File size: 15,640 Bytes
783a753
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 1.9291170835494995,
            "min": 1.8552395105361938,
            "max": 3.2957236766815186,
            "count": 1180
        },
        "SoccerTwos.Policy.Entropy.sum": {
            "value": 39261.390625,
            "min": 18268.6484375,
            "max": 146873.828125,
            "count": 1180
        },
        "SoccerTwos.Environment.EpisodeLength.mean": {
            "value": 57.11363636363637,
            "min": 40.12,
            "max": 999.0,
            "count": 1180
        },
        "SoccerTwos.Environment.EpisodeLength.sum": {
            "value": 20104.0,
            "min": 10500.0,
            "max": 29024.0,
            "count": 1180
        },
        "SoccerTwos.Self-play.ELO.mean": {
            "value": 1658.209464932352,
            "min": 1189.585084023995,
            "max": 1725.188051107122,
            "count": 1156
        },
        "SoccerTwos.Self-play.ELO.sum": {
            "value": 291844.86582809396,
            "min": 2381.9127099984767,
            "max": 407354.7901875677,
            "count": 1156
        },
        "SoccerTwos.Step.mean": {
            "value": 11799924.0,
            "min": 9448.0,
            "max": 11799924.0,
            "count": 1180
        },
        "SoccerTwos.Step.sum": {
            "value": 11799924.0,
            "min": 9448.0,
            "max": 11799924.0,
            "count": 1180
        },
        "SoccerTwos.Policy.ExtrinsicBaselineEstimate.mean": {
            "value": -0.049491703510284424,
            "min": -0.10328812152147293,
            "max": 0.18030281364917755,
            "count": 1180
        },
        "SoccerTwos.Policy.ExtrinsicBaselineEstimate.sum": {
            "value": -8.66104793548584,
            "min": -14.271673202514648,
            "max": 24.303085327148438,
            "count": 1180
        },
        "SoccerTwos.Policy.ExtrinsicValueEstimate.mean": {
            "value": -0.05083049088716507,
            "min": -0.10325547307729721,
            "max": 0.18770861625671387,
            "count": 1180
        },
        "SoccerTwos.Policy.ExtrinsicValueEstimate.sum": {
            "value": -8.895336151123047,
            "min": -14.213946342468262,
            "max": 25.439725875854492,
            "count": 1180
        },
        "SoccerTwos.Environment.CumulativeReward.mean": {
            "value": 0.0,
            "min": 0.0,
            "max": 0.0,
            "count": 1180
        },
        "SoccerTwos.Environment.CumulativeReward.sum": {
            "value": 0.0,
            "min": 0.0,
            "max": 0.0,
            "count": 1180
        },
        "SoccerTwos.Policy.ExtrinsicReward.mean": {
            "value": -0.14695199932370867,
            "min": -0.6272461528961475,
            "max": 0.7841285753006838,
            "count": 1180
        },
        "SoccerTwos.Policy.ExtrinsicReward.sum": {
            "value": -25.716599881649017,
            "min": -47.014200150966644,
            "max": 76.84460037946701,
            "count": 1180
        },
        "SoccerTwos.Environment.GroupCumulativeReward.mean": {
            "value": -0.14695199932370867,
            "min": -0.6272461528961475,
            "max": 0.7841285753006838,
            "count": 1180
        },
        "SoccerTwos.Environment.GroupCumulativeReward.sum": {
            "value": -25.716599881649017,
            "min": -47.014200150966644,
            "max": 76.84460037946701,
            "count": 1180
        },
        "SoccerTwos.IsTraining.mean": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 1180
        },
        "SoccerTwos.IsTraining.sum": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 1180
        },
        "SoccerTwos.Losses.PolicyLoss.mean": {
            "value": 0.01856582779728342,
            "min": 0.008319745107049433,
            "max": 0.020095219637732954,
            "count": 285
        },
        "SoccerTwos.Losses.PolicyLoss.sum": {
            "value": 0.01856582779728342,
            "min": 0.008319745107049433,
            "max": 0.020095219637732954,
            "count": 285
        },
        "SoccerTwos.Losses.ValueLoss.mean": {
            "value": 0.06312520131468773,
            "min": 0.0005722402932102947,
            "max": 0.07544807940721512,
            "count": 285
        },
        "SoccerTwos.Losses.ValueLoss.sum": {
            "value": 0.06312520131468773,
            "min": 0.0005722402932102947,
            "max": 0.07544807940721512,
            "count": 285
        },
        "SoccerTwos.Losses.BaselineLoss.mean": {
            "value": 0.06485664981106917,
            "min": 0.0005708885793865193,
            "max": 0.07775571793317795,
            "count": 285
        },
        "SoccerTwos.Losses.BaselineLoss.sum": {
            "value": 0.06485664981106917,
            "min": 0.0005708885793865193,
            "max": 0.07775571793317795,
            "count": 285
        },
        "SoccerTwos.Policy.LearningRate.mean": {
            "value": 0.0010000000000000002,
            "min": 0.001,
            "max": 0.0010000000000000002,
            "count": 285
        },
        "SoccerTwos.Policy.LearningRate.sum": {
            "value": 0.0010000000000000002,
            "min": 0.001,
            "max": 0.0010000000000000002,
            "count": 285
        },
        "SoccerTwos.Policy.Epsilon.mean": {
            "value": 0.20000000000000007,
            "min": 0.2,
            "max": 0.20000000000000007,
            "count": 285
        },
        "SoccerTwos.Policy.Epsilon.sum": {
            "value": 0.20000000000000007,
            "min": 0.2,
            "max": 0.20000000000000007,
            "count": 285
        },
        "SoccerTwos.Policy.Beta.mean": {
            "value": 0.005000000000000001,
            "min": 0.005,
            "max": 0.005000000000000001,
            "count": 285
        },
        "SoccerTwos.Policy.Beta.sum": {
            "value": 0.005000000000000001,
            "min": 0.005,
            "max": 0.005000000000000001,
            "count": 285
        }
    },
    "metadata": {
        "timer_format_version": "0.1.0",
        "start_time_seconds": "1686108196",
        "python_version": "3.9.16 (main, Mar  8 2023, 10:39:24) [MSC v.1916 64 bit (AMD64)]",
        "command_line_arguments": "C:\\Users\\eaden\\miniconda3\\envs\\rlHuggingFace\\Scripts\\mlagents-learn ./config/poca/SoccerTwos.yaml --env=./training-envs-executables/SoccerTwos.exe --run-id=SoccerTwos --no-graphics --force",
        "mlagents_version": "0.31.0.dev0",
        "mlagents_envs_version": "0.31.0.dev0",
