forked from wangxiang1230/OadTR
-
Notifications
You must be signed in to change notification settings - Fork 1
/
oadtr_b1_recycling_learned_127_seed4_anet.txt
535 lines (531 loc) · 66.1 KB
/
oadtr_b1_recycling_learned_127_seed4_anet.txt
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
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
Unable to compile CoConv C++ implementation. Falling back to Python version.
[Errno 2] No such file or directory: '/home/lh/.conda/envs/oadtr/lib/python3.8/site-packages/continual/conv.cpp'
Failed to add flops_counter_hook: module 'ptflops.flops_counter' has no attribute 'conv_flops_counter_hook'
Failed to add flops_counter_hook: module 'ptflops.flops_counter' has no attribute 'MODULES_MAPPING'
Not using distributed mode
lr:0.0001
batch_size:128
weight_decay:0.0001
epochs:5
resize_feature:False
lr_drop:1
clip_max_norm:1.0
dataparallel:False
removelog:False
version:v3
query_num:8
decoder_layers:5
decoder_embedding_dim:1024
decoder_embedding_dim_out:1024
decoder_attn_dropout_rate:0.1
decoder_num_heads:4
classification_pred_loss_coef:0.5
enc_layers:64
lr_backbone:0.0001
feature:anet
dim_feature:3072
patch_dim:1
embedding_dim:1024
num_heads:8
num_layers:1
attn_dropout_rate:0.1
positional_encoding_type:recycling_learned
num_embeddings:127
hidden_dim:1024
dropout_rate:0.1
numclass:22
classification_x_loss_coef:0.3
classification_h_loss_coef:1
similar_loss_coef:0.1
margin:1.0
dataset:thumos
dataset_file:data/data_info_new.json
frozen_weights:None
thumos_data_path:/home/dancer/mycode/Temporal.Online.Detection/Online.TRN.Pytorch/preprocess/
thumos_anno_path:data/thumos_{}_anno.pickle
remove_difficult:False
device:cuda
output_dir:models
seed:4
resume:
start_epoch:1
eval:False
num_workers:8
world_size:1
dist_url:tcp://127.0.0.1:12342
train_session_set:['video_validation_0000690', 'video_validation_0000288', 'video_validation_0000289', 'video_validation_0000416', 'video_validation_0000282', 'video_validation_0000283', 'video_validation_0000281', 'video_validation_0000286', 'video_validation_0000287', 'video_validation_0000284', 'video_validation_0000285', 'video_validation_0000202', 'video_validation_0000203', 'video_validation_0000201', 'video_validation_0000206', 'video_validation_0000207', 'video_validation_0000204', 'video_validation_0000205', 'video_validation_0000790', 'video_validation_0000208', 'video_validation_0000209', 'video_validation_0000420', 'video_validation_0000364', 'video_validation_0000853', 'video_validation_0000950', 'video_validation_0000937', 'video_validation_0000367', 'video_validation_0000290', 'video_validation_0000210', 'video_validation_0000059', 'video_validation_0000058', 'video_validation_0000057', 'video_validation_0000056', 'video_validation_0000055', 'video_validation_0000054', 'video_validation_0000053', 'video_validation_0000052', 'video_validation_0000051', 'video_validation_0000933', 'video_validation_0000949', 'video_validation_0000948', 'video_validation_0000945', 'video_validation_0000944', 'video_validation_0000947', 'video_validation_0000946', 'video_validation_0000941', 'video_validation_0000940', 'video_validation_0000190', 'video_validation_0000942', 'video_validation_0000261', 'video_validation_0000262', 'video_validation_0000263', 'video_validation_0000264', 'video_validation_0000265', 'video_validation_0000266', 'video_validation_0000267', 'video_validation_0000268', 'video_validation_0000269', 'video_validation_0000989', 'video_validation_0000060', 'video_validation_0000370', 'video_validation_0000938', 'video_validation_0000935', 'video_validation_0000668', 'video_validation_0000669', 'video_validation_0000664', 'video_validation_0000665', 'video_validation_0000932', 'video_validation_0000667', 'video_validation_0000934', 'video_validation_0000661', 'video_validation_0000662', 'video_validation_0000663', 'video_validation_0000181', 'video_validation_0000180', 'video_validation_0000183', 'video_validation_0000182', 'video_validation_0000185', 'video_validation_0000184', 'video_validation_0000187', 'video_validation_0000186', 'video_validation_0000189', 'video_validation_0000188', 'video_validation_0000936', 'video_validation_0000270', 'video_validation_0000854', 'video_validation_0000178', 'video_validation_0000179', 'video_validation_0000174', 'video_validation_0000175', 'video_validation_0000176', 'video_validation_0000177', 'video_validation_0000170', 'video_validation_0000171', 'video_validation_0000172', 'video_validation_0000173', 'video_validation_0000670', 'video_validation_0000419', 'video_validation_0000943', 'video_validation_0000485', 'video_validation_0000369', 'video_validation_0000368', 'video_validation_0000318', 'video_validation_0000319', 'video_validation_0000415', 'video_validation_0000414', 'video_validation_0000413', 'video_validation_0000412', 'video_validation_0000411', 'video_validation_0000311', 'video_validation_0000312', 'video_validation_0000313', 'video_validation_0000314', 'video_validation_0000315', 'video_validation_0000316', 'video_validation_0000317', 'video_validation_0000418', 'video_validation_0000365', 'video_validation_0000482', 'video_validation_0000169', 'video_validation_0000168', 'video_validation_0000167', 'video_validation_0000166', 'video_validation_0000165', 'video_validation_0000164', 'video_validation_0000163', 'video_validation_0000162', 'video_validation_0000161', 'video_validation_0000160', 'video_validation_0000857', 'video_validation_0000856', 'video_validation_0000855', 'video_validation_0000366', 'video_validation_0000488', 'video_validation_0000489', 'video_validation_0000851', 'video_validation_0000484', 'video_validation_0000361', 'video_validation_0000486', 'video_validation_0000487', 'video_validation_0000481', 'video_validation_0000910', 'video_validation_0000483', 'video_validation_0000363', 'video_validation_0000990', 'video_validation_0000939', 'video_validation_0000362', 'video_validation_0000987', 'video_validation_0000859', 