File size: 18,729 Bytes
7ace91d
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 0.41704049706459045,
            "min": 0.41002610325813293,
            "max": 1.4648184776306152,
            "count": 33
        },
        "Pyramids.Policy.Entropy.sum": {
            "value": 12531.232421875,
            "min": 12097.41015625,
            "max": 44436.734375,
            "count": 33
        },
        "Pyramids.Step.mean": {
            "value": 989903.0,
            "min": 29952.0,
            "max": 989903.0,
            "count": 33
        },
        "Pyramids.Step.sum": {
            "value": 989903.0,
            "min": 29952.0,
            "max": 989903.0,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.mean": {
            "value": 0.596138060092926,
            "min": -0.11757717281579971,
            "max": 0.6042474508285522,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.sum": {
            "value": 168.7070770263672,
            "min": -28.218521118164062,
            "max": 169.1892852783203,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.mean": {
            "value": 0.07390497624874115,
            "min": -0.006074411794543266,
            "max": 0.35640329122543335,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.sum": {
            "value": 20.91510772705078,
            "min": -1.6461656093597412,
            "max": 84.46758270263672,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.mean": {
            "value": 0.06840651527108137,
            "min": 0.06483729437154363,
            "max": 0.07449178403753433,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.sum": {
            "value": 0.9576912137951392,
            "min": 0.4917558679630145,
            "max": 1.0574620285364755,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.mean": {
            "value": 0.017522719688367074,
            "min": 0.00015051816314984014,
            "max": 0.018688217902599107,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.sum": {
            "value": 0.24531807563713906,
            "min": 0.0016556997946482416,
            "max": 0.2651820292715759,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.mean": {
            "value": 7.361711831842859e-06,
            "min": 7.361711831842859e-06,
            "max": 0.00029515063018788575,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.sum": {
            "value": 0.00010306396564580003,
            "min": 0.00010306396564580003,
            "max": 0.0035090015303329,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.mean": {
            "value": 0.10245387142857144,
            "min": 0.10245387142857144,
            "max": 0.19838354285714285,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.sum": {
            "value": 1.4343542000000002,
            "min": 1.3691136000000002,
            "max": 2.5696671,
            "count": 33
        },
        "Pyramids.Policy.Beta.mean": {
            "value": 0.00025514175571428576,
            "min": 0.00025514175571428576,
            "max": 0.00983851593142857,
            "count": 33
        },
        "Pyramids.Policy.Beta.sum": {
            "value": 0.0035719845800000006,
            "min": 0.0035719845800000006,
            "max": 0.11698974329000002,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.mean": {
            "value": 0.013458915054798126,
            "min": 0.013458915054798126,
            "max": 0.4578872323036194,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.sum": {
            "value": 0.18842481076717377,
            "min": 0.18842481076717377,
            "max": 3.2052106857299805,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.mean": {
            "value": 314.4791666666667,
            "min": 300.1979166666667,
            "max": 999.0,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.sum": {
            "value": 30190.0,
            "min": 15984.0,
            "max": 32093.0,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.mean": {
            "value": 1.6438499811726313,
            "min": -1.0000000521540642,
            "max": 1.6778679422093827,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.sum": {
            "value": 157.8095981925726,
            "min": -32.000001668930054,
            "max": 172.8203980475664,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.mean": {
            "value": 1.6438499811726313,
            "min": -1.0000000521540642,
            "max": 1.6778679422093827,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.sum": {
            "value": 157.8095981925726,
            "min": -32.000001668930054,
            "max": 172.8203980475664,
            "count": 33
        },
        "Pyramids.Policy.RndReward.mean": {
            "value": 0.04385424695798671,
            "min": 0.04269222809748896,
            "max": 8.888745879754424,
            "count": 33
        },
        "Pyramids.Policy.RndReward.sum": {
            "value": 4.210007707966724,
            "min": 4.210007707966724,
            "max": 142.21993407607079,
            "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": "1715672731",
        "python_version": "3.10.12 (main, Nov 20 2023, 15:14:05) [GCC 11.4.0]",
        "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": "1.1.0.dev0",
        "mlagents_envs_version": "1.1.0.dev0",
        "communication_protocol_version": "1.5.0",
        "pytorch_version": "2.2.1+cu121",
        "numpy_version": "1.23.5",
        "end_time_seconds": "1715674976"
    },
    "total": 2244.839601249,
    "count": 1,
    "self": 0.7459130830002323,
    "children": {
        "run_training.setup": {
            "total": 0.04923896800005423,
            "count": 1,
            "self": 0.04923896800005423
        },
        "TrainerController.start_learning": {
            "total": 2244.044449198,
            "count": 1,
            "self": 1.3705190190235044,
            "children": {
                "TrainerController._reset_env": {
                    "total": 2.178777944000103,
                    "count": 1,
                    "self": 2.178777944000103
                },
                "TrainerController.advance": {
                    "total": 2240.3666258679764,
                    "count": 63955,
                    "self": 1.4858646750253683,
                    "children": {
                        "env_step": {
                            "total": 1604.0709354750122,
                            "count": 63955,
                            "self": 1472.8144537790472,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 130.40933459698135,
                                    "count": 63955,
                                    "self": 4.6102120589632705,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 125.79912253801808,
                                            "count": 62579,
                                            "self": 125.79912253801808
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 0.8471470989836689,
                                    "count": 63955,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 2239.021191920028,
                                            "count": 63955,