        "communication_protocol_version": "1.5.0",
        "pytorch_version": "2.0.1+cpu",
        "numpy_version": "1.21.2",
        "end_time_seconds": "1686144921"
    },
    "total": 36725.6045326,
    "count": 1,
    "self": 0.005228700007137377,
    "children": {
        "run_training.setup": {
            "total": 0.09423650000000006,
            "count": 1,
            "self": 0.09423650000000006
        },
        "TrainerController.start_learning": {
            "total": 36725.505067399994,
            "count": 1,
            "self": 15.754929300521326,
            "children": {
                "TrainerController._reset_env": {
                    "total": 4.390641099989624,
                    "count": 59,
                    "self": 4.390641099989624
                },
                "TrainerController.advance": {
                    "total": 36705.24884719948,
                    "count": 805834,
                    "self": 15.07107550198998,
                    "children": {
                        "env_step": {
                            "total": 10308.16381749805,
                            "count": 805834,
                            "self": 8016.082624194722,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 2282.847217702719,
                                    "count": 805834,
                                    "self": 80.76060490266991,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 2202.086612800049,
                                            "count": 1487072,
                                            "self": 2202.086612800049
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 9.23397560061084,
                                    "count": 805834,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 36661.820653898125,
                                            "count": 805834,
                                            "is_parallel": true,
                                            "self": 30250.67168949754,
                                            "children": {
                                                "steps_from_proto": {
                                                    "total": 0.08054820000879204,
                                                    "count": 118,
                                                    "is_parallel": true,
                                                    "self": 0.01661829996981501,
                                                    "children": {
                                                        "_process_rank_one_or_two_observation": {
                                                            "total": 0.06392990003897703,
                                                            "count": 472,
                                                            "is_parallel": true,
                                                            "self": 0.06392990003897703
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 6411.068416200578,
                                                    "count": 805834,
                                                    "is_parallel": true,
                                                    "self": 325.3614903000116,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 232.41281130160502,
                                                            "count": 805834,
                                                            "is_parallel": true,
                                                            "self": 232.41281130160502
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 4817.202108301453,
                                                            "count": 805834,
                                                            "is_parallel": true,
                                                            "self": 4817.202108301453
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 1036.0920062975083,
                                                            "count": 1611668,
                                                            "is_parallel": true,
                                                            "self": 215.1892200998243,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 820.902786197684,
                                                                    "count": 6446672,
                                                                    "is_parallel": true,
                                                                    "self": 820.902786197684
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        },
                        "trainer_advance": {
                            "total": 26382.013954199436,
                            "count": 805834,
                            "self": 112.60498300103427,
                            "children": {
                                "process_trajectory": {
                                    "total": 2283.8579623984297,
                                    "count": 805834,
                                    "self": 2281.2781560984286,
                                    "children": {
                                        "RLTrainer._checkpoint": {
                                            "total": 2.5798063000011098,
                                            "count": 23,
                                            "self": 2.5798063000011098
                                        }
                                    }
                                },
                                "_update_policy": {
                                    "total": 23985.551008799972,
                                    "count": 286,
                                    "self": 1531.1537574001086,
                                    "children": {
                                        "TorchPOCAOptimizer.update": {
                                            "total": 22454.397251399863,
                                            "count": 8565,
                                            "self": 22454.397251399863
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 8.999995770864189e-07,
                    "count": 1,
                    "self": 8.999995770864189e-07
                },
                "TrainerController._save_models": {
                    "total": 0.1106489000012516,
                    "count": 1,
                    "self": 0.00529159999859985,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.10535730000265175,
                            "count": 1,
                            "self": 0.10535730000265175
                        }
                    }
                }
            }
        }
    }
}