'video_validation_0000787', 'video_validation_0000786', 'video_validation_0000785', 'video_validation_0000784', 'video_validation_0000783', 'video_validation_0000782', 'video_validation_0000781', 'video_validation_0000981', 'video_validation_0000983', 'video_validation_0000982', 'video_validation_0000985', 'video_validation_0000984', 'video_validation_0000417', 'video_validation_0000788', 'video_validation_0000152', 'video_validation_0000153', 'video_validation_0000151', 'video_validation_0000156', 'video_validation_0000157', 'video_validation_0000154', 'video_validation_0000155', 'video_validation_0000158', 'video_validation_0000159', 'video_validation_0000901', 'video_validation_0000903', 'video_validation_0000902', 'video_validation_0000905', 'video_validation_0000904', 'video_validation_0000907', 'video_validation_0000906', 'video_validation_0000909', 'video_validation_0000908', 'video_validation_0000490', 'video_validation_0000860', 'video_validation_0000858', 'video_validation_0000988', 'video_validation_0000320', 'video_validation_0000688', 'video_validation_0000689', 'video_validation_0000686', 'video_validation_0000687', 'video_validation_0000684', 'video_validation_0000685', 'video_validation_0000682', 'video_validation_0000683', 'video_validation_0000681', 'video_validation_0000789', 'video_validation_0000986', 'video_validation_0000931', 'video_validation_0000852', 'video_validation_0000666']
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
dropout_p is not supported yet and will be skipped
test_session_set:['video_test_0000292', 'video_test_0001078', 'video_test_0000896', 'video_test_0000897', 'video_test_0000950', 'video_test_0001159', 'video_test_0001079', 'video_test_0000807', 'video_test_0000179', 'video_test_0000173', 'video_test_0001072', 'video_test_0001075', 'video_test_0000767', 'video_test_0001076', 'video_test_0000007', 'video_test_0000006', 'video_test_0000556', 'video_test_0001307', 'video_test_0001153', 'video_test_0000718', 'video_test_0000716', 'video_test_0001309', 'video_test_0000714', 'video_test_0000558', 'video_test_0001267', 'video_test_0000367', 'video_test_0001324', 'video_test_0000085', 'video_test_0000887', 'video_test_0001281', 'video_test_0000882', 'video_test_0000671', 'video_test_0000964', 'video_test_0001164', 'video_test_0001114', 'video_test_0000771', 'video_test_0001163', 'video_test_0001118', 'video_test_0001201', 'video_test_0001040', 'video_test_0001207', 'video_test_0000723', 'video_test_0000569', 'video_test_0000672', 'video_test_0000673', 'video_test_0000278', 'video_test_0001162', 'video_test_0000405', 'video_test_0000073', 'video_test_0000560', 'video_test_0001276', 'video_test_0000270', 'video_test_0000273', 'video_test_0000374', 'video_test_0000372', 'video_test_0001168', 'video_test_0000379', 'video_test_0001446', 'video_test_0001447', 'video_test_0001098', 'video_test_0000873', 'video_test_0000039', 'video_test_0000442', 'video_test_0001219', 'video_test_0000762', 'video_test_0000611', 'video_test_0000617', 'video_test_0000615', 'video_test_0001270', 'video_test_0000740', 'video_test_0000293', 'video_test_0000504', 'video_test_0000505', 'video_test_0000665', 'video_test_0000664', 'video_test_0000577', 'video_test_0000814', 'video_test_0001369', 'video_test_0001194', 'video_test_0001195', 'video_test_0001512', 'video_test_0001235', 'video_test_0001459', 'video_test_0000691', 'video_test_0000765', 'video_test_0001452', 'video_test_0000188', 'video_test_0000591', 'video_test_0001268', 'video_test_0000593', 'video_test_0000864', 'video_test_0000601', 'video_test_0001135', 'video_test_0000004', 'video_test_0000903', 'video_test_0000285', 'video_test_0001174', 'video_test_0000046', 'video_test_0000045', 'video_test_0001223', 'video_test_0001358', 'video_test_0001134', 'video_test_0000698', 'video_test_0000461', 'video_test_0001182', 'video_test_0000450', 'video_test_0000602', 'video_test_0001229', 'video_test_0000989', 'video_test_0000357', 'video_test_0001039', 'video_test_0000355', 'video_test_0000353', 'video_test_0001508', 'video_test_0000981', 'video_test_0000242', 'video_test_0000854', 'video_test_0001484', 'video_test_0000635', 'video_test_0001129', 'video_test_0001339', 'video_test_0001483', 'video_test_0001123', 'video_test_0001127', 'video_test_0000689', 'video_test_0000756', 'video_test_0001431', 'video_test_0000129', 'video_test_0001433', 'video_test_0001343', 'video_test_0000324', 'video_test_0001064', 'video_test_0001531', 'video_test_0001532', 'video_test_0000413', 'video_test_0000991', 'video_test_0001255', 'video_test_0000464', 'video_test_0001202', 'video_test_0001080', 'video_test_0001081', 'video_test_0000847', 'video_test_0000028', 'video_test_0000844', 'video_test_0000622', 'video_test_0000026', 'video_test_0001325', 'video_test_0001496', 'video_test_0001495', 'video_test_0000624', 'video_test_0000724', 'video_test_0001409', 'video_test_0000131', 'video_test_0000448', 'video_test_0000444', 'video_test_0000443', 'video_test_0001038', 'video_test_0000238', 'video_test_0001527', 'video_test_0001522', 'video_test_0000051', 'video_test_0001058', 'video_test_0001391', 'video_test_0000429', 'video_test_0000426', 'video_test_0000785', 'video_test_0000786', 'video_test_0001314', 'video_test_0000392', 'video_test_0000423', 'video_test_0001146', 'video_test_0001313', 'video_test_0001008', 'video_test_0001247', 'video_test_0000737', 'video_test_0001319', 'video_test_0000308', 'video_test_0000730', 'video_test_0000058', 'video_test_0000538', 'video_test_0001556', 'video_test_0000113', 'video_test_0000626', 'video_test_0000839', 'video_test_0000220', 'video_test_0001389', 'video_test_0000437', 'video_test_0000940', 'video_test_0000211', 'video_test_0000946', 'video_test_0001558', 'video_test_0000796', 'video_test_0000062', 'video_test_0000793', 'video_test_0000987', 'video_test_0001066', 'video_test_0000412', 'video_test_0000798', 'video_test_0001549', 'video_test_0000011', 'video_test_0001257', 'video_test_0000541', 'video_test_0000701', 'video_test_0000250', 'video_test_0000254', 'video_test_0000549', 'video_test_0001209', 'video_test_0001463', 'video_test_0001460', 'video_test_0000319', 'video_test_0001468', 'video_test_0000846', 'video_test_0001292']
