File size: 18,485 Bytes
32ad89d
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
    "name": "root",
    "gauges": {
        "SnowballTarget.Policy.Entropy.mean": {
            "value": 1.0432385206222534,
            "min": 1.0432385206222534,
            "max": 2.864841938018799,
            "count": 20
        },
        "SnowballTarget.Policy.Entropy.sum": {
            "value": 9983.79296875,
            "min": 9983.79296875,
            "max": 29433.38671875,
            "count": 20
        },
        "SnowballTarget.Step.mean": {
            "value": 199984.0,
            "min": 9952.0,
            "max": 199984.0,
            "count": 20
        },
        "SnowballTarget.Step.sum": {
            "value": 199984.0,
            "min": 9952.0,
            "max": 199984.0,
            "count": 20
        },
        "SnowballTarget.Policy.ExtrinsicValueEstimate.mean": {
            "value": 12.345352172851562,
            "min": 0.21826171875,
            "max": 12.345352172851562,
            "count": 20
        },
        "SnowballTarget.Policy.ExtrinsicValueEstimate.sum": {
            "value": 2407.34375,
            "min": 42.3427734375,
            "max": 2481.105224609375,
            "count": 20
        },
        "SnowballTarget.Environment.EpisodeLength.mean": {
            "value": 199.0,
            "min": 199.0,
            "max": 199.0,
            "count": 20
        },
        "SnowballTarget.Environment.EpisodeLength.sum": {
            "value": 8756.0,
            "min": 8756.0,
            "max": 10945.0,
            "count": 20
        },
        "SnowballTarget.Losses.PolicyLoss.mean": {
            "value": 0.06300989842266598,
            "min": 0.062442541408481524,
            "max": 0.07475613842834718,
            "count": 20
        },
        "SnowballTarget.Losses.PolicyLoss.sum": {
            "value": 0.2520395936906639,
            "min": 0.2497701656339261,
            "max": 0.37378069214173587,
            "count": 20
        },
        "SnowballTarget.Losses.ValueLoss.mean": {
            "value": 0.19463636799185882,
            "min": 0.08987608740868631,
            "max": 0.2654113506569582,
            "count": 20
        },
        "SnowballTarget.Losses.ValueLoss.sum": {
            "value": 0.7785454719674353,
            "min": 0.35950434963474526,
            "max": 1.3010747850525612,
            "count": 20
        },
        "SnowballTarget.Policy.LearningRate.mean": {
            "value": 8.082097306000005e-06,
            "min": 8.082097306000005e-06,
            "max": 0.000291882002706,
            "count": 20
        },
        "SnowballTarget.Policy.LearningRate.sum": {
            "value": 3.232838922400002e-05,
            "min": 3.232838922400002e-05,
            "max": 0.00138516003828,
            "count": 20
        },
        "SnowballTarget.Policy.Epsilon.mean": {
            "value": 0.10269400000000001,
            "min": 0.10269400000000001,
            "max": 0.19729400000000002,
            "count": 20
        },
        "SnowballTarget.Policy.Epsilon.sum": {
            "value": 0.41077600000000003,
            "min": 0.41077600000000003,
            "max": 0.96172,
            "count": 20
        },
        "SnowballTarget.Policy.Beta.mean": {
            "value": 0.0001444306000000001,
            "min": 0.0001444306000000001,
            "max": 0.0048649706,
            "count": 20
        },
        "SnowballTarget.Policy.Beta.sum": {
            "value": 0.0005777224000000004,
            "min": 0.0005777224000000004,
            "max": 0.023089828,
            "count": 20
        },
        "SnowballTarget.Environment.CumulativeReward.mean": {
            "value": 24.886363636363637,
            "min": 2.7045454545454546,
            "max": 24.886363636363637,
            "count": 20
        },
        "SnowballTarget.Environment.CumulativeReward.sum": {
            "value": 1095.0,
            "min": 119.0,
            "max": 1332.0,
            "count": 20
        },
        "SnowballTarget.Policy.ExtrinsicReward.mean": {
            "value": 24.886363636363637,
            "min": 2.7045454545454546,
            "max": 24.886363636363637,
            "count": 20
        },
        "SnowballTarget.Policy.ExtrinsicReward.sum": {
            "value": 1095.0,
            "min": 119.0,
            "max": 1332.0,
            "count": 20
        },
        "SnowballTarget.IsTraining.mean": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 20
        },
        "SnowballTarget.IsTraining.sum": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 20
        }
    },
    "metadata": {
        "timer_format_version": "0.1.0",
        "start_time_seconds": "1688017538",
        "python_version": "3.10.12 (main, Jun  7 2023, 12:45:35) [GCC 9.4.0]",
        "command_line_arguments": "/usr/local/bin/mlagents-learn ./config/ppo/SnowballTarget.yaml --env=./training-envs-executables/linux/SnowballTarget/SnowballTarget --run-id=SnowballTarget1 --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": "1688018049"
    },
    "total": 511.55396236,
    "count": 1,
    "self": 0.7414762509998809,
    "children": {
        "run_training.setup": {
            "total": 0.044093244999999115,
            "count": 1,
            "self": 0.044093244999999115
        },
        "TrainerController.start_learning": {
            "total": 510.76839286400013,
            "count": 1,
            "self": 0.6353570309995575,
            "children": {
                "TrainerController._reset_env": {
                    "total": 5.055996664999952,
                    "count": 1,
                    "self": 5.055996664999952
                },
                "TrainerController.advance": {
                    "total": 504.84481873700054,
                    "count": 18221,
                    "self": 0.31663221899259497,
                    "children": {
                        "env_step": {
                            "total": 504.52818651800794,
                            "count": 18221,
                            "self": 366.01303892700537,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 138.21232609000492,
                                    "count": 18221,
                                    "self": 2.0145995150038516,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 136.19772657500107,
                                            "count": 18221,
                                            "self": 136.19772657500107
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 0.30282150099765204,
                                    "count": 18221,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 508.60969604801016,
                                            "count": 18221,
                                            "is_parallel": true,
                                            "self": 237.85593719601877,
                                            "children": {
                                                "run_training.setup": {
                                                    "total": 0.0,
                                                    "count": 0,
                                                    "is_parallel": true,
                                                    "self": 0.0,
                                                    "children": {
