File size: 18,702 Bytes
5b78eac
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 0.2635236084461212,
            "min": 0.2635236084461212,
            "max": 1.3935461044311523,
            "count": 33
        },
        "Pyramids.Policy.Entropy.sum": {
            "value": 7909.92431640625,
            "min": 7909.92431640625,
            "max": 42274.61328125,
            "count": 33
        },
        "Pyramids.Step.mean": {
            "value": 989954.0,
            "min": 29878.0,
            "max": 989954.0,
            "count": 33
        },
        "Pyramids.Step.sum": {
            "value": 989954.0,
            "min": 29878.0,
            "max": 989954.0,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.mean": {
            "value": 0.5529126524925232,
            "min": -0.09769301116466522,
            "max": 0.6089644432067871,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.sum": {
            "value": 152.60389709472656,
            "min": -23.544015884399414,
            "max": 170.51004028320312,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.mean": {
            "value": -0.01647280901670456,
            "min": -0.0282344538718462,
            "max": 0.490214467048645,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.sum": {
            "value": -4.54649543762207,
            "min": -7.849178314208984,
            "max": 116.18083190917969,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.mean": {
            "value": 0.06941437507852885,
            "min": 0.06390797952675105,
            "max": 0.0729547766133605,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.sum": {
            "value": 0.9718012510994039,
            "min": 0.5698626345975972,
            "max": 1.0841390616968092,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.mean": {
            "value": 0.017146643080368878,
            "min": 0.0007293400353785701,
            "max": 0.018541972313112016,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.sum": {
            "value": 0.2400530031251643,
            "min": 0.007304103652116075,
            "max": 0.27812958469668025,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.mean": {
            "value": 7.297426138985714e-06,
            "min": 7.297426138985714e-06,
            "max": 0.000294848326717225,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.sum": {
            "value": 0.0001021639659458,
            "min": 0.0001021639659458,
            "max": 0.003377169174277,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.mean": {
            "value": 0.10243244285714286,
            "min": 0.10243244285714286,
            "max": 0.19828277500000002,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.sum": {
            "value": 1.4340542,
            "min": 1.4340542,
            "max": 2.5724049000000004,
            "count": 33
        },
        "Pyramids.Policy.Beta.mean": {
            "value": 0.0002530010414285715,
            "min": 0.0002530010414285715,
            "max": 0.0098284492225,
            "count": 33
        },
        "Pyramids.Policy.Beta.sum": {
            "value": 0.0035420145800000007,
            "min": 0.0035420145800000007,
            "max": 0.11258972769999998,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.mean": {
            "value": 0.011810539290308952,
            "min": 0.011810539290308952,
            "max": 0.45249420404434204,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.sum": {
            "value": 0.16534754633903503,
            "min": 0.16534754633903503,
            "max": 3.6199536323547363,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.mean": {
            "value": 335.52272727272725,
            "min": 289.15533980582524,
            "max": 999.0,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.sum": {
            "value": 29526.0,
            "min": 16421.0,
            "max": 34589.0,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.mean": {
            "value": 1.5025158928368578,
            "min": -1.0000000521540642,
            "max": 1.673184450245598,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.sum": {
            "value": 132.2213985696435,
            "min": -32.000001668930054,
            "max": 172.3379983752966,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.mean": {
            "value": 1.5025158928368578,
            "min": -1.0000000521540642,
            "max": 1.673184450245598,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.sum": {
            "value": 132.2213985696435,
            "min": -32.000001668930054,
            "max": 172.3379983752966,
            "count": 33
        },
        "Pyramids.Policy.RndReward.mean": {
            "value": 0.04132458762019682,
            "min": 0.037776939340051066,
            "max": 10.200458862325725,
            "count": 33
        },
        "Pyramids.Policy.RndReward.sum": {
            "value": 3.6365637105773203,
            "min": 3.6365637105773203,
            "max": 173.40780065953732,
            "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": "1684140104",
        "python_version": "3.10.11 (main, Apr  5 2023, 14:15:10) [GCC 9.4.0]",
        "command_line_arguments": "/usr/local/bin/mlagents-learn ./config/ppo/PyramidsRND.yaml --env=./training-envs-executables/linux/Pyramids/Pyramids --run-id=Pyramids1 --no-graphics",
        "mlagents_version": "0.31.0.dev0",
        "mlagents_envs_version": "0.31.0.dev0",
        "communication_protocol_version": "1.5.0",
        "pytorch_version": "1.11.0+cu102",
        "numpy_version": "1.21.2",
        "end_time_seconds": "1684142682"
    },
    "total": 2577.9646810850004,
    "count": 1,
    "self": 0.8293707320003705,
    "children": {
        "run_training.setup": {
            "total": 0.04368076899982043,
            "count": 1,
            "self": 0.04368076899982043
        },
        "TrainerController.start_learning": {
            "total": 2577.091629584,
            "count": 1,
            "self": 1.707914721958332,
            "children": {
                "TrainerController._reset_env": {
                    "total": 0.887578029999986,
                    "count": 1,
                    "self": 0.887578029999986
                },
                "TrainerController.advance": {
                    "total": 2574.3552631070415,
                    "count": 63843,
                    "self": 1.62265351193264,
                    "children": {
                        "env_step": {
                            "total": 1459.8924977459992,
                            "count": 63843,
                            "self": 1337.6467430689718,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 121.155560085037,
                                    "count": 63843,
                                    "self": 4.481978640075795,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 116.6735814449612,
                                            "count": 62543,
                                            "self": 116.6735814449612
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 1.0901945919904392,
                                    "count": 63843,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 2572.602448139996,