class_index:['Background', 'BaseballPitch', 'BasketballDunk', 'Billiards', 'CleanAndJerk', 'CliffDiving', 'CricketBowling', 'CricketShot', 'Diving', 'FrisbeeCatch', 'GolfSwing', 'HammerThrow', 'HighJump', 'JavelinThrow', 'LongJump', 'PoleVault', 'Shotput', 'SoccerPenalty', 'TennisSwing', 'ThrowDiscus', 'VolleyballSpiking', 'Ambiguous']
distributed:False
position encoding : recycling_learned
Sequential(
9.463 M, 98.581% Params, 0.01 GMac, 100.000% MACs,
(0): Linear(3.147 M, 32.782% Params, 0.003 GMac, 32.782% MACs, in_features=3072, out_features=1024, bias=True, channel_dim=1)
(1): RecyclingPositionalEncoding(
0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs,
(pe): Embedding(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, 127, 1024)
)
(2): Dropout(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, p=0.1, inplace=False)
(3): Sequential(
6.294 M, 65.564% Params, 0.006 GMac, 66.983% MACs,
(0): BroadcastReduce(
4.194 M, 43.695% Params, 0.004 GMac, 45.093% MACs, reduce=sum_last_pairs
(0): SelectOrDelay(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, 0)
(1): CoSiMultiheadAttention(
4.194 M, 43.695% Params, 0.004 GMac, 45.093% MACs,
(out_proj): NonDynamicallyQuantizableLinear(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, in_features=1024, out_features=1024, bias=False)
)
)
(1): Lambda(LayerNorm(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, (1024,), eps=1e-05, elementwise_affine=True))
(2): BroadcastReduce(
2.099 M, 21.869% Params, 0.002 GMac, 21.890% MACs, reduce=reduce_sum
(0): Delay(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, 0)
(1): Sequential(
2.099 M, 21.869% Params, 0.002 GMac, 21.890% MACs,
(0): Linear(1.05 M, 10.934% Params, 0.001 GMac, 10.934% MACs, in_features=1024, out_features=1024, bias=True, channel_dim=1)
(1): GELU(0.0 M, 0.000% Params, 0.0 GMac, 0.021% MACs, )
(2): Dropout(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, p=0.1, inplace=False)
(3): Linear(1.05 M, 10.934% Params, 0.001 GMac, 10.934% MACs, in_features=1024, out_features=1024, bias=True, channel_dim=1)
(4): Dropout(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, p=0.1, inplace=False)
)
)
(3): Lambda(LayerNorm(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, (1024,), eps=1e-05, elementwise_affine=True))
)
(4): Lambda(LayerNorm(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, (1024,), eps=1e-05, elementwise_affine=True))
(5): Linear(0.023 M, 0.235% Params, 0.0 GMac, 0.235% MACs, in_features=1024, out_features=22, bias=True, channel_dim=1)
)
Model FLOPs: 9598998.0
Model params: 9598998
Expected all tensors to be on the same device, but found at least two devices, cuda:0 and cpu! (when checking argument for argument index in method wrapper__index_select)
Loaded data/thumos_anet_val.pickle
Loaded data/thumos_anet_test.pickle
Start training
Epoch: [1] [ 0/1404] eta: 0:43:37 lr: 0.000100 loss: 2.7969 (2.7969) labels_encoder: 2.7969 (2.7969) labels_encoder_unscaled: 2.7969 (2.7969) time: 1.8640 data: 1.7245 max mem: 416
Epoch: [1] [ 50/1404] eta: 0:01:49 lr: 0.000100 loss: 0.7684 (1.0512) labels_encoder: 0.7684 (1.0512) labels_encoder_unscaled: 0.7684 (1.0512) time: 0.0395 data: 0.0002 max mem: 515
Epoch: [1] [ 100/1404] eta: 0:01:20 lr: 0.000100 loss: 0.5543 (0.8282) labels_encoder: 0.5543 (0.8282) labels_encoder_unscaled: 0.5543 (0.8282) time: 0.0384 data: 0.0003 max mem: 515
Epoch: [1] [ 150/1404] eta: 0:01:08 lr: 0.000100 loss: 0.4840 (0.7295) labels_encoder: 0.4840 (0.7295) labels_encoder_unscaled: 0.4840 (0.7295) time: 0.0382 data: 0.0002 max mem: 515
Epoch: [1] [ 200/1404] eta: 0:01:00 lr: 0.000100 loss: 0.4632 (0.6694) labels_encoder: 0.4632 (0.6694) labels_encoder_unscaled: 0.4632 (0.6694) time: 0.0379 data: 0.0009 max mem: 515
Epoch: [1] [ 250/1404] eta: 0:00:55 lr: 0.000100 loss: 0.4737 (0.6349) labels_encoder: 0.4737 (0.6349) labels_encoder_unscaled: 0.4737 (0.6349) time: 0.0385 data: 0.0002 max mem: 515
Epoch: [1] [ 300/1404] eta: 0:00:51 lr: 0.000100 loss: 0.4526 (0.6015) labels_encoder: 0.4526 (0.6015) labels_encoder_unscaled: 0.4526 (0.6015) time: 0.0373 data: 0.0002 max mem: 515
Epoch: [1] [ 350/1404] eta: 0:00:47 lr: 0.000100 loss: 0.3946 (0.5749) labels_encoder: 0.3946 (0.5749) labels_encoder_unscaled: 0.3946 (0.5749) time: 0.0381 data: 0.0035 max mem: 515
Epoch: [1] [ 400/1404] eta: 0:00:44 lr: 0.000100 loss: 0.3815 (0.5531) labels_encoder: 0.3815 (0.5531) labels_encoder_unscaled: 0.3815 (0.5531) time: 0.0391 data: 0.0015 max mem: 515
Epoch: [1] [ 450/1404] eta: 0:00:41 lr: 0.000100 loss: 0.3730 (0.5344) labels_encoder: 0.3730 (0.5344) labels_encoder_unscaled: 0.3730 (0.5344) time: 0.0394 data: 0.0069 max mem: 515
Epoch: [1] [ 500/1404] eta: 0:00:39 lr: 0.000100 loss: 0.4179 (0.5197) labels_encoder: 0.4179 (0.5197) labels_encoder_unscaled: 0.4179 (0.5197) time: 0.0403 data: 0.0075 max mem: 515
Epoch: [1] [ 550/1404] eta: 0:00:36 lr: 0.000100 loss: 0.3116 (0.5050) labels_encoder: 0.3116 (0.5050) labels_encoder_unscaled: 0.3116 (0.5050) time: 0.0397 data: 0.0031 max mem: 515
Epoch: [1] [ 600/1404] eta: 0:00:34 lr: 0.000100 loss: 0.3285 (0.4929) labels_encoder: 0.3285 (0.4929) labels_encoder_unscaled: 0.3285 (0.4929) time: 0.0368 data: 0.0036 max mem: 515
Epoch: [1] [ 650/1404] eta: 0:00:31 lr: 0.000100 loss: 0.3170 (0.4801) labels_encoder: 0.3170 (0.4801) labels_encoder_unscaled: 0.3170 (0.4801) time: 0.0391 data: 0.0036 max mem: 515
Epoch: [1] [ 700/1404] eta: 0:00:29 lr: 0.000100 loss: 0.3317 (0.4697) labels_encoder: 0.3317 (0.4697) labels_encoder_unscaled: 0.3317 (0.4697) time: 0.0406 data: 0.0035 max mem: 515
Epoch: [1] [ 750/1404] eta: 0:00:27 lr: 0.000100 loss: 0.3333 (0.4616) labels_encoder: 0.3333 (0.4616) labels_encoder_unscaled: 0.3333 (0.4616) time: 0.0377 data: 0.0002 max mem: 515
