File size: 18,718 Bytes
8de7c05
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 0.860474705696106,
            "min": 0.8507747054100037,
            "max": 1.4599720239639282,
            "count": 16
        },
        "Pyramids.Policy.Entropy.sum": {
            "value": 25772.9375,
            "min": 25604.916015625,
            "max": 44289.7109375,
            "count": 16
        },
        "Pyramids.Step.mean": {
            "value": 479921.0,
            "min": 29936.0,
            "max": 479921.0,
            "count": 16
        },
        "Pyramids.Step.sum": {
            "value": 479921.0,
            "min": 29936.0,
            "max": 479921.0,
            "count": 16
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.mean": {
            "value": -0.08633483946323395,
            "min": -0.0933464765548706,
            "max": 0.14759346842765808,
            "count": 16
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.sum": {
            "value": -20.720361709594727,
            "min": -22.49650001525879,
            "max": 34.979652404785156,
            "count": 16
        },
        "Pyramids.Policy.RndValueEstimate.mean": {
            "value": 0.02134035900235176,
            "min": 0.020866960287094116,
            "max": 0.38976967334747314,
            "count": 16
        },
        "Pyramids.Policy.RndValueEstimate.sum": {
            "value": 5.121685981750488,
            "min": 5.028937339782715,
            "max": 92.37541198730469,
            "count": 16
        },
        "Pyramids.Losses.PolicyLoss.mean": {
            "value": 0.07045765900947591,
            "min": 0.06456249554104121,
            "max": 0.07374542261499072,
            "count": 16
        },
        "Pyramids.Losses.PolicyLoss.sum": {
            "value": 0.9864072261326629,
            "min": 0.5038141946431755,
            "max": 1.0002483224714387,
            "count": 16
        },
        "Pyramids.Losses.ValueLoss.mean": {
            "value": 0.0014725677149772993,
            "min": 0.0001381654980486046,
            "max": 0.005452014365306383,
            "count": 16
        },
        "Pyramids.Losses.ValueLoss.sum": {
            "value": 0.02061594800968219,
            "min": 0.0019343169726804643,
            "max": 0.038164100557144684,
            "count": 16
        },
        "Pyramids.Policy.LearningRate.mean": {
            "value": 1.4203264326985714e-05,
            "min": 1.4203264326985714e-05,
            "max": 0.00019353417466148572,
            "count": 16
        },
        "Pyramids.Policy.LearningRate.sum": {
            "value": 0.0001988457005778,
            "min": 0.0001988457005778,
            "max": 0.00221242019379,
            "count": 16
        },
        "Pyramids.Policy.Epsilon.mean": {
            "value": 0.10710158571428574,
            "min": 0.10710158571428574,
            "max": 0.19676708571428575,
            "count": 16
        },
        "Pyramids.Policy.Epsilon.sum": {
            "value": 1.4994222000000004,
            "min": 1.3773696000000002,
            "max": 2.4062099999999997,
            "count": 16
        },
        "Pyramids.Policy.Beta.mean": {
            "value": 0.0007194484128571428,
            "min": 0.0007194484128571428,
            "max": 0.00967703186285714,
            "count": 16
        },
        "Pyramids.Policy.Beta.sum": {
            "value": 0.01007227778,
            "min": 0.01007227778,
            "max": 0.11064037899999998,
            "count": 16
        },
        "Pyramids.Losses.RNDLoss.mean": {
            "value": 0.019012952223420143,
            "min": 0.019012952223420143,
            "max": 0.386423259973526,
            "count": 16
        },
        "Pyramids.Losses.RNDLoss.sum": {
            "value": 0.2661813199520111,
            "min": 0.2633576989173889,
            "max": 2.704962730407715,
            "count": 16
        },
        "Pyramids.Environment.EpisodeLength.mean": {
            "value": 959.8064516129032,
            "min": 948.9142857142857,
            "max": 999.0,
            "count": 16
        },
        "Pyramids.Environment.EpisodeLength.sum": {
            "value": 29754.0,
            "min": 16863.0,
            "max": 33212.0,
            "count": 16
        },
        "Pyramids.Environment.CumulativeReward.mean": {
            "value": -0.6924467186133066,
            "min": -0.999706718325615,
            "max": -0.6220933807392915,
            "count": 16
        },
        "Pyramids.Environment.CumulativeReward.sum": {
            "value": -20.7734015583992,
            "min": -30.254201635718346,
            "max": -14.879000931978226,
            "count": 16
        },
        "Pyramids.Policy.ExtrinsicReward.mean": {
            "value": -0.6924467186133066,
            "min": -0.999706718325615,
            "max": -0.6220933807392915,
            "count": 16
        },
        "Pyramids.Policy.ExtrinsicReward.sum": {
            "value": -20.7734015583992,
            "min": -30.254201635718346,
            "max": -14.879000931978226,
            "count": 16
        },
        "Pyramids.Policy.RndReward.mean": {
            "value": 0.1911732585169375,
            "min": 0.1911732585169375,
            "max": 8.418042814030366,
            "count": 16
        },
        "Pyramids.Policy.RndReward.sum": {
            "value": 5.735197755508125,
            "min": 5.735197755508125,
            "max": 143.10672783851624,
            "count": 16
        },
        "Pyramids.IsTraining.mean": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 16
        },
        "Pyramids.IsTraining.sum": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 16
        }
    },
    "metadata": {
        "timer_format_version": "0.1.0",
        "start_time_seconds": "1742671765",
        "python_version": "3.10.12 (main, Jul  5 2023, 18:54:27) [GCC 11.2.0]",
        "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": "1.2.0.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": "1742672750"
    },
    "total": 984.9606637719999,
    "count": 1,
    "self": 0.3724853539997639,
    "children": {
        "run_training.setup": {
            "total": 0.020612013000118168,
            "count": 1,
            "self": 0.020612013000118168
        },
        "TrainerController.start_learning": {
            "total": 984.567566405,
            "count": 1,
            "self": 0.5336774200359287,
            "children": {
                "TrainerController._reset_env": {
                    "total": 2.1383214720003707,
                    "count": 1,
                    "self": 2.1383214720003707
                },
                "TrainerController.advance": {
                    "total": 981.7997582709636,
                    "count": 31557,
                    "self": 0.5612103280886913,
                    "children": {
                        "env_step": {
                            "total": 529.4930222219691,
                            "count": 31557,
                            "self": 461.6148163758962,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 67.53283688108058,
                                    "count": 31557,
                                    "self": 2.0855110980969584,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 65.44732578298363,
                                            "count": 31315,
                                            "self": 65.44732578298363
