File size: 18,335 Bytes
89decee
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
    "name": "root",
    "gauges": {
        "Pyramids.Policy.Entropy.mean": {
            "value": 0.7858392596244812,
            "min": 0.777685821056366,
            "max": 1.4309501647949219,
            "count": 10
        },
        "Pyramids.Policy.Entropy.sum": {
            "value": 23675.765625,
            "min": 23293.24609375,
            "max": 43409.3046875,
            "count": 10
        },
        "Pyramids.Step.mean": {
            "value": 299914.0,
            "min": 29985.0,
            "max": 299914.0,
            "count": 10
        },
        "Pyramids.Step.sum": {
            "value": 299914.0,
            "min": 29985.0,
            "max": 299914.0,
            "count": 10
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.mean": {
            "value": -0.056226834654808044,
            "min": -0.10869290679693222,
            "max": -0.015005527064204216,
            "count": 10
        },
        "Pyramids.Policy.ExtrinsicValueEstimate.sum": {
            "value": -13.606893539428711,
            "min": -25.868911743164062,
            "max": -3.661348581314087,
            "count": 10
        },
        "Pyramids.Policy.RndValueEstimate.mean": {
            "value": 0.03420837223529816,
            "min": 0.03420837223529816,
            "max": 0.31699976325035095,
            "count": 10
        },
        "Pyramids.Policy.RndValueEstimate.sum": {
            "value": 8.278426170349121,
            "min": 8.278426170349121,
            "max": 76.07994079589844,
            "count": 10
        },
        "Pyramids.Losses.PolicyLoss.mean": {
            "value": 0.06854062859099899,
            "min": 0.06518113792651198,
            "max": 0.07094090310328148,
            "count": 10
        },
        "Pyramids.Losses.PolicyLoss.sum": {
            "value": 0.9595688002739858,
            "min": 0.49658632172297035,
            "max": 0.9595688002739858,
            "count": 10
        },
        "Pyramids.Losses.ValueLoss.mean": {
            "value": 0.0026313520920953236,
            "min": 0.0013577731329034249,
            "max": 0.009001368930946985,
            "count": 10
        },
        "Pyramids.Losses.ValueLoss.sum": {
            "value": 0.03683892928933453,
            "min": 0.013577731329034249,
            "max": 0.0630095825166289,
            "count": 10
        },
        "Pyramids.Policy.LearningRate.mean": {
            "value": 1.5808809016142854e-05,
            "min": 1.5808809016142854e-05,
            "max": 0.0002838354339596191,
            "count": 10
        },
        "Pyramids.Policy.LearningRate.sum": {
            "value": 0.00022132332622599996,
            "min": 0.00022132332622599996,
            "max": 0.0025542941485686664,
            "count": 10
        },
        "Pyramids.Policy.Epsilon.mean": {
            "value": 0.10526957142857143,
            "min": 0.10526957142857143,
            "max": 0.19461180952380958,
            "count": 10
        },
        "Pyramids.Policy.Epsilon.sum": {
            "value": 1.4737740000000001,
            "min": 1.362282666666667,
            "max": 2.1700253333333337,
            "count": 10
        },
        "Pyramids.Policy.Beta.mean": {
            "value": 0.0005364301857142856,
            "min": 0.0005364301857142856,
            "max": 0.00946171977142857,
            "count": 10
        },
        "Pyramids.Policy.Beta.sum": {
            "value": 0.007510022599999998,
            "min": 0.007510022599999998,
            "max": 0.08515799019999999,
            "count": 10
        },
        "Pyramids.Losses.RNDLoss.mean": {
            "value": 0.029853543266654015,
            "min": 0.029853543266654015,
            "max": 0.4086994230747223,
            "count": 10
        },
        "Pyramids.Losses.RNDLoss.sum": {
            "value": 0.4179496169090271,
            "min": 0.4179496169090271,
            "max": 2.860895872116089,
            "count": 10
        },
        "Pyramids.Environment.EpisodeLength.mean": {
            "value": 921.59375,
            "min": 921.59375,
            "max": 999.0,
            "count": 10
        },
        "Pyramids.Environment.EpisodeLength.sum": {
            "value": 29491.0,
            "min": 16784.0,
            "max": 32392.0,
            "count": 10
        },
        "Pyramids.Environment.CumulativeReward.mean": {
            "value": -0.5471437945961952,
            "min": -0.9999936006722911,
            "max": -0.5072187976911664,
            "count": 10
        },
        "Pyramids.Environment.CumulativeReward.sum": {
            "value": -17.508601427078247,
            "min": -30.999801620841026,
            "max": -14.800000816583633,
            "count": 10
        },
        "Pyramids.Policy.ExtrinsicReward.mean": {
            "value": -0.5471437945961952,
            "min": -0.9999936006722911,
            "max": -0.5072187976911664,
            "count": 10
        },
        "Pyramids.Policy.ExtrinsicReward.sum": {
            "value": -17.508601427078247,
            "min": -30.999801620841026,
            "max": -14.800000816583633,
            "count": 10
        },
        "Pyramids.Policy.RndReward.mean": {
            "value": 0.28680013300618157,
            "min": 0.28680013300618157,
            "max": 8.059857618282823,
            "count": 10
        },
        "Pyramids.Policy.RndReward.sum": {
            "value": 9.17760425619781,
            "min": 9.17760425619781,
            "max": 137.017579510808,
            "count": 10
        },
        "Pyramids.IsTraining.mean": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 10
        },
        "Pyramids.IsTraining.sum": {
            "value": 1.0,
            "min": 1.0,
            "max": 1.0,
            "count": 10