Epoch: [1] [ 800/1404] eta: 0:00:25 lr: 0.000100 loss: 0.3365 (0.4535) labels_encoder: 0.3365 (0.4535) labels_encoder_unscaled: 0.3365 (0.4535) time: 0.0373 data: 0.0024 max mem: 515
Epoch: [1] [ 850/1404] eta: 0:00:23 lr: 0.000100 loss: 0.3236 (0.4454) labels_encoder: 0.3236 (0.4454) labels_encoder_unscaled: 0.3236 (0.4454) time: 0.0412 data: 0.0002 max mem: 515
Epoch: [1] [ 900/1404] eta: 0:00:20 lr: 0.000100 loss: 0.3156 (0.4397) labels_encoder: 0.3156 (0.4397) labels_encoder_unscaled: 0.3156 (0.4397) time: 0.0365 data: 0.0002 max mem: 515
Epoch: [1] [ 950/1404] eta: 0:00:18 lr: 0.000100 loss: 0.3038 (0.4324) labels_encoder: 0.3038 (0.4324) labels_encoder_unscaled: 0.3038 (0.4324) time: 0.0380 data: 0.0002 max mem: 515
Epoch: [1] [1000/1404] eta: 0:00:16 lr: 0.000100 loss: 0.3057 (0.4261) labels_encoder: 0.3057 (0.4261) labels_encoder_unscaled: 0.3057 (0.4261) time: 0.0385 data: 0.0002 max mem: 515
Epoch: [1] [1050/1404] eta: 0:00:14 lr: 0.000100 loss: 0.2667 (0.4194) labels_encoder: 0.2667 (0.4194) labels_encoder_unscaled: 0.2667 (0.4194) time: 0.0403 data: 0.0025 max mem: 515
Epoch: [1] [1100/1404] eta: 0:00:12 lr: 0.000100 loss: 0.2834 (0.4141) labels_encoder: 0.2834 (0.4141) labels_encoder_unscaled: 0.2834 (0.4141) time: 0.0383 data: 0.0009 max mem: 515
Epoch: [1] [1150/1404] eta: 0:00:10 lr: 0.000100 loss: 0.2902 (0.4087) labels_encoder: 0.2902 (0.4087) labels_encoder_unscaled: 0.2902 (0.4087) time: 0.0378 data: 0.0002 max mem: 515
Epoch: [1] [1200/1404] eta: 0:00:08 lr: 0.000100 loss: 0.2807 (0.4041) labels_encoder: 0.2807 (0.4041) labels_encoder_unscaled: 0.2807 (0.4041) time: 0.0378 data: 0.0002 max mem: 515
Epoch: [1] [1250/1404] eta: 0:00:06 lr: 0.000100 loss: 0.2621 (0.3993) labels_encoder: 0.2621 (0.3993) labels_encoder_unscaled: 0.2621 (0.3993) time: 0.0382 data: 0.0002 max mem: 515
Epoch: [1] [1300/1404] eta: 0:00:04 lr: 0.000100 loss: 0.2521 (0.3948) labels_encoder: 0.2521 (0.3948) labels_encoder_unscaled: 0.2521 (0.3948) time: 0.0375 data: 0.0059 max mem: 515
Epoch: [1] [1350/1404] eta: 0:00:02 lr: 0.000100 loss: 0.2760 (0.3908) labels_encoder: 0.2760 (0.3908) labels_encoder_unscaled: 0.2760 (0.3908) time: 0.0403 data: 0.0003 max mem: 515
Epoch: [1] [1400/1404] eta: 0:00:00 lr: 0.000100 loss: 0.2917 (0.3875) labels_encoder: 0.2917 (0.3875) labels_encoder_unscaled: 0.2917 (0.3875) time: 0.0410 data: 0.0018 max mem: 515
Epoch: [1] [1403/1404] eta: 0:00:00 lr: 0.000100 loss: 0.2878 (0.3872) labels_encoder: 0.2878 (0.3872) labels_encoder_unscaled: 0.2878 (0.3872) time: 0.0390 data: 0.0011 max mem: 515
Epoch: [1] Total time: 0:00:57 (0.0406 s / it)
Averaged stats: lr: 0.000100 loss: 0.2878 (0.3872) labels_encoder: 0.2878 (0.3872) labels_encoder_unscaled: 0.2878 (0.3872)
Test: [ 0/1613] eta: 0:39:02 loss: 1.0791 (1.0791) labels_encoder: 1.0791 (1.0791) labels_encoder_unscaled: 1.0791 (1.0791) time: 1.4520 data: 1.4330 max mem: 515
Test: [ 50/1613] eta: 0:01:39 loss: 0.3636 (0.6806) labels_encoder: 0.3636 (0.6806) labels_encoder_unscaled: 0.3636 (0.6806) time: 0.0362 data: 0.0174 max mem: 515
Test: [ 100/1613] eta: 0:01:16 loss: 0.1318 (0.5656) labels_encoder: 0.1318 (0.5656) labels_encoder_unscaled: 0.1318 (0.5656) time: 0.0373 data: 0.0209 max mem: 515
Test: [ 150/1613] eta: 0:01:06 loss: 0.3300 (0.5334) labels_encoder: 0.3300 (0.5334) labels_encoder_unscaled: 0.3300 (0.5334) time: 0.0355 data: 0.0211 max mem: 515
Test: [ 200/1613] eta: 0:01:00 loss: 0.6980 (0.5972) labels_encoder: 0.6980 (0.5972) labels_encoder_unscaled: 0.6980 (0.5972) time: 0.0373 data: 0.0221 max mem: 515
Test: [ 250/1613] eta: 0:00:57 loss: 0.2898 (0.5998) labels_encoder: 0.2898 (0.5998) labels_encoder_unscaled: 0.2898 (0.5998) time: 0.0391 data: 0.0244 max mem: 515
Test: [ 300/1613] eta: 0:00:54 loss: 0.3943 (0.6215) labels_encoder: 0.3943 (0.6215) labels_encoder_unscaled: 0.3943 (0.6215) time: 0.0373 data: 0.0229 max mem: 515
Test: [ 350/1613] eta: 0:00:51 loss: 0.5695 (0.6144) labels_encoder: 0.5695 (0.6144) labels_encoder_unscaled: 0.5695 (0.6144) time: 0.0364 data: 0.0216 max mem: 515
Test: [ 400/1613] eta: 0:00:49 loss: 0.5553 (0.6706) labels_encoder: 0.5553 (0.6706) labels_encoder_unscaled: 0.5553 (0.6706) time: 0.0385 data: 0.0236 max mem: 515
Test: [ 450/1613] eta: 0:00:46 loss: 0.8330 (0.7192) labels_encoder: 0.8330 (0.7192) labels_encoder_unscaled: 0.8330 (0.7192) time: 0.0394 data: 0.0239 max mem: 515
Test: [ 500/1613] eta: 0:00:44 loss: 0.2111 (0.6927) labels_encoder: 0.2111 (0.6927) labels_encoder_unscaled: 0.2111 (0.6927) time: 0.0379 data: 0.0221 max mem: 515
Test: [ 550/1613] eta: 0:00:42 loss: 0.7345 (0.7111) labels_encoder: 0.7345 (0.7111) labels_encoder_unscaled: 0.7345 (0.7111) time: 0.0372 data: 0.0184 max mem: 515
Test: [ 600/1613] eta: 0:00:40 loss: 0.5037 (0.7604) labels_encoder: 0.5037 (0.7604) labels_encoder_unscaled: 0.5037 (0.7604) time: 0.0416 data: 0.0242 max mem: 515
Test: [ 650/1613] eta: 0:00:38 loss: 0.3332 (0.7386) labels_encoder: 0.3332 (0.7386) labels_encoder_unscaled: 0.3332 (0.7386) time: 0.0425 data: 0.0244 max mem: 515
Test: [ 700/1613] eta: 0:00:36 loss: 0.3745 (0.7203) labels_encoder: 0.3745 (0.7203) labels_encoder_unscaled: 0.3745 (0.7203) time: 0.0372 data: 0.0213 max mem: 515
Test: [ 750/1613] eta: 0:00:34 loss: 0.3198 (0.6996) labels_encoder: 0.3198 (0.6996) labels_encoder_unscaled: 0.3198 (0.6996) time: 0.0382 data: 0.0231 max mem: 515
Test: [ 800/1613] eta: 0:00:32 loss: 0.4615 (0.7010) labels_encoder: 0.4615 (0.7010) labels_encoder_unscaled: 0.4615 (0.7010) time: 0.0331 data: 0.0154 max mem: 515
Test: [ 850/1613] eta: 0:00:30 loss: 0.8722 (0.7086) labels_encoder: 0.8722 (0.7086) labels_encoder_unscaled: 0.8722 (0.7086) time: 0.0368 data: 0.0201 max mem: 515
Test: [ 900/1613] eta: 0:00:28 loss: 0.4976 (0.7180) labels_encoder: 0.4976 (0.7180) labels_encoder_unscaled: 0.4976 (0.7180) time: 0.0362 data: 0.0201 max mem: 515