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 0.3453689649923035,
                                    "count": 31557,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 983.3628534069717,
                                            "count": 31557,
                                            "is_parallel": true,
                                            "self": 566.8870407599529,
                                            "children": {
                                                "run_training.setup": {
                                                    "total": 0.0,
                                                    "count": 0,
                                                    "is_parallel": true,
                                                    "self": 0.0,
                                                    "children": {
                                                        "steps_from_proto": {
                                                            "total": 0.002041222999650927,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.000656636999337934,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 0.0013845860003129928,
                                                                    "count": 8,
                                                                    "is_parallel": true,
                                                                    "self": 0.0013845860003129928
                                                                }
                                                            }
                                                        },
                                                        "UnityEnvironment.step": {
                                                            "total": 0.034134743999857164,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0003203910005140642,
                                                            "children": {
                                                                "UnityEnvironment._generate_step_input": {
                                                                    "total": 0.00030481699968731846,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00030481699968731846
                                                                },
                                                                "communicator.exchange": {
                                                                    "total": 0.03235170799962361,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.03235170799962361
                                                                },
                                                                "steps_from_proto": {
                                                                    "total": 0.0011578280000321683,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.0002679290000742185,
                                                                    "children": {
                                                                        "_process_rank_one_or_two_observation": {
                                                                            "total": 0.0008898989999579499,
                                                                            "count": 8,
                                                                            "is_parallel": true,
                                                                            "self": 0.0008898989999579499
                                                                        }
                                                                    }
                                                                }
                                                            }
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 416.47581264701876,
                                                    "count": 31556,
                                                    "is_parallel": true,
                                                    "self": 11.627004572065289,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 8.100347243016586,
                                                            "count": 31556,
                                                            "is_parallel": true,
                                                            "self": 8.100347243016586
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 360.65947089496194,
                                                            "count": 31556,
                                                            "is_parallel": true,
                                                            "self": 360.65947089496194
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 36.08898993697494,
                                                            "count": 31556,
                                                            "is_parallel": true,
                                                            "self": 7.383609667007931,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 28.70538026996701,
                                                                    "count": 252448,
                                                                    "is_parallel": true,
                                                                    "self": 28.70538026996701
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        },
                        "trainer_advance": {
                            "total": 451.7455257209058,
                            "count": 31557,
                            "self": 0.9348974858730799,
                            "children": {
                                "process_trajectory": {
                                    "total": 53.326847987029396,
                                    "count": 31557,
                                    "self": 53.202704742029255,
                                    "children": {
                                        "RLTrainer._checkpoint": {
                                            "total": 0.12414324500014118,
                                            "count": 1,
                                            "self": 0.12414324500014118
                                        }
                                    }
                                },
                                "_update_policy": {
                                    "total": 397.4837802480033,
                                    "count": 217,
                                    "self": 217.0145857399798,
                                    "children": {
                                        "TorchPPOOptimizer.update": {
                                            "total": 180.46919450802352,
                                            "count": 19065,
                                            "self": 180.46919450802352
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 1.0939997991954442e-06,
                    "count": 1,
                    "self": 1.0939997991954442e-06
                },
                "TrainerController._save_models": {
                    "total": 0.09580814800028747,
                    "count": 1,
                    "self": 0.0014969140001994674,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.094311234000088,
                            "count": 1,
                            "self": 0.094311234000088
                        }
                    }
                }
            }
        }
    }
}