File size: 18,771 Bytes
d593e30
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 0.11944945156574249,
            "min": 0.11358385533094406,
            "max": 1.3361033201217651,
            "count": 100
        },
        "Pyramids.Policy.Entropy.sum": {
            "value": 3602.595458984375,
            "min": 3383.383544921875,
            "max": 40532.03125,
            "count": 100
        },
        "Pyramids.Step.mean": {
            "value": 2999965.0,
            "min": 29975.0,
            "max": 2999965.0,
            "count": 100
        },
        "Pyramids.Step.sum": {
            "value": 2999965.0,
            "min": 29975.0,
            "max": 2999965.0,
            "count": 100
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.mean": {
            "value": 0.776624858379364,
            "min": -0.10249456018209457,
            "max": 0.8700633645057678,
            "count": 100
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.sum": {
            "value": 229.10433959960938,
            "min": -24.393705368041992,
            "max": 271.45977783203125,
            "count": 100
        },
        "Pyramids.Policy.RndValueEstimate.mean": {
            "value": 0.02705737203359604,
            "min": -0.0199726652354002,
            "max": 0.3841193914413452,
            "count": 100
        },
        "Pyramids.Policy.RndValueEstimate.sum": {
            "value": 7.981925010681152,
            "min": -5.292756080627441,
            "max": 92.95689392089844,
            "count": 100
        },
        "Pyramids.Losses.PolicyLoss.mean": {
            "value": 0.07030777303544573,
            "min": 0.0628793473998039,
            "max": 0.07355644507118583,
            "count": 100
        },
        "Pyramids.Losses.PolicyLoss.sum": {
            "value": 1.054616595531686,
            "min": 0.5148951154983008,
            "max": 1.0573544614211035,
            "count": 100
        },
        "Pyramids.Losses.ValueLoss.mean": {
            "value": 0.01445784309986991,
            "min": 0.001990515664903367,
            "max": 0.017782053084119877,
            "count": 100
        },
        "Pyramids.Losses.ValueLoss.sum": {
            "value": 0.21686764649804866,
            "min": 0.02587670364374377,
            "max": 0.2489487431776783,
            "count": 100
        },
        "Pyramids.Policy.LearningRate.mean": {
            "value": 1.4910995029999977e-06,
            "min": 1.4910995029999977e-06,
            "max": 0.00029838354339596195,
            "count": 100
        },
        "Pyramids.Policy.LearningRate.sum": {
            "value": 2.2366492544999967e-05,
            "min": 2.2366492544999967e-05,
            "max": 0.0040724449425184,
            "count": 100
        },
        "Pyramids.Policy.Epsilon.mean": {
            "value": 0.10049700000000003,
            "min": 0.10049700000000003,
            "max": 0.19946118095238097,
            "count": 100
        },
        "Pyramids.Policy.Epsilon.sum": {
            "value": 1.5074550000000004,
            "min": 1.3962282666666668,
            "max": 2.8574816,
            "count": 100
        },
        "Pyramids.Policy.Beta.mean": {
            "value": 5.965029999999993e-05,
            "min": 5.965029999999993e-05,
            "max": 0.009946171977142856,
            "count": 100
        },
        "Pyramids.Policy.Beta.sum": {
            "value": 0.000894754499999999,
            "min": 0.000894754499999999,
            "max": 0.13576241184,
            "count": 100
        },
        "Pyramids.Losses.RNDLoss.mean": {
            "value": 0.009918417781591415,
            "min": 0.009446214884519577,
            "max": 0.5738606452941895,
            "count": 100
        },
        "Pyramids.Losses.RNDLoss.sum": {
            "value": 0.14877626299858093,
            "min": 0.1353917419910431,
            "max": 4.017024517059326,
            "count": 100
        },
        "Pyramids.Environment.EpisodeLength.mean": {
            "value": 215.36879432624113,
            "min": 203.83448275862068,
            "max": 986.7058823529412,
            "count": 100
        },
        "Pyramids.Environment.EpisodeLength.sum": {
            "value": 30367.0,
            "min": 16774.0,
            "max": 32859.0,
            "count": 100
        },
        "Pyramids.Environment.CumulativeReward.mean": {
            "value": 1.742072325120581,
            "min": -0.8700000485953163,
            "max": 1.796165507209712,
            "count": 100
        },
        "Pyramids.Environment.CumulativeReward.sum": {
            "value": 245.63219784200191,
            "min": -26.347601659595966,
            "max": 260.44399854540825,
            "count": 100
        },
        "Pyramids.Policy.ExtrinsicReward.mean": {
            "value": 1.742072325120581,
            "min": -0.8700000485953163,
            "max": 1.796165507209712,
            "count": 100
        },
        "Pyramids.Policy.ExtrinsicReward.sum": {
            "value": 245.63219784200191,
            "min": -26.347601659595966,
            "max": 260.44399854540825,
            "count": 100
        },
        "Pyramids.Policy.RndReward.mean": {
            "value": 0.022262255893762187,
            "min": 0.021579025778016236,
            "max": 10.155288637560957,
            "count": 100
        },
        "Pyramids.Policy.RndReward.sum": {
            "value": 3.1389780810204684,
            "min": 2.9726999542617705,
            "max": 172.63990683853626,
            "count": 100
        },
        "Pyramids.IsTraining.mean": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 100
        },
        "Pyramids.IsTraining.sum": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 100
        }
    },
    "metadata": {
        "timer_format_version": "0.1.0",
        "start_time_seconds": "1697697924",
        "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": "1.1.0.dev0",
        "mlagents_envs_version": "1.1.0.dev0",
        "communication_protocol_version": "1.5.0",
        "pytorch_version": "2.0.1+cu118",
        "numpy_version": "1.23.5",
        "end_time_seconds": "1697705450"
    },
    "total": 7526.182461605001,
    "count": 1,
    "self": 0.6326489260009112,
    "children": {
        "run_training.setup": {
            "total": 0.048939825999923414,
            "count": 1,
            "self": 0.048939825999923414
        },
        "TrainerController.start_learning": {
            "total": 7525.500872853,
            "count": 1,
            "self": 4.4395564680608,
            "children": {
                "TrainerController._reset_env": {
                    "total": 7.28454001700004,
                    "count": 1,
                    "self": 7.28454001700004
                },
                "TrainerController.advance": {
                    "total": 7513.646333574939,
                    "count": 195421,
                    "self": 4.384497697824372,
                    "children": {
                        "env_step": {
                            "total": 5583.476512425045,
                            "count": 195421,
                            "self": 5200.603654189745,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 380.30148921301134,
                                    "count": 195421,
                                    "self": 14.169571088080033,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 366.1319181249313,
                                            "count": 187554,