Test: [ 950/1613] eta: 0:00:26 loss: 0.4669 (0.7082) labels_encoder: 0.4669 (0.7082) labels_encoder_unscaled: 0.4669 (0.7082) time: 0.0402 data: 0.0257 max mem: 515
Test: [1000/1613] eta: 0:00:24 loss: 0.3960 (0.6942) labels_encoder: 0.3960 (0.6942) labels_encoder_unscaled: 0.3960 (0.6942) time: 0.0362 data: 0.0209 max mem: 515
Test: [1050/1613] eta: 0:00:22 loss: 0.5962 (0.6923) labels_encoder: 0.5962 (0.6923) labels_encoder_unscaled: 0.5962 (0.6923) time: 0.0378 data: 0.0224 max mem: 515
Test: [1100/1613] eta: 0:00:20 loss: 0.3875 (0.6918) labels_encoder: 0.3875 (0.6918) labels_encoder_unscaled: 0.3875 (0.6918) time: 0.0397 data: 0.0240 max mem: 515
Test: [1150/1613] eta: 0:00:18 loss: 0.5887 (0.6856) labels_encoder: 0.5887 (0.6856) labels_encoder_unscaled: 0.5887 (0.6856) time: 0.0388 data: 0.0230 max mem: 515
Test: [1200/1613] eta: 0:00:16 loss: 0.4619 (0.6857) labels_encoder: 0.4619 (0.6857) labels_encoder_unscaled: 0.4619 (0.6857) time: 0.0378 data: 0.0213 max mem: 515
Test: [1250/1613] eta: 0:00:14 loss: 0.3889 (0.6843) labels_encoder: 0.3889 (0.6843) labels_encoder_unscaled: 0.3889 (0.6843) time: 0.0406 data: 0.0262 max mem: 515
Test: [1300/1613] eta: 0:00:12 loss: 0.3538 (0.6816) labels_encoder: 0.3538 (0.6816) labels_encoder_unscaled: 0.3538 (0.6816) time: 0.0379 data: 0.0226 max mem: 515
Test: [1350/1613] eta: 0:00:10 loss: 0.4658 (0.6974) labels_encoder: 0.4658 (0.6974) labels_encoder_unscaled: 0.4658 (0.6974) time: 0.0399 data: 0.0235 max mem: 515
Test: [1400/1613] eta: 0:00:08 loss: 0.5597 (0.6937) labels_encoder: 0.5597 (0.6937) labels_encoder_unscaled: 0.5597 (0.6937) time: 0.0366 data: 0.0186 max mem: 515
Test: [1450/1613] eta: 0:00:06 loss: 0.3032 (0.6995) labels_encoder: 0.3032 (0.6995) labels_encoder_unscaled: 0.3032 (0.6995) time: 0.0392 data: 0.0239 max mem: 515
Test: [1500/1613] eta: 0:00:04 loss: 0.4274 (0.7024) labels_encoder: 0.4274 (0.7024) labels_encoder_unscaled: 0.4274 (0.7024) time: 0.0398 data: 0.0249 max mem: 515
Test: [1550/1613] eta: 0:00:02 loss: 0.5066 (0.6970) labels_encoder: 0.5066 (0.6970) labels_encoder_unscaled: 0.5066 (0.6970) time: 0.0371 data: 0.0221 max mem: 515
Test: [1600/1613] eta: 0:00:00 loss: 0.4798 (0.6916) labels_encoder: 0.4798 (0.6916) labels_encoder_unscaled: 0.4798 (0.6916) time: 0.0393 data: 0.0251 max mem: 515
Test: [1612/1613] eta: 0:00:00 loss: 0.3125 (0.6902) labels_encoder: 0.3125 (0.6902) labels_encoder_unscaled: 0.3125 (0.6902) time: 0.0358 data: 0.0222 max mem: 515
Test: Total time: 0:01:03 (0.0393 s / it)
Averaged stats: loss: 0.3125 (0.6902) labels_encoder: 0.3125 (0.6902) labels_encoder_unscaled: 0.3125 (0.6902)
(21, 206375)
(21, 206375)
[Epoch-1] [IDU-anet] mAP: 0.5426, mcAP: 0.9752
BaseballPitch: 0.2509
BasketballDunk: 0.7260
Billiards: 0.3801
CleanAndJerk: 0.7561
CliffDiving: 0.8187
CricketBowling: 0.3363
CricketShot: 0.1923
Diving: 0.6915
FrisbeeCatch: 0.3489
GolfSwing: 0.4045
HammerThrow: 0.8295
HighJump: 0.5111
JavelinThrow: 0.6620
LongJump: 0.7963
PoleVault: 0.8729
Shotput: 0.6375
SoccerPenalty: 0.2906
TennisSwing: 0.4410
ThrowDiscus: 0.6368
VolleyballSpiking: 0.2688
Epoch: [2] [ 0/1404] eta: 0:35:28 lr: 0.000010 loss: 0.2406 (0.2406) labels_encoder: 0.2406 (0.2406) labels_encoder_unscaled: 0.2406 (0.2406) time: 1.5161 data: 1.4863 max mem: 515
Epoch: [2] [ 50/1404] eta: 0:01:35 lr: 0.000010 loss: 0.2283 (0.2341) labels_encoder: 0.2283 (0.2341) labels_encoder_unscaled: 0.2283 (0.2341) time: 0.0374 data: 0.0003 max mem: 515
Epoch: [2] [ 100/1404] eta: 0:01:12 lr: 0.000010 loss: 0.2206 (0.2314) labels_encoder: 0.2206 (0.2314) labels_encoder_unscaled: 0.2206 (0.2314) time: 0.0431 data: 0.0038 max mem: 515
Epoch: [2] [ 150/1404] eta: 0:01:03 lr: 0.000010 loss: 0.2124 (0.2271) labels_encoder: 0.2124 (0.2271) labels_encoder_unscaled: 0.2124 (0.2271) time: 0.0387 data: 0.0002 max mem: 515
Epoch: [2] [ 200/1404] eta: 0:00:57 lr: 0.000010 loss: 0.1991 (0.2252) labels_encoder: 0.1991 (0.2252) labels_encoder_unscaled: 0.1991 (0.2252) time: 0.0411 data: 0.0002 max mem: 515
Epoch: [2] [ 250/1404] eta: 0:00:52 lr: 0.000010 loss: 0.2086 (0.2246) labels_encoder: 0.2086 (0.2246) labels_encoder_unscaled: 0.2086 (0.2246) time: 0.0364 data: 0.0002 max mem: 515
Epoch: [2] [ 300/1404] eta: 0:00:49 lr: 0.000010 loss: 0.2002 (0.2236) labels_encoder: 0.2002 (0.2236) labels_encoder_unscaled: 0.2002 (0.2236) time: 0.0363 data: 0.0002 max mem: 515
Epoch: [2] [ 350/1404] eta: 0:00:46 lr: 0.000010 loss: 0.2082 (0.2213) labels_encoder: 0.2082 (0.2213) labels_encoder_unscaled: 0.2082 (0.2213) time: 0.0394 data: 0.0011 max mem: 515
Epoch: [2] [ 400/1404] eta: 0:00:43 lr: 0.000010 loss: 0.2061 (0.2206) labels_encoder: 0.2061 (0.2206) labels_encoder_unscaled: 0.2061 (0.2206) time: 0.0378 data: 0.0011 max mem: 515
Epoch: [2] [ 450/1404] eta: 0:00:41 lr: 0.000010 loss: 0.2094 (0.2209) labels_encoder: 0.2094 (0.2209) labels_encoder_unscaled: 0.2094 (0.2209) time: 0.0393 data: 0.0002 max mem: 515
Epoch: [2] [ 500/1404] eta: 0:00:38 lr: 0.000010 loss: 0.2077 (0.2199) labels_encoder: 0.2077 (0.2199) labels_encoder_unscaled: 0.2077 (0.2199) time: 0.0374 data: 0.0023 max mem: 515
Epoch: [2] [ 550/1404] eta: 0:00:36 lr: 0.000010 loss: 0.1895 (0.2192) labels_encoder: 0.1895 (0.2192) labels_encoder_unscaled: 0.1895 (0.2192) time: 0.0387 data: 0.0002 max mem: 515
Epoch: [2] [ 600/1404] eta: 0:00:33 lr: 0.000010 loss: 0.2145 (0.2187) labels_encoder: 0.2145 (0.2187) labels_encoder_unscaled: 0.2145 (0.2187) time: 0.0402 data: 0.0019 max mem: 515
Epoch: [2] [ 650/1404] eta: 0:00:31 lr: 0.000010 loss: 0.2111 (0.2185) labels_encoder: 0.2111 (0.2185) labels_encoder_unscaled: 0.2111 (0.2185) time: 0.0358 data: 0.0002 max mem: 515
Epoch: [2] [ 700/1404] eta: 0:00:29 lr: 0.000010 loss: 0.1860 (0.2172) labels_encoder: 0.1860 (0.2172) labels_encoder_unscaled: 0.1860 (0.2172) time: 0.0379 data: 0.0002 max mem: 515
Epoch: [2] [ 750/1404] eta: 0:00:26 lr: 0.000010 loss: 0.2188 (0.2168) labels_encoder: 0.2188 (0.2168) labels_encoder_unscaled: 0.2188 (0.2168) time: 0.0360 data: 0.0002 max mem: 515
