File size: 18,961 Bytes
4bcb33b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
    "name": "root",
    "gauges": {
        "SnowballTarget.Policy.Entropy.mean": {
            "value": 0.9353621602058411,
            "min": 0.9353621602058411,
            "max": 2.8643124103546143,
            "count": 20
        },
        "SnowballTarget.Policy.Entropy.sum": {
            "value": 8930.837890625,
            "min": 8930.837890625,
            "max": 29333.423828125,
            "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": 12.753926277160645,
            "min": 0.24486985802650452,
            "max": 12.753926277160645,
            "count": 20
        },
        "SnowballTarget.Policy.ExtrinsicValueEstimate.sum": {
            "value": 2487.015625,
            "min": 47.50475311279297,
            "max": 2554.7646484375,
            "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": 0.06647700000658184,
            "min": 0.05969474353980474,
            "max": 0.07528391092794254,
            "count": 20
        },
        "SnowballTarget.Losses.PolicyLoss.sum": {
            "value": 0.26590800002632736,
            "min": 0.26590800002632736,
            "max": 0.37440616414217703,
            "count": 20
        },
        "SnowballTarget.Losses.ValueLoss.mean": {
            "value": 0.19717320631824287,
            "min": 0.1080628109835636,
            "max": 0.27370550235112506,
            "count": 20
        },
        "SnowballTarget.Losses.ValueLoss.sum": {
            "value": 0.7886928252729715,
            "min": 0.4322512439342544,
            "max": 1.3685275117556253,
            "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": 25.818181818181817,
            "min": 3.2045454545454546,
            "max": 25.818181818181817,
            "count": 20
        },
        "SnowballTarget.Environment.CumulativeReward.sum": {
            "value": 1136.0,
            "min": 141.0,
            "max": 1376.0,
            "count": 20
        },
        "SnowballTarget.Policy.ExtrinsicReward.mean": {
            "value": 25.818181818181817,
            "min": 3.2045454545454546,
            "max": 25.818181818181817,
            "count": 20
        },
        "SnowballTarget.Policy.ExtrinsicReward.sum": {
            "value": 1136.0,
            "min": 141.0,
            "max": 1376.0,
            "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": "1673447984",
        "python_version": "3.8.16 (default, Dec  7 2022, 01:12:13) \n[GCC 7.5.0]",
        "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": "0.29.0.dev0",
        "mlagents_envs_version": "0.29.0.dev0",
        "communication_protocol_version": "1.5.0",
        "pytorch_version": "1.8.1+cu102",
        "numpy_version": "1.21.6",
        "end_time_seconds": "1673448405"
    },
    "total": 420.77541457399997,
    "count": 1,
    "self": 0.43600791199997957,
    "children": {
        "run_training.setup": {
            "total": 0.11323907500002406,
            "count": 1,
            "self": 0.11323907500002406
        },
        "TrainerController.start_learning": {
            "total": 420.22616758699996,
            "count": 1,
            "self": 0.5057763289950117,
            "children": {
                "TrainerController._reset_env": {
                    "total": 6.781906037999988,
                    "count": 1,
                    "self": 6.781906037999988
                },
                "TrainerController.advance": {
                    "total": 412.81946261400503,
                    "count": 18204,
                    "self": 0.25631104600972776,
                    "children": {
                        "env_step": {
                            "total": 412.5631515679953,
                            "count": 18204,
                            "self": 268.49138263400727,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 143.81712610299502,
                                    "count": 18204,
                                    "self": 1.444625849994054,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 142.37250025300096,
                                            "count": 18204,
                                            "self": 31.222968704008338,
                                            "children": {
                                                "TorchPolicy.sample_actions": {
                                                    "total": 111.14953154899263,
                                                    "count": 18204,
                                                    "self": 111.14953154899263
                                                }
                                            }
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 0.25464283099302065,
                                    "count": 18204,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 419.1054510809901,
                                            "count": 18204,
                                            "is_parallel": true,
                                            "self": 204.38549716397694,
                                            "children": {
                                                "run_training.setup": {
                                                    "total": 0.0,
                                                    "count": 0,
                                                    "is_parallel": true,
                                                    "self": 0.0,
                                                    "children": {
                                                        "steps_from_proto": {
                                                            "total": 0.00582484600005273,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0034945070001413114,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 0.002330338999911419,
                                                                    "count": 10,
                                                                    "is_parallel": true,
                                                                    "self": 0.002330338999911419
                                                                }
                                                            }
                                                        },
                                                        "UnityEnvironment.step": {
                                                            "total": 0.04287225899997793,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0003968949999944016,
                                                            "children": {
                                                                "UnityEnvironment._generate_step_input": {
                                                                    "total": 0.0002636479999864605,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.0002636479999864605
                                                                },
                                                                "communicator.exchange": {
                                                                    "total": 0.0403199869999753,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.0403199869999753
                                                                },
                                                                "steps_from_proto": {
                                                                    "total": 0.001891729000021769,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.0004310900002906237,
                                                                    "children": {
                                                                        "_process_rank_one_or_two_observation": {
                                                                            "total": 0.0014606389997311453,
                                                                            "count": 10,
                                                                            "is_parallel": true,
                                                                            "self": 0.0014606389997311453
                                                                        }
                                                                    }
                                                                }
                                                            }
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 214.71995391701319,
                                                    "count": 18203,
                                                    "is_parallel": true,
                                                    "self": 8.190866097010485,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 4.778878550996183,
                                                            "count": 18203,
                                                            "is_parallel": true,
                                                            "self": 4.778878550996183
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 172.2780343470077,
                                                            "count": 18203,
                                                            "is_parallel": true,
                                                            "self": 172.2780343470077
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 29.47217492199883,
                                                            "count": 18203,
                                                            "is_parallel": true,
                                                            "self": 6.240823847969807,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 23.23135107402902,
                                                                    "count": 182030,
                                                                    "is_parallel": true,
                                                                    "self": 23.23135107402902
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 4.430399997090717e-05,
                    "count": 1,
                    "self": 4.430399997090717e-05,
                    "children": {
                        "thread_root": {
                            "total": 0.0,
                            "count": 0,
                            "is_parallel": true,
                            "self": 0.0,
                            "children": {
                                "trainer_advance": {
                                    "total": 410.0213472689715,
                                    "count": 331610,
                                    "is_parallel": true,
                                    "self": 8.736266929979877,
                                    "children": {
                                        "process_trajectory": {
                                            "total": 233.99930441399147,
                                            "count": 331610,
                                            "is_parallel": true,
                                            "self": 233.2105148499915,
                                            "children": {
                                                "RLTrainer._checkpoint": {
                                                    "total": 0.7887895639999556,
                                                    "count": 4,
                                                    "is_parallel": true,
                                                    "self": 0.7887895639999556
                                                }
                                            }
                                        },
                                        "_update_policy": {
                                            "total": 167.28577592500017,
                                            "count": 90,
                                            "is_parallel": true,
                                            "self": 43.12495777200189,
                                            "children": {
                                                "TorchPPOOptimizer.update": {
                                                    "total": 124.16081815299827,
                                                    "count": 4587,
                                                    "is_parallel": true,
                                                    "self": 124.16081815299827
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "TrainerController._save_models": {
                    "total": 0.11897830199995951,
                    "count": 1,
                    "self": 0.0008569739999302328,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.11812132800002928,
                            "count": 1,
                            "self": 0.11812132800002928
                        }
                    }
                }
            }
        }
    }
}