                                            "self": 366.1319181249313
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 2.5713690222887635,
                                    "count": 195421,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 7511.006855763873,
                                            "count": 195421,
                                            "is_parallel": true,
                                            "self": 2676.7122494620207,
                                            "children": {
                                                "run_training.setup": {
                                                    "total": 0.0,
                                                    "count": 0,
                                                    "is_parallel": true,
                                                    "self": 0.0,
                                                    "children": {
                                                        "steps_from_proto": {
                                                            "total": 0.004688579999992726,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.003345408000086536,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 0.0013431719999061897,
                                                                    "count": 8,
                                                                    "is_parallel": true,
                                                                    "self": 0.0013431719999061897
                                                                }
                                                            }
                                                        },
                                                        "UnityEnvironment.step": {
                                                            "total": 0.07684060300005058,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.000678286000152184,
                                                            "children": {
                                                                "UnityEnvironment._generate_step_input": {
                                                                    "total": 0.0005436259999669346,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.0005436259999669346
                                                                },
                                                                "communicator.exchange": {
                                                                    "total": 0.0735342949999449,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.0735342949999449
                                                                },
                                                                "steps_from_proto": {
                                                                    "total": 0.0020843959999865547,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00041991500006588467,
                                                                    "children": {
                                                                        "_process_rank_one_or_two_observation": {
                                                                            "total": 0.00166448099992067,
                                                                            "count": 8,
                                                                            "is_parallel": true,
                                                                            "self": 0.00166448099992067
                                                                        }
                                                                    }
                                                                }
                                                            }
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 4834.294606301853,
                                                    "count": 195420,
                                                    "is_parallel": true,
                                                    "self": 108.61068526875897,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 74.2005608505965,
                                                            "count": 195420,
                                                            "is_parallel": true,
                                                            "self": 74.2005608505965
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 4343.343110791254,
                                                            "count": 195420,
                                                            "is_parallel": true,
                                                            "self": 4343.343110791254
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 308.1402493912434,
                                                            "count": 195420,
                                                            "is_parallel": true,
                                                            "self": 62.05968054683774,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 246.08056884440566,
                                                                    "count": 1563360,
                                                                    "is_parallel": true,
                                                                    "self": 246.08056884440566
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        },
                        "trainer_advance": {
                            "total": 1925.7853234520694,
                            "count": 195421,
                            "self": 8.635148375960853,
                            "children": {
                                "process_trajectory": {
                                    "total": 375.37493168711126,
                                    "count": 195421,
                                    "self": 374.69939377211176,
                                    "children": {
                                        "RLTrainer._checkpoint": {
                                            "total": 0.6755379149994951,
                                            "count": 6,
                                            "self": 0.6755379149994951
                                        }
                                    }
                                },
                                "_update_policy": {
                                    "total": 1541.7752433889973,
                                    "count": 1408,
                                    "self": 928.4843724531396,
                                    "children": {
                                        "TorchPPOOptimizer.update": {
                                            "total": 613.2908709358577,
                                            "count": 68340,
                                            "self": 613.2908709358577
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 1.6520007193321362e-06,
                    "count": 1,
                    "self": 1.6520007193321362e-06
                },
                "TrainerController._save_models": {
                    "total": 0.1304411410001194,
                    "count": 1,
                    "self": 0.0020765829995070817,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.1283645580006123,
                            "count": 1,
                            "self": 0.1283645580006123
                        }
                    }
                }
            }
        }
    }
}