Epoch: [2] [ 800/1404] eta: 0:00:24 lr: 0.000010 loss: 0.2056 (0.2158) labels_encoder: 0.2056 (0.2158) labels_encoder_unscaled: 0.2056 (0.2158) time: 0.0383 data: 0.0002 max mem: 515
Epoch: [2] [ 850/1404] eta: 0:00:22 lr: 0.000010 loss: 0.2104 (0.2150) labels_encoder: 0.2104 (0.2150) labels_encoder_unscaled: 0.2104 (0.2150) time: 0.0382 data: 0.0076 max mem: 515
Epoch: [2] [ 900/1404] eta: 0:00:20 lr: 0.000010 loss: 0.1907 (0.2146) labels_encoder: 0.1907 (0.2146) labels_encoder_unscaled: 0.1907 (0.2146) time: 0.0389 data: 0.0043 max mem: 515
Epoch: [2] [ 950/1404] eta: 0:00:18 lr: 0.000010 loss: 0.1925 (0.2140) labels_encoder: 0.1925 (0.2140) labels_encoder_unscaled: 0.1925 (0.2140) time: 0.0405 data: 0.0052 max mem: 515
Epoch: [2] [1000/1404] eta: 0:00:16 lr: 0.000010 loss: 0.1994 (0.2135) labels_encoder: 0.1994 (0.2135) labels_encoder_unscaled: 0.1994 (0.2135) time: 0.0408 data: 0.0029 max mem: 515
Epoch: [2] [1050/1404] eta: 0:00:14 lr: 0.000010 loss: 0.2096 (0.2129) labels_encoder: 0.2096 (0.2129) labels_encoder_unscaled: 0.2096 (0.2129) time: 0.0432 data: 0.0048 max mem: 515
Epoch: [2] [1100/1404] eta: 0:00:12 lr: 0.000010 loss: 0.2035 (0.2125) labels_encoder: 0.2035 (0.2125) labels_encoder_unscaled: 0.2035 (0.2125) time: 0.0397 data: 0.0002 max mem: 515
Epoch: [2] [1150/1404] eta: 0:00:10 lr: 0.000010 loss: 0.2091 (0.2121) labels_encoder: 0.2091 (0.2121) labels_encoder_unscaled: 0.2091 (0.2121) time: 0.0378 data: 0.0010 max mem: 515
Epoch: [2] [1200/1404] eta: 0:00:08 lr: 0.000010 loss: 0.2022 (0.2120) labels_encoder: 0.2022 (0.2120) labels_encoder_unscaled: 0.2022 (0.2120) time: 0.0396 data: 0.0002 max mem: 515
Epoch: [2] [1250/1404] eta: 0:00:06 lr: 0.000010 loss: 0.1968 (0.2114) labels_encoder: 0.1968 (0.2114) labels_encoder_unscaled: 0.1968 (0.2114) time: 0.0410 data: 0.0002 max mem: 515
Epoch: [2] [1300/1404] eta: 0:00:04 lr: 0.000010 loss: 0.1763 (0.2110) labels_encoder: 0.1763 (0.2110) labels_encoder_unscaled: 0.1763 (0.2110) time: 0.0396 data: 0.0002 max mem: 515
Epoch: [2] [1350/1404] eta: 0:00:02 lr: 0.000010 loss: 0.2032 (0.2111) labels_encoder: 0.2032 (0.2111) labels_encoder_unscaled: 0.2032 (0.2111) time: 0.0376 data: 0.0002 max mem: 515
Epoch: [2] [1400/1404] eta: 0:00:00 lr: 0.000010 loss: 0.1911 (0.2105) labels_encoder: 0.1911 (0.2105) labels_encoder_unscaled: 0.1911 (0.2105) time: 0.0365 data: 0.0003 max mem: 515
Epoch: [2] [1403/1404] eta: 0:00:00 lr: 0.000010 loss: 0.2052 (0.2106) labels_encoder: 0.2052 (0.2106) labels_encoder_unscaled: 0.2052 (0.2106) time: 0.0353 data: 0.0003 max mem: 515
Epoch: [2] Total time: 0:00:57 (0.0407 s / it)
Averaged stats: lr: 0.000010 loss: 0.2052 (0.2106) labels_encoder: 0.2052 (0.2106) labels_encoder_unscaled: 0.2052 (0.2106)
Test: [ 0/1613] eta: 0:39:01 loss: 0.2585 (0.2585) labels_encoder: 0.2585 (0.2585) labels_encoder_unscaled: 0.2585 (0.2585) time: 1.4519 data: 1.4339 max mem: 515
Test: [ 50/1613] eta: 0:01:45 loss: 0.2975 (0.6164) labels_encoder: 0.2975 (0.6164) labels_encoder_unscaled: 0.2975 (0.6164) time: 0.0391 data: 0.0187 max mem: 515
Test: [ 100/1613] eta: 0:01:19 loss: 0.1313 (0.4799) labels_encoder: 0.1313 (0.4799) labels_encoder_unscaled: 0.1313 (0.4799) time: 0.0369 data: 0.0208 max mem: 515
Test: [ 150/1613] eta: 0:01:10 loss: 0.2452 (0.4468) labels_encoder: 0.2452 (0.4468) labels_encoder_unscaled: 0.2452 (0.4468) time: 0.0382 data: 0.0207 max mem: 515
Test: [ 200/1613] eta: 0:01:04 loss: 0.6290 (0.5061) labels_encoder: 0.6290 (0.5061) labels_encoder_unscaled: 0.6290 (0.5061) time: 0.0389 data: 0.0211 max mem: 515
Test: [ 250/1613] eta: 0:01:00 loss: 0.2669 (0.5363) labels_encoder: 0.2669 (0.5363) labels_encoder_unscaled: 0.2669 (0.5363) time: 0.0392 data: 0.0240 max mem: 515
Test: [ 300/1613] eta: 0:00:56 loss: 0.2895 (0.5744) labels_encoder: 0.2895 (0.5744) labels_encoder_unscaled: 0.2895 (0.5744) time: 0.0402 data: 0.0249 max mem: 515
Test: [ 350/1613] eta: 0:00:54 loss: 0.6462 (0.5707) labels_encoder: 0.6462 (0.5707) labels_encoder_unscaled: 0.6462 (0.5707) time: 0.0412 data: 0.0237 max mem: 515
Test: [ 400/1613] eta: 0:00:51 loss: 0.4912 (0.6306) labels_encoder: 0.4912 (0.6306) labels_encoder_unscaled: 0.4912 (0.6306) time: 0.0385 data: 0.0246 max mem: 515
Test: [ 450/1613] eta: 0:00:49 loss: 0.5449 (0.6787) labels_encoder: 0.5449 (0.6787) labels_encoder_unscaled: 0.5449 (0.6787) time: 0.0453 data: 0.0292 max mem: 515
Test: [ 500/1613] eta: 0:00:46 loss: 0.2519 (0.6505) labels_encoder: 0.2519 (0.6505) labels_encoder_unscaled: 0.2519 (0.6505) time: 0.0400 data: 0.0229 max mem: 515
Test: [ 550/1613] eta: 0:00:44 loss: 0.4759 (0.6598) labels_encoder: 0.4759 (0.6598) labels_encoder_unscaled: 0.4759 (0.6598) time: 0.0382 data: 0.0239 max mem: 515
Test: [ 600/1613] eta: 0:00:41 loss: 0.6540 (0.6863) labels_encoder: 0.6540 (0.6863) labels_encoder_unscaled: 0.6540 (0.6863) time: 0.0425 data: 0.0236 max mem: 515
Test: [ 650/1613] eta: 0:00:39 loss: 0.4985 (0.6712) labels_encoder: 0.4985 (0.6712) labels_encoder_unscaled: 0.4985 (0.6712) time: 0.0395 data: 0.0244 max mem: 515
Test: [ 700/1613] eta: 0:00:37 loss: 0.3106 (0.6607) labels_encoder: 0.3106 (0.6607) labels_encoder_unscaled: 0.3106 (0.6607) time: 0.0379 data: 0.0178 max mem: 515
Test: [ 750/1613] eta: 0:00:35 loss: 0.2996 (0.6443) labels_encoder: 0.2996 (0.6443) labels_encoder_unscaled: 0.2996 (0.6443) time: 0.0426 data: 0.0282 max mem: 515
Test: [ 800/1613] eta: 0:00:33 loss: 0.3582 (0.6379) labels_encoder: 0.3582 (0.6379) labels_encoder_unscaled: 0.3582 (0.6379) time: 0.0379 data: 0.0229 max mem: 515
Test: [ 850/1613] eta: 0:00:31 loss: 0.7436 (0.6395) labels_encoder: 0.7436 (0.6395) labels_encoder_unscaled: 0.7436 (0.6395) time: 0.0367 data: 0.0219 max mem: 515
Test: [ 900/1613] eta: 0:00:28 loss: 0.4099 (0.6524) labels_encoder: 0.4099 (0.6524) labels_encoder_unscaled: 0.4099 (0.6524) time: 0.0375 data: 0.0227 max mem: 515
Test: [ 950/1613] eta: 0:00:26 loss: 0.5525 (0.6452) labels_encoder: 0.5525 (0.6452) labels_encoder_unscaled: 0.5525 (0.6452) time: 0.0439 data: 0.0254 max mem: 515