                                            "count": 63843,
                                            "is_parallel": true,
                                            "self": 1353.757084918961,
                                            "children": {
                                                "run_training.setup": {
                                                    "total": 0.0,
                                                    "count": 0,
                                                    "is_parallel": true,
                                                    "self": 0.0,
                                                    "children": {
                                                        "steps_from_proto": {
                                                            "total": 0.0054970899996078515,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0039643479990445485,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 0.001532742000563303,
                                                                    "count": 8,
                                                                    "is_parallel": true,
                                                                    "self": 0.001532742000563303
                                                                }
                                                            }
                                                        },
                                                        "UnityEnvironment.step": {
                                                            "total": 0.05559759800007669,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0005634100002680498,
                                                            "children": {
                                                                "UnityEnvironment._generate_step_input": {
                                                                    "total": 0.0005149300000084622,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.0005149300000084622
                                                                },
                                                                "communicator.exchange": {
                                                                    "total": 0.05257968800015078,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.05257968800015078
                                                                },
                                                                "steps_from_proto": {
                                                                    "total": 0.0019395699996493931,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00036677999878520495,
                                                                    "children": {
                                                                        "_process_rank_one_or_two_observation": {
                                                                            "total": 0.0015727900008641882,
                                                                            "count": 8,
                                                                            "is_parallel": true,
                                                                            "self": 0.0015727900008641882
                                                                        }
                                                                    }
                                                                }
                                                            }
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 1218.8453632210349,
                                                    "count": 63842,
                                                    "is_parallel": true,
                                                    "self": 31.848095973123236,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 17.1880678269531,
                                                            "count": 63842,
                                                            "is_parallel": true,
                                                            "self": 17.1880678269531
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 1073.0419694410139,
                                                            "count": 63842,
                                                            "is_parallel": true,
                                                            "self": 1073.0419694410139
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 96.76722997994466,
                                                            "count": 63842,
                                                            "is_parallel": true,
                                                            "self": 19.72283001534197,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 77.04439996460269,
                                                                    "count": 510736,
                                                                    "is_parallel": true,
                                                                    "self": 77.04439996460269
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        },
                        "trainer_advance": {
                            "total": 1112.8401118491097,
                            "count": 63843,
                            "self": 3.1853379280692025,
                            "children": {
                                "process_trajectory": {
                                    "total": 121.92812987305342,
                                    "count": 63843,
                                    "self": 121.67796498305279,
                                    "children": {
                                        "RLTrainer._checkpoint": {
                                            "total": 0.250164890000633,
                                            "count": 2,
                                            "self": 0.250164890000633
                                        }
                                    }
                                },
                                "_update_policy": {
                                    "total": 987.7266440479871,
                                    "count": 451,
                                    "self": 290.03570729603416,
                                    "children": {
                                        "TorchPPOOptimizer.update": {
                                            "total": 697.6909367519529,
                                            "count": 22758,
                                            "self": 697.6909367519529
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 1.4500001270789653e-06,
                    "count": 1,
                    "self": 1.4500001270789653e-06
                },
                "TrainerController._save_models": {
                    "total": 0.14087227500021982,
                    "count": 1,
                    "self": 0.0018256089997521485,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.13904666600046767,
                            "count": 1,
                            "self": 0.13904666600046767
                        }
                    }
                }
            }
        }
    }
}