        }
    },
    "metadata": {
        "timer_format_version": "0.1.0",
        "start_time_seconds": "1744946338",
        "python_version": "3.10.12 (main, Jul  5 2023, 18:54:27) [GCC 11.2.0]",
        "command_line_arguments": "/usr/local/bin/mlagents-learn ./config/ppo/PyramidsRND.yaml --env=./training-envs-executables/linux/Pyramids/Pyramids --run-id=PyramidsTraining --no-graphics",
        "mlagents_version": "1.2.0.dev0",
        "mlagents_envs_version": "1.2.0.dev0",
        "communication_protocol_version": "1.5.0",
        "pytorch_version": "2.6.0+cu124",
        "numpy_version": "1.23.5",
        "end_time_seconds": "1744946972"
    },
    "total": 634.239540109,
    "count": 1,
    "self": 0.4757292280000911,
    "children": {
        "run_training.setup": {
            "total": 0.02012679300014497,
            "count": 1,
            "self": 0.02012679300014497
        },
        "TrainerController.start_learning": {
            "total": 633.7436840879998,
            "count": 1,
            "self": 0.42455023297566186,
            "children": {
                "TrainerController._reset_env": {
                    "total": 2.5723069450000366,
                    "count": 1,
                    "self": 2.5723069450000366
                },
                "TrainerController.advance": {
                    "total": 630.6358645630239,
                    "count": 18941,
                    "self": 0.4448395930173774,
                    "children": {
                        "env_step": {
                            "total": 421.32257905800293,
                            "count": 18941,
                            "self": 372.4812686039693,
                            "children": {
                                "SubprocessEnvManager._take_step": {
                                    "total": 48.58424839700547,
                                    "count": 18941,
                                    "self": 1.4271301689707343,
                                    "children": {
                                        "TorchPolicy.evaluate": {
                                            "total": 47.15711822803473,
                                            "count": 18814,
                                            "self": 47.15711822803473
                                        }
                                    }
                                },
                                "workers": {
                                    "total": 0.25706205702817897,
                                    "count": 18941,
                                    "self": 0.0,
                                    "children": {
                                        "worker_root": {
                                            "total": 632.2065439160008,
                                            "count": 18941,
                                            "is_parallel": true,
                                            "self": 294.163301254021,
                                            "children": {
                                                "run_training.setup": {
                                                    "total": 0.0,
                                                    "count": 0,
                                                    "is_parallel": true,
                                                    "self": 0.0,
                                                    "children": {
                                                        "steps_from_proto": {
                                                            "total": 0.0024063050000222574,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0007741700001133722,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 0.0016321349999088852,
                                                                    "count": 8,
                                                                    "is_parallel": true,
                                                                    "self": 0.0016321349999088852
                                                                }
                                                            }
                                                        },
                                                        "UnityEnvironment.step": {
                                                            "total": 0.08101436799984185,
                                                            "count": 1,
                                                            "is_parallel": true,
                                                            "self": 0.0005548459998863109,
                                                            "children": {
                                                                "UnityEnvironment._generate_step_input": {
                                                                    "total": 0.00040213499983110523,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.00040213499983110523
                                                                },
                                                                "communicator.exchange": {
                                                                    "total": 0.07849305000013374,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.07849305000013374
                                                                },
                                                                "steps_from_proto": {
                                                                    "total": 0.0015643369999907009,
                                                                    "count": 1,
                                                                    "is_parallel": true,
                                                                    "self": 0.000323436999678961,