Test: [1000/1613] eta: 0:00:24 loss: 0.3061 (0.6359) labels_encoder: 0.3061 (0.6359) labels_encoder_unscaled: 0.3061 (0.6359) time: 0.0396 data: 0.0247 max mem: 515
Test: [1050/1613] eta: 0:00:22 loss: 0.5203 (0.6347) labels_encoder: 0.5203 (0.6347) labels_encoder_unscaled: 0.5203 (0.6347) time: 0.0399 data: 0.0257 max mem: 515
Test: [1100/1613] eta: 0:00:20 loss: 0.5490 (0.6389) labels_encoder: 0.5490 (0.6389) labels_encoder_unscaled: 0.5490 (0.6389) time: 0.0381 data: 0.0239 max mem: 515
Test: [1150/1613] eta: 0:00:18 loss: 0.4138 (0.6319) labels_encoder: 0.4138 (0.6319) labels_encoder_unscaled: 0.4138 (0.6319) time: 0.0388 data: 0.0231 max mem: 515
Test: [1200/1613] eta: 0:00:16 loss: 0.3846 (0.6348) labels_encoder: 0.3846 (0.6348) labels_encoder_unscaled: 0.3846 (0.6348) time: 0.0406 data: 0.0238 max mem: 515
Test: [1250/1613] eta: 0:00:14 loss: 0.2537 (0.6369) labels_encoder: 0.2537 (0.6369) labels_encoder_unscaled: 0.2537 (0.6369) time: 0.0379 data: 0.0219 max mem: 515
Test: [1300/1613] eta: 0:00:12 loss: 0.3207 (0.6354) labels_encoder: 0.3207 (0.6354) labels_encoder_unscaled: 0.3207 (0.6354) time: 0.0376 data: 0.0227 max mem: 515
Test: [1350/1613] eta: 0:00:10 loss: 0.5885 (0.6517) labels_encoder: 0.5885 (0.6517) labels_encoder_unscaled: 0.5885 (0.6517) time: 0.0390 data: 0.0245 max mem: 515
Test: [1400/1613] eta: 0:00:08 loss: 0.5679 (0.6512) labels_encoder: 0.5679 (0.6512) labels_encoder_unscaled: 0.5679 (0.6512) time: 0.0377 data: 0.0228 max mem: 515
Test: [1450/1613] eta: 0:00:06 loss: 0.3517 (0.6656) labels_encoder: 0.3517 (0.6656) labels_encoder_unscaled: 0.3517 (0.6656) time: 0.0428 data: 0.0272 max mem: 515
Test: [1500/1613] eta: 0:00:04 loss: 0.5268 (0.6711) labels_encoder: 0.5268 (0.6711) labels_encoder_unscaled: 0.5268 (0.6711) time: 0.0379 data: 0.0230 max mem: 515
Test: [1550/1613] eta: 0:00:02 loss: 0.5269 (0.6678) labels_encoder: 0.5269 (0.6678) labels_encoder_unscaled: 0.5269 (0.6678) time: 0.0371 data: 0.0225 max mem: 515
Test: [1600/1613] eta: 0:00:00 loss: 0.6622 (0.6642) labels_encoder: 0.6622 (0.6642) labels_encoder_unscaled: 0.6622 (0.6642) time: 0.0369 data: 0.0217 max mem: 515
Test: [1612/1613] eta: 0:00:00 loss: 0.3503 (0.6624) labels_encoder: 0.3503 (0.6624) labels_encoder_unscaled: 0.3503 (0.6624) time: 0.0380 data: 0.0223 max mem: 515
Test: Total time: 0:01:04 (0.0401 s / it)
Averaged stats: loss: 0.3503 (0.6624) labels_encoder: 0.3503 (0.6624) labels_encoder_unscaled: 0.3503 (0.6624)
(21, 206375)
(21, 206375)
[Epoch-2] [IDU-anet] mAP: 0.5547, mcAP: 0.9747
BaseballPitch: 0.2522
BasketballDunk: 0.7537
Billiards: 0.3975
CleanAndJerk: 0.7668
CliffDiving: 0.8298
CricketBowling: 0.3540
CricketShot: 0.2039
Diving: 0.6965
FrisbeeCatch: 0.3141
GolfSwing: 0.4495
HammerThrow: 0.8298
HighJump: 0.5456
JavelinThrow: 0.6723
LongJump: 0.7905
PoleVault: 0.8657
Shotput: 0.6685
SoccerPenalty: 0.3495
TennisSwing: 0.4634
ThrowDiscus: 0.6246
VolleyballSpiking: 0.2669
Epoch: [3] [ 0/1404] eta: 0:34:29 lr: 0.000001 loss: 0.2587 (0.2587) labels_encoder: 0.2587 (0.2587) labels_encoder_unscaled: 0.2587 (0.2587) time: 1.4741 data: 1.4274 max mem: 515
Epoch: [3] [ 50/1404] eta: 0:01:34 lr: 0.000001 loss: 0.1838 (0.1917) labels_encoder: 0.1838 (0.1917) labels_encoder_unscaled: 0.1838 (0.1917) time: 0.0383 data: 0.0002 max mem: 515
Epoch: [3] [ 100/1404] eta: 0:01:11 lr: 0.000001 loss: 0.1699 (0.1891) labels_encoder: 0.1699 (0.1891) labels_encoder_unscaled: 0.1699 (0.1891) time: 0.0372 data: 0.0012 max mem: 515
Epoch: [3] [ 150/1404] eta: 0:01:02 lr: 0.000001 loss: 0.1930 (0.1901) labels_encoder: 0.1930 (0.1901) labels_encoder_unscaled: 0.1930 (0.1901) time: 0.0411 data: 0.0012 max mem: 515
Epoch: [3] [ 200/1404] eta: 0:00:56 lr: 0.000001 loss: 0.2048 (0.1909) labels_encoder: 0.2048 (0.1909) labels_encoder_unscaled: 0.2048 (0.1909) time: 0.0381 data: 0.0002 max mem: 515
Epoch: [3] [ 250/1404] eta: 0:00:52 lr: 0.000001 loss: 0.1963 (0.1906) labels_encoder: 0.1963 (0.1906) labels_encoder_unscaled: 0.1963 (0.1906) time: 0.0378 data: 0.0002 max mem: 515
Epoch: [3] [ 300/1404] eta: 0:00:48 lr: 0.000001 loss: 0.1856 (0.1908) labels_encoder: 0.1856 (0.1908) labels_encoder_unscaled: 0.1856 (0.1908) time: 0.0398 data: 0.0002 max mem: 515
Epoch: [3] [ 350/1404] eta: 0:00:45 lr: 0.000001 loss: 0.1765 (0.1915) labels_encoder: 0.1765 (0.1915) labels_encoder_unscaled: 0.1765 (0.1915) time: 0.0388 data: 0.0002 max mem: 515
Epoch: [3] [ 400/1404] eta: 0:00:42 lr: 0.000001 loss: 0.1998 (0.1929) labels_encoder: 0.1998 (0.1929) labels_encoder_unscaled: 0.1998 (0.1929) time: 0.0377 data: 0.0012 max mem: 515
Epoch: [3] [ 450/1404] eta: 0:00:40 lr: 0.000001 loss: 0.1799 (0.1928) labels_encoder: 0.1799 (0.1928) labels_encoder_unscaled: 0.1799 (0.1928) time: 0.0388 data: 0.0002 max mem: 515
Epoch: [3] [ 500/1404] eta: 0:00:38 lr: 0.000001 loss: 0.1876 (0.1929) labels_encoder: 0.1876 (0.1929) labels_encoder_unscaled: 0.1876 (0.1929) time: 0.0393 data: 0.0048 max mem: 515
Epoch: [3] [ 550/1404] eta: 0:00:36 lr: 0.000001 loss: 0.1880 (0.1926) labels_encoder: 0.1880 (0.1926) labels_encoder_unscaled: 0.1880 (0.1926) time: 0.0418 data: 0.0002 max mem: 515
Epoch: [3] [ 600/1404] eta: 0:00:33 lr: 0.000001 loss: 0.1794 (0.1924) labels_encoder: 0.1794 (0.1924) labels_encoder_unscaled: 0.1794 (0.1924) time: 0.0401 data: 0.0002 max mem: 515
Epoch: [3] [ 650/1404] eta: 0:00:31 lr: 0.000001 loss: 0.1563 (0.1919) labels_encoder: 0.1563 (0.1919) labels_encoder_unscaled: 0.1563 (0.1919) time: 0.0372 data: 0.0002 max mem: 515
Epoch: [3] [ 700/1404] eta: 0:00:29 lr: 0.000001 loss: 0.1784 (0.1918) labels_encoder: 0.1784 (0.1918) labels_encoder_unscaled: 0.1784 (0.1918) time: 0.0377 data: 0.0002 max mem: 515
Epoch: [3] [ 750/1404] eta: 0:00:26 lr: 0.000001 loss: 0.1849 (0.1917) labels_encoder: 0.1849 (0.1917) labels_encoder_unscaled: 0.1849 (0.1917) time: 0.0371 data: 0.0002 max mem: 515
Epoch: [3] [ 800/1404] eta: 0:00:24 lr: 0.000001 loss: 0.1867 (0.1925) labels_encoder: 0.1867 (0.1925) labels_encoder_unscaled: 0.1867 (0.1925) time: 0.0369 data: 0.0002 max mem: 515