                                            "is_parallel": true,
                                            "self": 891.2746604730173,
                                            "children": {
                                                "run_training.setup": {
                                                    "total": 0.0,
                                                    "count": 0,
                                                    "is_parallel": true,
                                                    "self": 0.0,
                                                    "children": {
                                                        "steps_from_proto": {
                                                            "total": 0.00204140699997879,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0005854059998000594,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 0.0014560010001787305,
                                                                    "count": 8,
                                                                    "is_parallel": true,
                                                                    "self": 0.0014560010001787305
                                                                }
                                                            }
                                                        },
                                                        "UnityEnvironment.step": {
                                                            "total": 0.04848448500001723,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0006518759998925816,
                                                            "children": {
                                                                "UnityEnvironment._generate_step_input": {
                                                                    "total": 0.0004389240000364225,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.0004389240000364225
                                                                },
                                                                "communicator.exchange": {
                                                                    "total": 0.04569351400004962,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.04569351400004962
                                                                },
                                                                "steps_from_proto": {
                                                                    "total": 0.0017001710000386083,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00034697000000960543,
                                                                    "children": {
                                                                        "_process_rank_one_or_two_observation": {
                                                                            "total": 0.001353201000029003,
                                                                            "count": 8,
                                                                            "is_parallel": true,
                                                                            "self": 0.001353201000029003
                                                                        }
                                                                    }
                                                                }
                                                            }
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 1347.7465314470105,
                                                    "count": 63954,
                                                    "is_parallel": true,
                                                    "self": 34.08612006289445,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 23.81108018600753,
                                                            "count": 63954,
                                                            "is_parallel": true,
                                                            "self": 23.81108018600753
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 1192.725198912039,
                                                            "count": 63954,
                                                            "is_parallel": true,
                                                            "self": 1192.725198912039
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 97.12413228606943,
                                                            "count": 63954,
                                                            "is_parallel": true,
                                                            "self": 19.61563785514045,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 77.50849443092898,
                                                                    "count": 511632,
                                                                    "is_parallel": true,
                                                                    "self": 77.50849443092898
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        },
                        "trainer_advance": {
                            "total": 634.8098257179388,
                            "count": 63955,
                            "self": 2.659910132915911,
                            "children": {
                                "process_trajectory": {
                                    "total": 127.05026433102717,
                                    "count": 63955,
                                    "self": 126.60175092002714,
                                    "children": {
                                        "RLTrainer._checkpoint": {
                                            "total": 0.44851341100002173,
                                            "count": 2,
                                            "self": 0.44851341100002173
                                        }
                                    }
                                },
                                "_update_policy": {
                                    "total": 505.0996512539957,
                                    "count": 448,
                                    "self": 298.9264912089643,
                                    "children": {
                                        "TorchPPOOptimizer.update": {
                                            "total": 206.1731600450314,
                                            "count": 22797,
                                            "self": 206.1731600450314
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 1.4349998309626244e-06,
                    "count": 1,
                    "self": 1.4349998309626244e-06
                },
                "TrainerController._save_models": {
                    "total": 0.12852493200034587,
                    "count": 1,
                    "self": 0.0021049900005891686,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.1264199419997567,
                            "count": 1,
                            "self": 0.1264199419997567
                        }
                    }
                }
            }
        }
    }
}