File size: 15,655 Bytes
598292c
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
    "name": "root",
    "gauges": {
        "SoccerTwos.Policy.Entropy.mean": {
            "value": 1.6419099569320679,
            "min": 1.6419099569320679,
            "max": 3.295757293701172,
            "count": 583
        },
        "SoccerTwos.Policy.Entropy.sum": {
            "value": 30841.63671875,
            "min": 12586.9140625,
            "max": 105464.234375,
            "count": 583
        },
        "SoccerTwos.Environment.EpisodeLength.mean": {
            "value": 47.84313725490196,
            "min": 38.13953488372093,
            "max": 999.0,
            "count": 583
        },
        "SoccerTwos.Environment.EpisodeLength.sum": {
            "value": 19520.0,
            "min": 14620.0,
            "max": 27144.0,
            "count": 583
        },
        "SoccerTwos.Self-play.ELO.mean": {
            "value": 1589.8209476614618,
            "min": 1195.0311493738434,
            "max": 1624.212424863242,
            "count": 578
        },
        "SoccerTwos.Self-play.ELO.sum": {
            "value": 324323.4733229382,
            "min": 2391.5608596359775,
            "max": 371390.8554079746,
            "count": 578
        },
        "SoccerTwos.Step.mean": {
            "value": 5829938.0,
            "min": 9588.0,
            "max": 5829938.0,
            "count": 583
        },
        "SoccerTwos.Step.sum": {
            "value": 5829938.0,
            "min": 9588.0,
            "max": 5829938.0,
            "count": 583
        },
        "SoccerTwos.Policy.ExtrinsicBaselineEstimate.mean": {
            "value": -0.031814150512218475,
            "min": -0.12275109440088272,
            "max": 0.16648373007774353,
            "count": 583
        },
        "SoccerTwos.Policy.ExtrinsicBaselineEstimate.sum": {
            "value": -6.5219011306762695,
            "min": -24.427467346191406,
            "max": 24.573871612548828,
            "count": 583
        },
        "SoccerTwos.Policy.ExtrinsicValueEstimate.mean": {
            "value": -0.03891433775424957,
            "min": -0.12549638748168945,
            "max": 0.16274768114089966,
            "count": 583
        },
        "SoccerTwos.Policy.ExtrinsicValueEstimate.sum": {
            "value": -7.977438926696777,
            "min": -24.97378158569336,
            "max": 25.92108154296875,
            "count": 583
        },
        "SoccerTwos.Environment.CumulativeReward.mean": {
            "value": 0.0,
            "min": 0.0,
            "max": 0.0,
            "count": 583
        },
        "SoccerTwos.Environment.CumulativeReward.sum": {
            "value": 0.0,
            "min": 0.0,
            "max": 0.0,
            "count": 583
        },
        "SoccerTwos.Policy.ExtrinsicReward.mean": {
            "value": -0.11726341596463831,
            "min": -0.7142857142857143,
            "max": 0.5206204090191393,
            "count": 583
        },
        "SoccerTwos.Policy.ExtrinsicReward.sum": {
            "value": -24.039000272750854,
            "min": -62.41359996795654,
            "max": 65.96000003814697,
            "count": 583
        },
        "SoccerTwos.Environment.GroupCumulativeReward.mean": {
            "value": -0.11726341596463831,
            "min": -0.7142857142857143,
            "max": 0.5206204090191393,
            "count": 583
        },
        "SoccerTwos.Environment.GroupCumulativeReward.sum": {
            "value": -24.039000272750854,
            "min": -62.41359996795654,
            "max": 65.96000003814697,
            "count": 583
        },
        "SoccerTwos.IsTraining.mean": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 583
        },
        "SoccerTwos.IsTraining.sum": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 583
        },
        "SoccerTwos.Losses.PolicyLoss.mean": {
            "value": 0.015221605898113921,
            "min": 0.01092262822912744,
            "max": 0.023748412328617026,
            "count": 280
        },
        "SoccerTwos.Losses.PolicyLoss.sum": {
            "value": 0.015221605898113921,
            "min": 0.01092262822912744,
            "max": 0.023748412328617026,
            "count": 280
        },
        "SoccerTwos.Losses.ValueLoss.mean": {
            "value": 0.11137958690524101,
            "min": 0.0008556886556713531,
            "max": 0.12397084087133407,
            "count": 280
        },
        "SoccerTwos.Losses.ValueLoss.sum": {
            "value": 0.11137958690524101,
            "min": 0.0008556886556713531,
            "max": 0.12397084087133407,
            "count": 280
        },
        "SoccerTwos.Losses.BaselineLoss.mean": {
            "value": 0.11331250021855037,
            "min": 0.0008961730782175437,
            "max": 0.12599406515558562,
            "count": 280
        },
        "SoccerTwos.Losses.BaselineLoss.sum": {
            "value": 0.11331250021855037,
            "min": 0.0008961730782175437,
            "max": 0.12599406515558562,
            "count": 280
        },
        "SoccerTwos.Policy.LearningRate.mean": {
            "value": 0.0003,
            "min": 0.0003,
            "max": 0.0003,
            "count": 280
        },
        "SoccerTwos.Policy.LearningRate.sum": {
            "value": 0.0003,
            "min": 0.0003,
            "max": 0.0003,
            "count": 280
        },
        "SoccerTwos.Policy.Epsilon.mean": {
            "value": 0.20000000000000007,
            "min": 0.20000000000000007,
            "max": 0.20000000000000007,
            "count": 280
        },
        "SoccerTwos.Policy.Epsilon.sum": {
            "value": 0.20000000000000007,
            "min": 0.20000000000000007,
            "max": 0.20000000000000007,
            "count": 280
        },
        "SoccerTwos.Policy.Beta.mean": {
            "value": 0.005000000000000001,
            "min": 0.005000000000000001,
            "max": 0.005000000000000001,
            "count": 280
        },
        "SoccerTwos.Policy.Beta.sum": {
            "value": 0.005000000000000001,
            "min": 0.005000000000000001,
            "max": 0.005000000000000001,
            "count": 280
        }
    },
    "metadata": {
        "timer_format_version": "0.1.0",
        "start_time_seconds": "1701285198",
        "python_version": "3.10.12 | packaged by Anaconda, Inc. | (main, Jul  5 2023, 19:01:18) [MSC v.1916 64 bit (AMD64)]",
        "command_line_arguments": "\\\\?\\C:\\Users\\user\\anaconda3\\envs\\rl\\Scripts\\mlagents-learn ./config/poca/SoccerTwos.yaml --env=./training-envs-executables/SoccerTwos.exe --run-id=SoccerTwos --no-graphics --resume",
        "mlagents_version": "1.1.0.dev0",
