File size: 18,730 Bytes
36ddd6a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 0.49067816138267517,
            "min": 0.47010570764541626,
            "max": 1.3977667093276978,
            "count": 33
        },
        "Pyramids.Policy.Entropy.sum": {
            "value": 14736.046875,
            "min": 14148.3017578125,
            "max": 42402.65234375,
            "count": 33
        },
        "Pyramids.Step.mean": {
            "value": 989971.0,
            "min": 29952.0,
            "max": 989971.0,
            "count": 33
        },
        "Pyramids.Step.sum": {
            "value": 989971.0,
            "min": 29952.0,
            "max": 989971.0,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.mean": {
            "value": 0.2955031394958496,
            "min": -0.11607566475868225,
            "max": 0.38129210472106934,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.sum": {
            "value": 77.1263198852539,
            "min": -27.97423553466797,
            "max": 98.75465393066406,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.mean": {
            "value": 0.02113688364624977,
            "min": -0.08313251286745071,
            "max": 0.4561222791671753,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.sum": {
            "value": 5.516726493835449,
            "min": -21.19879150390625,
            "max": 108.10098266601562,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.mean": {
            "value": 0.06948826840798693,
            "min": 0.06613091380603339,
            "max": 0.07313576118735947,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.sum": {
            "value": 1.042324026119804,
            "min": 0.5119503283115163,
            "max": 1.0654247421965315,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.mean": {
            "value": 0.011591984607856431,
            "min": 0.00211964380509966,
            "max": 0.015226574582994881,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.sum": {
            "value": 0.17387976911784647,
            "min": 0.020656749539671445,
            "max": 0.21317204416192834,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.mean": {
            "value": 7.4201575266466665e-06,
            "min": 7.4201575266466665e-06,
            "max": 0.00029515063018788575,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.sum": {
            "value": 0.0001113023628997,
            "min": 0.0001113023628997,
            "max": 0.0035106779297740995,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.mean": {
            "value": 0.10247335333333336,
            "min": 0.10247335333333336,
            "max": 0.19838354285714285,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.sum": {
            "value": 1.5371003000000005,
            "min": 1.3886848,
            "max": 2.6173457000000004,
            "count": 33
        },
        "Pyramids.Policy.Beta.mean": {
            "value": 0.00025708799800000005,
            "min": 0.00025708799800000005,
            "max": 0.00983851593142857,
            "count": 33
        },
        "Pyramids.Policy.Beta.sum": {
            "value": 0.0038563199700000004,
            "min": 0.0038563199700000004,
            "max": 0.11704556741,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.mean": {
            "value": 0.009972487576305866,
            "min": 0.009972487576305866,
            "max": 0.5932093858718872,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.sum": {
            "value": 0.14958731830120087,
            "min": 0.14064815640449524,
            "max": 4.1524658203125,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.mean": {
            "value": 486.91379310344826,
            "min": 486.91379310344826,
            "max": 999.0,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.sum": {
            "value": 28241.0,
            "min": 15984.0,
            "max": 32737.0,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.mean": {
            "value": 1.2026516953162079,
            "min": -1.0000000521540642,
            "max": 1.3008766404042642,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.sum": {
            "value": 69.75379832834005,
            "min": -30.67500166594982,
            "max": 78.05259842425585,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.mean": {
            "value": 1.2026516953162079,
            "min": -1.0000000521540642,
            "max": 1.3008766404042642,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.sum": {
            "value": 69.75379832834005,
            "min": -30.67500166594982,
            "max": 78.05259842425585,
            "count": 33
        },
        "Pyramids.Policy.RndReward.mean": {
            "value": 0.05070910793086835,
            "min": 0.05070910793086835,
            "max": 12.821752052754164,
            "count": 33
        },
        "Pyramids.Policy.RndReward.sum": {
            "value": 2.9411282599903643,
            "min": 2.9411282599903643,
            "max": 205.14803284406662,
            "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": "1695971692",
        "python_version": "3.10.12 (main, Jun 11 2023, 05:26:28) [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": "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": "1695973912"
    },
    "total": 2220.8687361660004,
    "count": 1,
    "self": 0.4752938780011391,
    "children": {
        "run_training.setup": {
            "total": 0.03981967099980466,
            "count": 1,
            "self": 0.03981967099980466
        },
        "TrainerController.start_learning": {
            "total": 2220.3536226169995,
            "count": 1,
            "self": 1.387152187026004,
            "children": {
                "TrainerController._reset_env": {
                    "total": 4.154826706999756,
                    "count": 1,
                    "self": 4.154826706999756
                },
                "TrainerController.advance": {
                    "total": 2214.7084487439733,
                    "count": 63567,
                    "self": 1.3501266299858798,
                    "children": {
                        "env_step": {
                            "total": 1545.1091291449702,
                            "count": 63567,
                            "self": 1435.1927097280327,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 109.09746598502261,
                                    "count": 63567,
                                    "self": 4.702635941995595,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 104.39483004302701,
                                            "count": 62573,
                                            "self": 104.39483004302701
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 0.8189534319149061,
                                    "count": 63567,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 2215.3223143760238,
                                            "count": 63567,
                                            "is_parallel": true,
                                            "self": 894.4810994099871,
