File size: 18,773 Bytes
6b81c81
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 0.28520941734313965,
            "min": 0.2733217179775238,
            "max": 1.4976612329483032,
            "count": 55
        },
        "Pyramids.Policy.Entropy.sum": {
            "value": 8611.04296875,
            "min": 8192.15625,
            "max": 45433.05078125,
            "count": 55
        },
        "Pyramids.Step.mean": {
            "value": 1649934.0,
            "min": 29887.0,
            "max": 1649934.0,
            "count": 55
        },
        "Pyramids.Step.sum": {
            "value": 1649934.0,
            "min": 29887.0,
            "max": 1649934.0,
            "count": 55
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.mean": {
            "value": 0.6780844330787659,
            "min": -0.11254404485225677,
            "max": 0.7492045164108276,
            "count": 55
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.sum": {
            "value": 190.54171752929688,
            "min": -27.12311553955078,
            "max": 223.26295471191406,
            "count": 55
        },
        "Pyramids.Policy.RndValueEstimate.mean": {
            "value": 0.009448010474443436,
            "min": -0.00471834558993578,
            "max": 0.3657824397087097,
            "count": 55
        },
        "Pyramids.Policy.RndValueEstimate.sum": {
            "value": 2.654891014099121,
            "min": -1.2833900451660156,
            "max": 86.69043731689453,
            "count": 55
        },
        "Pyramids.Losses.PolicyLoss.mean": {
            "value": 0.06847106787975792,
            "min": 0.06368693173993431,
            "max": 0.07344740603457686,
            "count": 55
        },
        "Pyramids.Losses.PolicyLoss.sum": {
            "value": 0.9585949503166108,
            "min": 0.5041755350472555,
            "max": 1.0606178565358277,
            "count": 55
        },
        "Pyramids.Losses.ValueLoss.mean": {
            "value": 0.014060317887231662,
            "min": 0.0001427822268103325,
            "max": 0.017048526659242013,
            "count": 55
        },
        "Pyramids.Losses.ValueLoss.sum": {
            "value": 0.19684445042124327,
            "min": 0.0015706044949136575,
            "max": 0.24031072343795506,
            "count": 55
        },
        "Pyramids.Policy.LearningRate.mean": {
            "value": 0.00013649884735754525,
            "min": 0.00013649884735754525,
            "max": 0.0002984119005293667,
            "count": 55
        },
        "Pyramids.Policy.LearningRate.sum": {
            "value": 0.0019109838630056333,
            "min": 0.0019109838630056333,
            "max": 0.003759144946951733,
            "count": 55
        },
        "Pyramids.Policy.Epsilon.mean": {
            "value": 0.14549959761904763,
            "min": 0.14549959761904763,
            "max": 0.19947063333333334,
            "count": 55
        },
        "Pyramids.Policy.Epsilon.sum": {
            "value": 2.036994366666667,
            "min": 1.3962944333333334,
            "max": 2.7075822,
            "count": 55
        },
        "Pyramids.Policy.Beta.mean": {
            "value": 0.004555409802142856,
            "min": 0.004555409802142856,
            "max": 0.009947116269999999,
            "count": 55
        },
        "Pyramids.Policy.Beta.sum": {
            "value": 0.06377573722999999,
            "min": 0.06377573722999999,
            "max": 0.12531952184,
            "count": 55
        },
        "Pyramids.Losses.RNDLoss.mean": {
            "value": 0.005777300335466862,
            "min": 0.005777300335466862,
            "max": 0.523715615272522,
            "count": 55
        },
        "Pyramids.Losses.RNDLoss.sum": {
            "value": 0.08088220655918121,
            "min": 0.08088220655918121,
            "max": 3.6660094261169434,
            "count": 55
        },
        "Pyramids.Environment.EpisodeLength.mean": {
            "value": 284.35643564356434,
            "min": 238.6890756302521,
            "max": 999.0,
            "count": 55
        },
        "Pyramids.Environment.EpisodeLength.sum": {
            "value": 28720.0,
            "min": 16686.0,
            "max": 32547.0,
            "count": 55
        },
        "Pyramids.Environment.CumulativeReward.mean": {
            "value": 1.6548239760100842,
            "min": -0.9999750521965325,
            "max": 1.7276873870306657,
            "count": 55
        },
        "Pyramids.Environment.CumulativeReward.sum": {
            "value": 165.48239760100842,
            "min": -31.99920167028904,
            "max": 205.5947990566492,
            "count": 55
        },
        "Pyramids.Policy.ExtrinsicReward.mean": {
            "value": 1.6548239760100842,
            "min": -0.9999750521965325,
            "max": 1.7276873870306657,
            "count": 55
        },
        "Pyramids.Policy.ExtrinsicReward.sum": {
            "value": 165.48239760100842,
            "min": -31.99920167028904,
            "max": 205.5947990566492,
            "count": 55
        },
        "Pyramids.Policy.RndReward.mean": {
            "value": 0.017294968862843235,
            "min": 0.016094309562634277,
            "max": 10.216091198079726,
            "count": 55
        },
        "Pyramids.Policy.RndReward.sum": {
            "value": 1.7294968862843234,
            "min": 1.7294968862843234,
            "max": 173.67355036735535,
            "count": 55
        },
        "Pyramids.IsTraining.mean": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 55
        },
        "Pyramids.IsTraining.sum": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 55
        }
    },
    "metadata": {
        "timer_format_version": "0.1.0",
        "start_time_seconds": "1751393608",
        "python_version": "3.10.12 (main, Jul  5 2023, 18:54:27) [GCC 11.2.0]",
        "command_line_arguments": "/usr/local/bin/mlagents-learn /content/ml-agents/config/ppo/PyramidsRND.yaml --env=./training-envs-executables/linux/Pyramids/Pyramids --run-id=Pyramids Training --no-graphics",
        "mlagents_version": "1.2.0.dev0",
        "mlagents_envs_version": "1.2.0.dev0",
        "communication_protocol_version": "1.5.0",
        "pytorch_version": "2.7.1+cu126",
        "numpy_version": "1.23.5",
        "end_time_seconds": "1751397453"
    },
    "total": 3844.742179635,
    "count": 1,
    "self": 0.4779578510006104,
    "children": {
        "run_training.setup": {
            "total": 0.020164239999758138,
            "count": 1,
            "self": 0.020164239999758138
        },
        "TrainerController.start_learning": {
            "total": 3844.2440575439996,
            "count": 1,
            "self": 2.50820090414436,
            "children": {
                "TrainerController._reset_env": {
                    "total": 2.1762323789998845,
                    "count": 1,
                    "self": 2.1762323789998845
                },
                "TrainerController.advance": {
                    "total": 3839.558459502856,
                    "count": 106966,
                    "self": 2.6305624058677495,
                    "children": {
                        "env_step": {
                            "total": 2723.3876206570267,
                            "count": 106966,
                            "self": 2459.9872923110815,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 261.9089803479128,
                                    "count": 106966,
                                    "self": 7.798803249086632,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 254.11017709882617,
