean": {
            "value": 0.6591793894767761,
            "min": -0.19202831387519836,
            "max": 0.7046499252319336,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.sum": {
            "value": 193.13955688476562,
            "min": -45.510711669921875,
            "max": 204.82191467285156,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.mean": {
            "value": -0.014648598618805408,
            "min": -0.020073240622878075,
            "max": 0.23948360979557037,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.sum": {
            "value": -4.292039394378662,
            "min": -5.0584564208984375,
            "max": 57.95503234863281,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.mean": {
            "value": 0.0668691588665655,
            "min": 0.06559629330021324,
            "max": 0.07277904811439476,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.sum": {
            "value": 0.9361682241319169,
            "min": 0.48262447918947227,
            "max": 1.0529391999880318,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.mean": {
            "value": 0.01726254585584011,
            "min": 0.00022079523540326307,
            "max": 0.018263577823832054,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.sum": {
            "value": 0.24167564198176156,
            "min": 0.002649542824839157,
            "max": 0.25569008953364875,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.mean": {
            "value": 7.3811475396500005e-06,
            "min": 7.3811475396500005e-06,
            "max": 0.00029515063018788575,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.sum": {
            "value": 0.0001033360655551,
            "min": 0.0001033360655551,
            "max": 0.0033788045737318997,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.mean": {
            "value": 0.10246034999999998,
            "min": 0.10246034999999998,
            "max": 0.19838354285714285,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.sum": {
            "value": 1.4344448999999997,
            "min": 1.3886848,
            "max": 2.5262681000000007,
            "count": 33
        },
        "Pyramids.Policy.Beta.mean": {
            "value": 0.00025578896500000006,
            "min": 0.00025578896500000006,
            "max": 0.00983851593142857,
            "count": 33
        },
        "Pyramids.Policy.Beta.sum": {
            "value": 0.003581045510000001,
            "min": 0.003581045510000001,
            "max": 0.11265418319000002,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.mean": {
            "value": 0.010848228819668293,
            "min": 0.010768105275928974,
            "max": 0.36859115958213806,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.sum": {
            "value": 0.15187519788742065,
            "min": 0.15187519788742065,
            "max": 2.5801382064819336,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.mean": {
            "value": 275.7383177570093,
            "min": 269.0892857142857,
            "max": 999.0,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.sum": {
            "value": 29504.0,
            "min": 15984.0,
            "max": 32905.0,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.mean": {
            "value": 1.7055814682885453,
            "min": -1.0000000521540642,
            "max": 1.713049987863217,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.sum": {
            "value": 184.2027985751629,
            "min": -31.996801659464836,
            "max": 193.57179826498032,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.mean": {
            "value": 1.7055814682885453,
            "min": -1.0000000521540642,
            "max": 1.713049987863217,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.sum": {
            "value": 184.2027985751629,
            "min": -31.996801659464836,
            "max": 193.57179826498032,
            "count": 33
        },
        "Pyramids.Policy.RndReward.mean": {
            "value": 0.03069189764829827,
            "min": 0.030037721982807852,
            "max": 7.071505197323859,
            "count": 33
        },
        "Pyramids.Policy.RndReward.sum": {
            "value": 3.314724946016213,
            "min": 3.1599544174969196,
            "max": 113.14408315718174,
            "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": "1778013634",
        "python_version": "3.10.12 (main, Jul 26 2023, 13:20:36) [Clang 16.0.3 ]",
        "command_line_arguments": "/home/javij/rl-hf-course/.venv-mlagents310/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": "2.8.0+cu128",
        "numpy_version": "1.23.5",
        "end_time_seconds": "1778015305"
    },
    "total": 1671.2465053209999,
    "count": 1,
    "self": 0.26931290900029126,
    "children": {
        "run_training.setup": {
            "total": 0.018491495000489522,
            "count": 1,
            "self": 0.018491495000489522
        },
        "TrainerController.start_learning": {
            "total": 1670.958700916999,
            "count": 1,
            "self": 1.0633043902034842,
            "children": {
                "TrainerController._reset_env": {
                    "total": 2.128374433999852,
                    "count": 1,
                    "self": 2.128374433999852
                },
                "TrainerController.advance": {
                    "total": 1667.685306045796,
                    "count": 64302,
                    "self": 0.9395110448294872,
                    "children": {
                        "env_step": {
                            "total": 972.2156303431784,
                            "count": 64302,
                            "self": 773.4676823979989,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 198.08443278213235,
                                    "count": 64302,
                                    "self": 2.722146914949917,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 195.36228586718244,
                                            "count": 62566,
                                            "self": 195.36228586718244
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 0.6635151630471228,
                                    "count": 64302,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 1668.4554395721261,
                                            "count": 64302,
                                            "is_parallel": true,
                                            "self": 956.4840547172007,
                                            "children": {
                                                "run_training.setup": {
                                                    "total": 0.0,
                                                    "count": 0,
