File size: 18,685 Bytes
9bdcf74
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
385
386
387
388
389
390
391
392
393
394
395
396
397
398
{
    "name": "root",
    "gauges": {
        "Pyramids.Policy.Entropy.mean": {
            "value": 0.482425719499588,
            "min": 0.4800167977809906,
            "max": 1.4426230192184448,
            "count": 33
        },
        "Pyramids.Policy.Entropy.sum": {
            "value": 14750.6484375,
            "min": 14423.544921875,
            "max": 43763.41015625,
            "count": 33
        },
        "Pyramids.Step.mean": {
            "value": 989978.0,
            "min": 29952.0,
            "max": 989978.0,
            "count": 33
        },
        "Pyramids.Step.sum": {
            "value": 989978.0,
            "min": 29952.0,
            "max": 989978.0,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.mean": {
            "value": 0.4827583432197571,
            "min": -0.08610346168279648,
            "max": 0.5138460993766785,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.sum": {
            "value": 131.79302978515625,
            "min": -20.664831161499023,
            "max": 143.36306762695312,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.mean": {
            "value": 0.015672221779823303,
            "min": -0.0035532887559384108,
            "max": 0.2822442352771759,
            "count": 33
        },
        "Pyramids.Policy.RndValueEstimate.sum": {
            "value": 4.27851676940918,
            "min": -0.8883221745491028,
            "max": 67.73861694335938,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.mean": {
            "value": 0.06795970206329904,
            "min": 0.06590084451500186,
            "max": 0.07468137035067442,
            "count": 33
        },
        "Pyramids.Losses.PolicyLoss.sum": {
            "value": 0.9514358288861866,
            "min": 0.49225976553360196,
            "max": 1.054969938603166,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.mean": {
            "value": 0.012666516635658742,
            "min": 0.0002162637314892551,
            "max": 0.01412053057685539,
            "count": 33
        },
        "Pyramids.Losses.ValueLoss.sum": {
            "value": 0.1773312328992224,
            "min": 0.0028114285093603164,
            "max": 0.19768742807597547,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.mean": {
            "value": 7.25304758235e-06,
            "min": 7.25304758235e-06,
            "max": 0.00029515063018788575,
            "count": 33
        },
        "Pyramids.Policy.LearningRate.sum": {
            "value": 0.0001015426661529,
            "min": 0.0001015426661529,
            "max": 0.0036324355891882,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.mean": {
            "value": 0.10241765,
            "min": 0.10241765,
            "max": 0.19838354285714285,
            "count": 33
        },
        "Pyramids.Policy.Epsilon.sum": {
            "value": 1.4338471,
            "min": 1.3886848,
            "max": 2.610811800000001,
            "count": 33
        },
        "Pyramids.Policy.Beta.mean": {
            "value": 0.000251523235,
            "min": 0.000251523235,
            "max": 0.00983851593142857,
            "count": 33
        },
        "Pyramids.Policy.Beta.sum": {
            "value": 0.0035213252899999998,
            "min": 0.0035213252899999998,
            "max": 0.12110009881999999,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.mean": {
            "value": 0.011739284731447697,
            "min": 0.011739284731447697,
            "max": 0.5053572058677673,
            "count": 33
        },
        "Pyramids.Losses.RNDLoss.sum": {
            "value": 0.1643499881029129,
            "min": 0.1643499881029129,
            "max": 3.5375006198883057,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.mean": {
            "value": 396.90277777777777,
            "min": 379.38666666666666,
            "max": 999.0,
            "count": 33
        },
        "Pyramids.Environment.EpisodeLength.sum": {
            "value": 28577.0,
            "min": 15984.0,
            "max": 32595.0,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.mean": {
            "value": 1.5197388647745054,
            "min": -1.0000000521540642,
            "max": 1.5392666456324082,
            "count": 33
        },
        "Pyramids.Environment.CumulativeReward.sum": {
            "value": 109.42119826376438,
            "min": -31.998401671648026,
            "max": 124.68059829622507,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.mean": {
            "value": 1.5197388647745054,
            "min": -1.0000000521540642,
            "max": 1.5392666456324082,
            "count": 33
        },
        "Pyramids.Policy.ExtrinsicReward.sum": {
            "value": 109.42119826376438,
            "min": -31.998401671648026,
            "max": 124.68059829622507,
            "count": 33
        },
        "Pyramids.Policy.RndReward.mean": {
            "value": 0.04847686697272972,
            "min": 0.04847686697272972,
            "max": 10.231782138813287,
            "count": 33
        },
        "Pyramids.Policy.RndReward.sum": {
            "value": 3.4903344220365398,
            "min": 3.4903344220365398,
            "max": 163.7085142210126,
            "count": 33
        },
        "Pyramids.IsTraining.mean": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 33
        },
        "Pyramids.IsTraining.sum": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 33
        }
    },
    "metadata": {
        "timer_format_version": "0.1.0",
        "start_time_seconds": "1702455990",
        "python_version": "3.10.12 (main, Nov 20 2023, 15:14:05) [GCC 11.4.0]",
        "command_line_arguments": "/usr/local/bin/mlagents-learn ./config/ppo/PyramidsRND.yaml --env=./training-envs-executables/linux/Pyramids/Pyramids --run-id=Pyramids Training --no-graphics",
        "mlagents_version": "1.1.0.dev0",
        "mlagents_envs_version": "1.1.0.dev0",
        "communication_protocol_version": "1.5.0",
        "pytorch_version": "2.1.1+cu121",
        "numpy_version": "1.23.5",
        "end_time_seconds": "1702458290"
    },
    "total": 2299.96404809,
    "count": 1,
    "self": 0.47504725099997813,
    "children": {
        "run_training.setup": {
            "total": 0.05977205499993943,
            "count": 1,
            "self": 0.05977205499993943
        },
        "TrainerController.start_learning": {
            "total": 2299.429228784,
            "count": 1,
            "self": 1.4515928999771859,
            "children": {
                "TrainerController._reset_env": {
                    "total": 3.0332781939998767,
                    "count": 1,
                    "self": 3.0332781939998767
                },
                "TrainerController.advance": {
                    "total": 2294.866821593023,
                    "count": 63604,
                    "self": 1.5245517741077492,
                    "children": {
                        "env_step": {
                            "total": 1655.581188976926,
                            "count": 63604,
                            "self": 1517.1464505548943,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 137.48567706798235,
                                    "count": 63604,
                                    "self": 5.000927856892304,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 132.48474921109005,
                                            "count": 62551,