                                            "children": {
                                                "run_training.setup": {
                                                    "total": 0.0,
                                                    "count": 0,
                                                    "is_parallel": true,
                                                    "self": 0.0,
                                                    "children": {
                                                        "steps_from_proto": {
                                                            "total": 0.001786682000329165,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0005371090001062839,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 0.001249573000222881,
                                                                    "count": 8,
                                                                    "is_parallel": true,
                                                                    "self": 0.001249573000222881
                                                                }
                                                            }
                                                        },
                                                        "UnityEnvironment.step": {
                                                            "total": 0.052097139000125026,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0006265090000852069,
                                                            "children": {
                                                                "UnityEnvironment._generate_step_input": {
                                                                    "total": 0.0004606219999914174,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.0004606219999914174
                                                                },
                                                                "communicator.exchange": {
                                                                    "total": 0.047920781999891915,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.047920781999891915
                                                                },
                                                                "steps_from_proto": {
                                                                    "total": 0.0030892260001564864,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.0004060060009578592,
                                                                    "children": {
                                                                        "_process_rank_one_or_two_observation": {
                                                                            "total": 0.002683219999198627,
                                                                            "count": 8,
                                                                            "is_parallel": true,
                                                                            "self": 0.002683219999198627
                                                                        }
                                                                    }
                                                                }
                                                            }
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 1320.8412149660367,
                                                    "count": 63566,
                                                    "is_parallel": true,
                                                    "self": 34.19498160625426,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 22.726782820961034,
                                                            "count": 63566,
                                                            "is_parallel": true,
                                                            "self": 22.726782820961034
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 1157.888797390976,
                                                            "count": 63566,
                                                            "is_parallel": true,
                                                            "self": 1157.888797390976
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 106.03065314784544,
                                                            "count": 63566,
                                                            "is_parallel": true,
                                                            "self": 20.889841236806205,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 85.14081191103924,
                                                                    "count": 508528,
                                                                    "is_parallel": true,
                                                                    "self": 85.14081191103924
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        },
                        "trainer_advance": {
                            "total": 668.2491929690173,
                            "count": 63567,
                            "self": 2.686325727058829,
                            "children": {
                                "process_trajectory": {
                                    "total": 110.56744735696202,
                                    "count": 63567,
                                    "self": 110.29166796496247,
                                    "children": {
                                        "RLTrainer._checkpoint": {
                                            "total": 0.27577939199954926,
                                            "count": 2,
                                            "self": 0.27577939199954926
                                        }
                                    }
                                },
                                "_update_policy": {
                                    "total": 554.9954198849964,
                                    "count": 453,
                                    "self": 362.39000522799506,
                                    "children": {
                                        "TorchPPOOptimizer.update": {
                                            "total": 192.60541465700135,
                                            "count": 22743,
                                            "self": 192.60541465700135
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 9.490004231338389e-07,
                    "count": 1,
                    "self": 9.490004231338389e-07
                },
                "TrainerController._save_models": {
                    "total": 0.10319402999994054,
                    "count": 1,
                    "self": 0.001486217000092438,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.1017078129998481,
                            "count": 1,
                            "self": 0.1017078129998481
                        }
                    }
                }
            }
        }
    }
}