                                            "count": 104185,
                                            "self": 254.11017709882617
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 1.4913479980323245,
                                    "count": 106965,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 3834.565972089129,
                                            "count": 106965,
                                            "is_parallel": true,
                                            "self": 1574.3750310990636,
                                            "children": {
                                                "run_training.setup": {
                                                    "total": 0.0,
                                                    "count": 0,
                                                    "is_parallel": true,
                                                    "self": 0.0,
                                                    "children": {
                                                        "steps_from_proto": {
                                                            "total": 0.0018549610003901762,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0005791610001324443,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 0.0012758000002577319,
                                                                    "count": 8,
                                                                    "is_parallel": true,
                                                                    "self": 0.0012758000002577319
                                                                }
                                                            }
                                                        },
                                                        "UnityEnvironment.step": {
                                                            "total": 0.05104914099956659,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0005734369997298927,
                                                            "children": {
                                                                "UnityEnvironment._generate_step_input": {
                                                                    "total": 0.0004945559994666837,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.0004945559994666837
                                                                },
                                                                "communicator.exchange": {
                                                                    "total": 0.048260178999953496,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.048260178999953496
                                                                },
                                                                "steps_from_proto": {
                                                                    "total": 0.0017209690004165168,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00035610700069810264,
                                                                    "children": {
                                                                        "_process_rank_one_or_two_observation": {
                                                                            "total": 0.0013648619997184142,
                                                                            "count": 8,
                                                                            "is_parallel": true,
                                                                            "self": 0.0013648619997184142
                                                                        }
                                                                    }
                                                                }
                                                            }
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 2260.1909409900654,
                                                    "count": 106964,
                                                    "is_parallel": true,
                                                    "self": 54.10291089801558,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 38.71587965702656,
                                                            "count": 106964,
                                                            "is_parallel": true,
                                                            "self": 38.71587965702656
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 2003.4023570450481,
                                                            "count": 106964,
                                                            "is_parallel": true,
                                                            "self": 2003.4023570450481
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 163.96979338997517,
                                                            "count": 106964,
                                                            "is_parallel": true,
                                                            "self": 33.74348840165112,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 130.22630498832405,
                                                                    "count": 855712,
                                                                    "is_parallel": true,
                                                                    "self": 130.22630498832405
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        },
                        "trainer_advance": {
                            "total": 1113.5402764399614,
                            "count": 106965,
                            "self": 4.7615489370427895,
                            "children": {
                                "process_trajectory": {
                                    "total": 213.96929614093278,
                                    "count": 106965,
                                    "self": 213.64406671093275,
                                    "children": {
                                        "RLTrainer._checkpoint": {
                                            "total": 0.3252294300000358,
                                            "count": 3,
                                            "self": 0.3252294300000358
                                        }
                                    }
                                },
                                "_update_policy": {
                                    "total": 894.8094313619858,
                                    "count": 757,
                                    "self": 495.0967092089513,
                                    "children": {
                                        "TorchPPOOptimizer.update": {
                                            "total": 399.7127221530345,
                                            "count": 38019,
                                            "self": 399.7127221530345
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 1.3760000001639128e-06,
                    "count": 1,
                    "self": 1.3760000001639128e-06
                },
                "TrainerController._save_models": {
                    "total": 0.001163381999504054,
                    "count": 1,
                    "self": 2.2817999706603587e-05,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.0011405639997974504,
                            "count": 1,
                            "self": 0.0011405639997974504
                        }
                    }
                }
            }
        }
    }
}