                                                                    "children": {
                                                                        "_process_rank_one_or_two_observation": {
                                                                            "total": 0.0012409000003117399,
                                                                            "count": 8,
                                                                            "is_parallel": true,
                                                                            "self": 0.0012409000003117399
                                                                        }
                                                                    }
                                                                }
                                                            }
                                                        }
                                                    }
                                                },
                                                "UnityEnvironment.step": {
                                                    "total": 338.0432426619798,
                                                    "count": 18940,
                                                    "is_parallel": true,
                                                    "self": 9.697239350983637,
                                                    "children": {
                                                        "UnityEnvironment._generate_step_input": {
                                                            "total": 6.9463453119999485,
                                                            "count": 18940,
                                                            "is_parallel": true,
                                                            "self": 6.9463453119999485
                                                        },
                                                        "communicator.exchange": {
                                                            "total": 292.54613335397585,
                                                            "count": 18940,
                                                            "is_parallel": true,
                                                            "self": 292.54613335397585
                                                        },
                                                        "steps_from_proto": {
                                                            "total": 28.853524645020343,
                                                            "count": 18940,
                                                            "is_parallel": true,
                                                            "self": 5.826960553031768,
                                                            "children": {
                                                                "_process_rank_one_or_two_observation": {
                                                                    "total": 23.026564091988575,
                                                                    "count": 151520,
                                                                    "is_parallel": true,
                                                                    "self": 23.026564091988575
                                                                }
                                                            }
                                                        }
                                                    }
                                                }
                                            }
                                        }
                                    }
                                }
                            }
                        },
                        "trainer_advance": {
                            "total": 208.8684459120036,
                            "count": 18941,
                            "self": 0.7041200009784916,
                            "children": {
                                "process_trajectory": {
                                    "total": 37.19802352402485,
                                    "count": 18941,
                                    "self": 37.19802352402485
                                },
                                "_update_policy": {
                                    "total": 170.96630238700027,
                                    "count": 122,
                                    "self": 95.49720517900505,
                                    "children": {
                                        "TorchPPOOptimizer.update": {
                                            "total": 75.46909720799522,
                                            "count": 6849,
                                            "self": 75.46909720799522
                                        }
                                    }
                                }
                            }
                        }
                    }
                },
                "trainer_threads": {
                    "total": 9.620000582799548e-07,
                    "count": 1,
                    "self": 9.620000582799548e-07
                },
                "TrainerController._save_models": {
                    "total": 0.11096138500010966,
                    "count": 1,
                    "self": 0.0013465420001921302,
                    "children": {
                        "RLTrainer._checkpoint": {
                            "total": 0.10961484299991753,
                            "count": 1,
                            "self": 0.10961484299991753
                        }
                    }
                }
            }
        }
    }
}