        "mlagents_envs_version": "1.1.0.dev0",
        "communication_protocol_version": "1.5.0",
        "pytorch_version": "2.1.1+cpu",
        "numpy_version": "1.23.5",
        "end_time_seconds": "1701333182"
    },
    "total": 47982.489849000005,
    "count": 1,
    "self": 0.24068759998772293,
    "children": {
        "run_training.setup": {
            "total": 0.12456259998725727,
            "count": 1,
            "self": 0.12456259998725727
        },
        "TrainerController.start_learning": {
            "total": 47982.12459880003,
            "count": 1,
            "self": 27.5780346042593,
            "children": {
                "TrainerController._reset_env": {
                    "total": 9.155859399819747,
                    "count": 30,
                    "self": 9.155859399819747
                },
                "TrainerController.advance": {
                    "total": 47944.85520439595,
                    "count": 399099,
                    "self": 29.803272486140486,
                    "children": {
                        "env_step": {
                            "total": 20304.866591629398,
                            "count": 399099,
                            "self": 14576.87355039746,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 5712.371078997327,
                                    "count": 399099,
                                    "self": 165.52294571546372,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 5546.848133281863,
                                            "count": 735372,
                                            "self": 5546.848133281863
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 15.621962234610692,
                                    "count": 399099,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 47936.45714417251,
                                            "count": 399099,
                                            "is_parallel": true,
                                            "self": 36596.77760363015,
                                            "children": {
                                                "steps_from_proto": {
                                                    "total": 0.15410140017047524,
                                                    "count": 60,
                                                    "is_parallel": true,
                                                    "self": 0.03087789920391515,
                                                    "children": {
                                                        "_process_rank_one_or_two_observation": {
                                                            "total": 0.1232235009665601,
                                                            "count": 240,
                                                            "is_parallel": true,
                                                            "self": 0.1232235009665601
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 11339.525439142191,
                                                    "count": 399099,
                                                    "is_parallel": true,
                                                    "self": 585.7096071103006,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 507.8765655910829,
                                                            "count": 399099,
                                                            "is_parallel": true,
                                                            "self": 507.8765655910829
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 8226.763018726895,
                                                            "count": 399099,
                                                            "is_parallel": true,
                                                            "self": 8226.763018726895
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 2019.1762477139127,
                                                            "count": 798198,
                                                            "is_parallel": true,
                                                            "self": 389.7491419397411,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 1629.4271057741717,
                                                                    "count": 3192792,
                                                                    "is_parallel": true,
                                                                    "self": 1629.4271057741717
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        },
                        "trainer_advance": {
                            "total": 27610.18534028041,
                            "count": 399099,
                            "self": 161.50414524361258,
                            "children": {
                                "process_trajectory": {
                                    "total": 5946.397217437276,
                                    "count": 399099,
                                    "self": 5941.642507737386,
                                    "children": {
                                        "RLTrainer._checkpoint": {
                                            "total": 4.754709699889645,
                                            "count": 11,
                                            "self": 4.754709699889645
                                        }
                                    }
                                },
                                "_update_policy": {
                                    "total": 21502.283977599523,
                                    "count": 281,
                                    "self": 2456.635687999951,
                                    "children": {
                                        "TorchPOCAOptimizer.update": {
                                            "total": 19045.648289599572,
                                            "count": 8403,
                                            "self": 19045.648289599572
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 3.8000289350748062e-06,
                    "count": 1,
                    "self": 3.8000289350748062e-06
                },
                "TrainerController._save_models": {
                    "total": 0.5354965999722481,
                    "count": 1,
                    "self": 0.007501599960960448,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.5279950000112876,
                            "count": 1,
                            "self": 0.5279950000112876
                        }
                    }
                }
            }
        }
    }
}