                                                        "steps_from_proto": {
                                                            "total": 0.005995975999894654,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.004487752999921213,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 0.001508222999973441,
                                                                    "count": 10,
                                                                    "is_parallel": true,
                                                                    "self": 0.001508222999973441
                                                                }
                                                            }
                                                        },
                                                        "UnityEnvironment.step": {
                                                            "total": 0.07873408099999324,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0006430890000501677,
                                                            "children": {
                                                                "UnityEnvironment._generate_step_input": {
                                                                    "total": 0.00046106199999940145,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00046106199999940145
                                                                },
                                                                "communicator.exchange": {
                                                                    "total": 0.07519530299998678,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.07519530299998678
                                                                },
                                                                "steps_from_proto": {
                                                                    "total": 0.0024346269999568904,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00044700800015107234,
                                                                    "children": {
                                                                        "_process_rank_one_or_two_observation": {
                                                                            "total": 0.001987618999805818,
                                                                            "count": 10,
                                                                            "is_parallel": true,
                                                                            "self": 0.001987618999805818
                                                                        }
                                                                    }
                                                                }
                                                            }
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 270.7537588519914,
                                                    "count": 18220,
                                                    "is_parallel": true,
                                                    "self": 11.06313883298401,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 5.87746334400731,
                                                            "count": 18220,
                                                            "is_parallel": true,
                                                            "self": 5.87746334400731
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 214.8713107140028,
                                                            "count": 18220,
                                                            "is_parallel": true,
                                                            "self": 214.8713107140028
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 38.941845960997284,
                                                            "count": 18220,
                                                            "is_parallel": true,
                                                            "self": 7.271902727996348,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 31.669943233000936,
                                                                    "count": 182200,
                                                                    "is_parallel": true,
                                                                    "self": 31.669943233000936
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 0.00015303999998650397,
                    "count": 1,
                    "self": 0.00015303999998650397,
                    "children": {
                        "thread_root": {
                            "total": 0.0,
                            "count": 0,
                            "is_parallel": true,
                            "self": 0.0,
                            "children": {
                                "trainer_advance": {
                                    "total": 500.62272976300505,
                                    "count": 492533,
                                    "is_parallel": true,
                                    "self": 11.457104047039024,
                                    "children": {
                                        "process_trajectory": {
                                            "total": 278.0614141309661,
                                            "count": 492533,
                                            "is_parallel": true,
                                            "self": 276.3464726439662,
                                            "children": {
                                                "RLTrainer._checkpoint": {
                                                    "total": 1.714941486999919,
                                                    "count": 4,
                                                    "is_parallel": true,
                                                    "self": 1.714941486999919
                                                }
                                            }
                                        },
                                        "_update_policy": {
                                            "total": 211.10421158499992,
                                            "count": 90,
                                            "is_parallel": true,
                                            "self": 79.99344522999809,
                                            "children": {
                                                "TorchPPOOptimizer.update": {
                                                    "total": 131.11076635500183,
                                                    "count": 4587,
                                                    "is_parallel": true,
                                                    "self": 131.11076635500183
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "TrainerController._save_models": {
                    "total": 0.23206739100010054,
                    "count": 1,
                    "self": 0.0011017130000254838,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.23096567800007506,
                            "count": 1,
                            "self": 0.23096567800007506
                        }
                    }
                }
            }
        }
    }
}