                                            "self": 132.48474921109005
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 0.9490613540492632,
                                    "count": 63604,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 2294.450355410899,
                                            "count": 63604,
                                            "is_parallel": true,
                                            "self": 904.5040759559363,
                                            "children": {
                                                "run_training.setup": {
                                                    "total": 0.0,
                                                    "count": 0,
                                                    "is_parallel": true,
                                                    "self": 0.0,
                                                    "children": {
                                                        "steps_from_proto": {
                                                            "total": 0.0021297270000104618,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0007250720002502931,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 0.0014046549997601687,
                                                                    "count": 8,
                                                                    "is_parallel": true,
                                                                    "self": 0.0014046549997601687
                                                                }
                                                            }
                                                        },
                                                        "UnityEnvironment.step": {
                                                            "total": 0.09860153400018135,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.00063131400020211,
                                                            "children": {
                                                                "UnityEnvironment._generate_step_input": {
                                                                    "total": 0.00045146200000090175,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00045146200000090175
                                                                },
                                                                "communicator.exchange": {
                                                                    "total": 0.09584250400007477,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.09584250400007477
                                                                },
                                                                "steps_from_proto": {
                                                                    "total": 0.0016762539999035653,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00036427999975785497,
                                                                    "children": {
                                                                        "_process_rank_one_or_two_observation": {
                                                                            "total": 0.0013119740001457103,
                                                                            "count": 8,
                                                                            "is_parallel": true,
                                                                            "self": 0.0013119740001457103
                                                                        }
                                                                    }
                                                                }
                                                            }
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 1389.946279454963,
                                                    "count": 63603,
                                                    "is_parallel": true,
                                                    "self": 34.94857073182038,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 26.021146145101966,
                                                            "count": 63603,
                                                            "is_parallel": true,
                                                            "self": 26.021146145101966
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 1223.9252890740433,
                                                            "count": 63603,
                                                            "is_parallel": true,
                                                            "self": 1223.9252890740433
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 105.05127350399721,
                                                            "count": 63603,
                                                            "is_parallel": true,
                                                            "self": 21.505037962904453,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 83.54623554109276,
                                                                    "count": 508824,
                                                                    "is_parallel": true,
                                                                    "self": 83.54623554109276
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        },
                        "trainer_advance": {
                            "total": 637.7610808419895,
                            "count": 63604,
                            "self": 2.881154961075026,
                            "children": {
                                "process_trajectory": {
                                    "total": 130.1372171069156,
                                    "count": 63604,
                                    "self": 129.9676417849164,
                                    "children": {
                                        "RLTrainer._checkpoint": {
                                            "total": 0.16957532199921843,
                                            "count": 2,
                                            "self": 0.16957532199921843
                                        }
                                    }
                                },
                                "_update_policy": {
                                    "total": 504.74270877399886,
                                    "count": 453,
                                    "self": 301.9607900600463,
                                    "children": {
                                        "TorchPPOOptimizer.update": {
                                            "total": 202.78191871395256,
                                            "count": 22749,
                                            "self": 202.78191871395256
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 1.0699995982577093e-06,
                    "count": 1,
                    "self": 1.0699995982577093e-06
                },
                "TrainerController._save_models": {
                    "total": 0.07753502700052195,
                    "count": 1,
                    "self": 0.0011830980010927306,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.07635192899942922,
                            "count": 1,
                            "self": 0.07635192899942922
                        }
                    }
                }
            }
        }
    }
}