                                                    "is_parallel": true,
                                                    "self": 0.0,
                                                    "children": {
                                                        "steps_from_proto": {
                                                            "total": 0.0014748329995200038,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0005038250001234701,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 0.0009710079993965337,
                                                                    "count": 8,
                                                                    "is_parallel": true,
                                                                    "self": 0.0009710079993965337
                                                                }
                                                            }
                                                        },
                                                        "UnityEnvironment.step": {
                                                            "total": 0.0280242079988966,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.00019692799833137542,
                                                            "children": {
                                                                "UnityEnvironment._generate_step_input": {
                                                                    "total": 0.00022987699958321173,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00022987699958321173
                                                                },
                                                                "communicator.exchange": {
                                                                    "total": 0.027022600001146202,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.027022600001146202
                                                                },
                                                                "steps_from_proto": {
                                                                    "total": 0.0005748029998358106,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00015268800052581355,
                                                                    "children": {
                                                                        "_process_rank_one_or_two_observation": {
                                                                            "total": 0.0004221149993099971,
                                                                            "count": 8,
                                                                            "is_parallel": true,
                                                                            "self": 0.0004221149993099971
                                                                        }
                                                                    }
                                                                }
                                                            }
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 711.9713848549254,
                                                    "count": 64301,
                                                    "is_parallel": true,
                                                    "self": 12.806162832916016,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 8.451609439165622,
                                                            "count": 64301,
                                                            "is_parallel": true,
                                                            "self": 8.451609439165622
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 655.8673288118098,
                                                            "count": 64301,
                                                            "is_parallel": true,
                                                            "self": 655.8673288118098
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 34.846283771033995,
                                                            "count": 64301,
                                                            "is_parallel": true,
                                                            "self": 8.43398944196997,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 26.412294329064025,
                                                                    "count": 514408,
                                                                    "is_parallel": true,
                                                                    "self": 26.412294329064025
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        },
                        "trainer_advance": {
                            "total": 694.5301646577882,
                            "count": 64302,
                            "self": 1.8509094566852582,
                            "children": {
                                "process_trajectory": {
                                    "total": 106.37435727508819,
                                    "count": 64302,
                                    "self": 106.20453728808934,
                                    "children": {
                                        "RLTrainer._checkpoint": {
                                            "total": 0.1698199869988457,
                                            "count": 2,
                                            "self": 0.1698199869988457
                                        }
                                    }
                                },
                                "_update_policy": {
                                    "total": 586.3048979260147,
                                    "count": 455,
                                    "self": 238.0628632890075,
                                    "children": {
                                        "TorchPPOOptimizer.update": {
                                            "total": 348.24203463700724,
                                            "count": 22788,
                                            "self": 348.24203463700724
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 6.900008884258568e-07,
                    "count": 1,
                    "self": 6.900008884258568e-07
                },
                "TrainerController._save_models": {
                    "total": 0.08171535699875676,
                    "count": 1,
                    "self": 0.0015780619978613686,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.08013729500089539,
                            "count": 1,
                            "self": 0.08013729500089539
                        }
                    }
                }
            }
        }
    }
}