File size: 18,501 Bytes
718ba43
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 1.0132485628128052,
            "min": 0.9968019127845764,
            "max": 2.8671085834503174,
            "count": 20
        },
        "SnowballTarget.Policy.Entropy.sum": {
            "value": 9674.4970703125,
            "min": 9674.4970703125,
            "max": 29551.2890625,
            "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": 12.79834270477295,
            "min": 0.2821919918060303,
            "max": 12.79834270477295,
            "count": 20
        },
        "SnowballTarget.Policy.ExtrinsicValueEstimate.sum": {
            "value": 2495.6767578125,
            "min": 54.74524688720703,
            "max": 2581.87255859375,
            "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": 0.06663498514692537,
            "min": 0.05986251443505799,
            "max": 0.07093851768144055,
            "count": 20
        },
        "SnowballTarget.Losses.PolicyLoss.sum": {
            "value": 0.2665399405877015,
            "min": 0.23945005774023195,
            "max": 0.35469258840720275,
            "count": 20
        },
        "SnowballTarget.Losses.ValueLoss.mean": {
            "value": 0.20877301656440192,
            "min": 0.12385145530981176,
            "max": 0.28449741307938214,
            "count": 20
        },
        "SnowballTarget.Losses.ValueLoss.sum": {
            "value": 0.8350920662576077,
            "min": 0.49540582123924704,
            "max": 1.4224870653969108,
            "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": 25.227272727272727,
            "min": 3.6136363636363638,
            "max": 25.318181818181817,
            "count": 20
        },
        "SnowballTarget.Environment.CumulativeReward.sum": {
            "value": 1110.0,
            "min": 159.0,
            "max": 1388.0,
            "count": 20
        },
        "SnowballTarget.Policy.ExtrinsicReward.mean": {
            "value": 25.227272727272727,
            "min": 3.6136363636363638,
            "max": 25.318181818181817,
            "count": 20
        },
        "SnowballTarget.Policy.ExtrinsicReward.sum": {
            "value": 1110.0,
            "min": 159.0,
            "max": 1388.0,
            "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": "1721254391",
        "python_version": "3.10.12 (main, Mar 22 2024, 16:50:05) [GCC 11.4.0]",
        "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": "1.1.0.dev0",
        "mlagents_envs_version": "1.1.0.dev0",
        "communication_protocol_version": "1.5.0",
        "pytorch_version": "2.3.1+cu121",
        "numpy_version": "1.23.5",
        "end_time_seconds": "1721254884"
    },
    "total": 493.79026573400006,
    "count": 1,
    "self": 0.4835471329997745,
    "children": {
        "run_training.setup": {
            "total": 0.07615750600007232,
            "count": 1,
            "self": 0.07615750600007232
        },
        "TrainerController.start_learning": {
            "total": 493.2305610950002,
            "count": 1,
            "self": 0.6076555339814149,
            "children": {
                "TrainerController._reset_env": {
                    "total": 3.673687746000269,
                    "count": 1,
                    "self": 3.673687746000269
                },
                "TrainerController.advance": {
                    "total": 488.8520875200188,
                    "count": 18201,
                    "self": 0.27456838601619893,
                    "children": {
                        "env_step": {
                            "total": 488.5775191340026,
                            "count": 18201,
                            "self": 320.78350292401547,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 167.5020040689683,
                                    "count": 18201,
                                    "self": 1.590109006988314,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 165.91189506197998,
                                            "count": 18201,
                                            "self": 165.91189506197998
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 0.29201214101885853,
                                    "count": 18201,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 491.8789529740311,
                                            "count": 18201,
                                            "is_parallel": true,
                                            "self": 249.37494049208362,
                                            "children": {
                                                "run_training.setup": {
                                                    "total": 0.0,
                                                    "count": 0,
                                                    "is_parallel": true,
                                                    "self": 0.0,
                                                    "children": {
                                                        "steps_from_proto": {
                                                            "total": 0.005700416999843583,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.003986337998867384,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 0.0017140790009761986,
                                                                    "count": 10,
                                                                    "is_parallel": true,
                                                                    "self": 0.0017140790009761986
                                                                }
                                                            }
                                                        },
                                                        "UnityEnvironment.step": {
                                                            "total": 0.03775518199972794,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0007347849996222067,
                                                            "children": {
                                                                "UnityEnvironment._generate_step_input": {
                                                                    "total": 0.00039823699989938177,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00039823699989938177
                                                                },
                                                                "communicator.exchange": {
                                                                    "total": 0.034705603000020346,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.034705603000020346
                                                                },
                                                                "steps_from_proto": {
                                                                    "total": 0.0019165570001860033,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.0003618319997258368,
                                                                    "children": {
                                                                        "_process_rank_one_or_two_observation": {
                                                                            "total": 0.0015547250004601665,
                                                                            "count": 10,
                                                                            "is_parallel": true,
                                                                            "self": 0.0015547250004601665
                                                                        }
                                                                    }
                                                                }
                                                            }
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 242.50401248194748,
                                                    "count": 18200,
                                                    "is_parallel": true,
                                                    "self": 11.024339627943391,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 5.67179658095165,
                                                            "count": 18200,
                                                            "is_parallel": true,
                                                            "self": 5.67179658095165
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 189.8656773999969,
                                                            "count": 18200,
                                                            "is_parallel": true,
                                                            "self": 189.8656773999969
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 35.94219887305553,
                                                            "count": 18200,
                                                            "is_parallel": true,
                                                            "self": 6.986027537078826,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 28.956171335976705,
                                                                    "count": 182000,
                                                                    "is_parallel": true,
                                                                    "self": 28.956171335976705
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 0.0001260879998881137,
                    "count": 1,
                    "self": 0.0001260879998881137,
                    "children": {
                        "thread_root": {
                            "total": 0.0,
                            "count": 0,
                            "is_parallel": true,
                            "self": 0.0,
                            "children": {
                                "trainer_advance": {
                                    "total": 482.76883397291704,
                                    "count": 685647,
                                    "is_parallel": true,
                                    "self": 15.44845173886597,
                                    "children": {
                                        "process_trajectory": {
                                            "total": 264.01752426805524,
                                            "count": 685647,
                                            "is_parallel": true,
                                            "self": 263.0258320850553,
                                            "children": {
                                                "RLTrainer._checkpoint": {
                                                    "total": 0.991692182999941,
                                                    "count": 4,
                                                    "is_parallel": true,
                                                    "self": 0.991692182999941
                                                }
                                            }
                                        },
                                        "_update_policy": {
                                            "total": 203.30285796599583,
                                            "count": 90,
                                            "is_parallel": true,
                                            "self": 70.59401997599434,
                                            "children": {
                                                "TorchPPOOptimizer.update": {
                                                    "total": 132.70883799000148,
                                                    "count": 4584,
                                                    "is_parallel": true,
                                                    "self": 132.70883799000148
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "TrainerController._save_models": {
                    "total": 0.09700420699982715,
                    "count": 1,
                    "self": 0.0009972759999072878,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.09600693099991986,
                            "count": 1,
                            "self": 0.09600693099991986
                        }
                    }
                }
            }
        }
    }
}