Epoch: [3] [ 850/1404] eta: 0:00:22 lr: 0.000001 loss: 0.1666 (0.1922) labels_encoder: 0.1666 (0.1922) labels_encoder_unscaled: 0.1666 (0.1922) time: 0.0543 data: 0.0289 max mem: 515
Epoch: [3] [ 900/1404] eta: 0:00:20 lr: 0.000001 loss: 0.1806 (0.1918) labels_encoder: 0.1806 (0.1918) labels_encoder_unscaled: 0.1806 (0.1918) time: 0.0384 data: 0.0038 max mem: 515
Epoch: [3] [ 950/1404] eta: 0:00:18 lr: 0.000001 loss: 0.1932 (0.1919) labels_encoder: 0.1932 (0.1919) labels_encoder_unscaled: 0.1932 (0.1919) time: 0.0398 data: 0.0091 max mem: 515
Epoch: [3] [1000/1404] eta: 0:00:16 lr: 0.000001 loss: 0.1882 (0.1922) labels_encoder: 0.1882 (0.1922) labels_encoder_unscaled: 0.1882 (0.1922) time: 0.0398 data: 0.0081 max mem: 515
Epoch: [3] [1050/1404] eta: 0:00:14 lr: 0.000001 loss: 0.1672 (0.1925) labels_encoder: 0.1672 (0.1925) labels_encoder_unscaled: 0.1672 (0.1925) time: 0.0419 data: 0.0132 max mem: 515
Epoch: [3] [1100/1404] eta: 0:00:12 lr: 0.000001 loss: 0.1807 (0.1928) labels_encoder: 0.1807 (0.1928) labels_encoder_unscaled: 0.1807 (0.1928) time: 0.0382 data: 0.0012 max mem: 515
Epoch: [3] [1150/1404] eta: 0:00:10 lr: 0.000001 loss: 0.1739 (0.1928) labels_encoder: 0.1739 (0.1928) labels_encoder_unscaled: 0.1739 (0.1928) time: 0.0402 data: 0.0010 max mem: 515
Epoch: [3] [1200/1404] eta: 0:00:08 lr: 0.000001 loss: 0.1639 (0.1921) labels_encoder: 0.1639 (0.1921) labels_encoder_unscaled: 0.1639 (0.1921) time: 0.0363 data: 0.0062 max mem: 515
Epoch: [3] [1250/1404] eta: 0:00:06 lr: 0.000001 loss: 0.1769 (0.1922) labels_encoder: 0.1769 (0.1922) labels_encoder_unscaled: 0.1769 (0.1922) time: 0.0441 data: 0.0042 max mem: 515
Epoch: [3] [1300/1404] eta: 0:00:04 lr: 0.000001 loss: 0.1915 (0.1920) labels_encoder: 0.1915 (0.1920) labels_encoder_unscaled: 0.1915 (0.1920) time: 0.0401 data: 0.0002 max mem: 515
Epoch: [3] [1350/1404] eta: 0:00:02 lr: 0.000001 loss: 0.1894 (0.1921) labels_encoder: 0.1894 (0.1921) labels_encoder_unscaled: 0.1894 (0.1921) time: 0.0427 data: 0.0061 max mem: 515
Epoch: [3] [1400/1404] eta: 0:00:00 lr: 0.000001 loss: 0.2093 (0.1926) labels_encoder: 0.2093 (0.1926) labels_encoder_unscaled: 0.2093 (0.1926) time: 0.0387 data: 0.0028 max mem: 515
Epoch: [3] [1403/1404] eta: 0:00:00 lr: 0.000001 loss: 0.2010 (0.1925) labels_encoder: 0.2010 (0.1925) labels_encoder_unscaled: 0.2010 (0.1925) time: 0.0373 data: 0.0018 max mem: 515
Epoch: [3] Total time: 0:00:57 (0.0413 s / it)
Averaged stats: lr: 0.000001 loss: 0.2010 (0.1925) labels_encoder: 0.2010 (0.1925) labels_encoder_unscaled: 0.2010 (0.1925)
Test: [ 0/1613] eta: 0:35:28 loss: 0.3221 (0.3221) labels_encoder: 0.3221 (0.3221) labels_encoder_unscaled: 0.3221 (0.3221) time: 1.3195 data: 1.3027 max mem: 515
Test: [ 50/1613] eta: 0:01:42 loss: 0.2898 (0.6347) labels_encoder: 0.2898 (0.6347) labels_encoder_unscaled: 0.2898 (0.6347) time: 0.0369 data: 0.0212 max mem: 515
Test: [ 100/1613] eta: 0:01:19 loss: 0.0907 (0.4916) labels_encoder: 0.0907 (0.4916) labels_encoder_unscaled: 0.0907 (0.4916) time: 0.0379 data: 0.0232 max mem: 515
Test: [ 150/1613] eta: 0:01:10 loss: 0.3180 (0.4580) labels_encoder: 0.3180 (0.4580) labels_encoder_unscaled: 0.3180 (0.4580) time: 0.0391 data: 0.0246 max mem: 515
Test: [ 200/1613] eta: 0:01:04 loss: 0.6812 (0.5112) labels_encoder: 0.6812 (0.5112) labels_encoder_unscaled: 0.6812 (0.5112) time: 0.0378 data: 0.0238 max mem: 515
Test: [ 250/1613] eta: 0:01:00 loss: 0.3077 (0.5408) labels_encoder: 0.3077 (0.5408) labels_encoder_unscaled: 0.3077 (0.5408) time: 0.0399 data: 0.0241 max mem: 515
Test: [ 300/1613] eta: 0:00:57 loss: 0.2824 (0.5834) labels_encoder: 0.2824 (0.5834) labels_encoder_unscaled: 0.2824 (0.5834) time: 0.0402 data: 0.0252 max mem: 515
Test: [ 350/1613] eta: 0:00:55 loss: 0.6993 (0.5798) labels_encoder: 0.6993 (0.5798) labels_encoder_unscaled: 0.6993 (0.5798) time: 0.0431 data: 0.0268 max mem: 515
Test: [ 400/1613] eta: 0:00:52 loss: 0.4940 (0.6489) labels_encoder: 0.4940 (0.6489) labels_encoder_unscaled: 0.4940 (0.6489) time: 0.0372 data: 0.0232 max mem: 515
Test: [ 450/1613] eta: 0:00:49 loss: 0.5435 (0.6956) labels_encoder: 0.5435 (0.6956) labels_encoder_unscaled: 0.5435 (0.6956) time: 0.0373 data: 0.0207 max mem: 515
Test: [ 500/1613] eta: 0:00:47 loss: 0.2068 (0.6604) labels_encoder: 0.2068 (0.6604) labels_encoder_unscaled: 0.2068 (0.6604) time: 0.0406 data: 0.0230 max mem: 515
Test: [ 550/1613] eta: 0:00:44 loss: 0.5459 (0.6682) labels_encoder: 0.5459 (0.6682) labels_encoder_unscaled: 0.5459 (0.6682) time: 0.0387 data: 0.0215 max mem: 515
Test: [ 600/1613] eta: 0:00:42 loss: 0.7359 (0.6886) labels_encoder: 0.7359 (0.6886) labels_encoder_unscaled: 0.7359 (0.6886) time: 0.0424 data: 0.0213 max mem: 515
Test: [ 650/1613] eta: 0:00:40 loss: 0.5143 (0.6747) labels_encoder: 0.5143 (0.6747) labels_encoder_unscaled: 0.5143 (0.6747) time: 0.0389 data: 0.0246 max mem: 515
Test: [ 700/1613] eta: 0:00:38 loss: 0.3482 (0.6609) labels_encoder: 0.3482 (0.6609) labels_encoder_unscaled: 0.3482 (0.6609) time: 0.0435 data: 0.0269 max mem: 515
Test: [ 750/1613] eta: 0:00:35 loss: 0.4182 (0.6473) labels_encoder: 0.4182 (0.6473) labels_encoder_unscaled: 0.4182 (0.6473) time: 0.0382 data: 0.0222 max mem: 515
Test: [ 800/1613] eta: 0:00:33 loss: 0.3896 (0.6447) labels_encoder: 0.3896 (0.6447) labels_encoder_unscaled: 0.3896 (0.6447) time: 0.0356 data: 0.0179 max mem: 515
Test: [ 850/1613] eta: 0:00:31 loss: 0.8439 (0.6477) labels_encoder: 0.8439 (0.6477) labels_encoder_unscaled: 0.8439 (0.6477) time: 0.0346 data: 0.0154 max mem: 515
Test: [ 900/1613] eta: 0:00:29 loss: 0.4568 (0.6631) labels_encoder: 0.4568 (0.6631) labels_encoder_unscaled: 0.4568 (0.6631) time: 0.0389 data: 0.0205 max mem: 515
Test: [ 950/1613] eta: 0:00:27 loss: 0.5821 (0.6565) labels_encoder: 0.5821 (0.6565) labels_encoder_unscaled: 0.5821 (0.6565) time: 0.0421 data: 0.0235 max mem: 515
Test: [1000/1613] eta: 0:00:24 loss: 0.3160 (0.6473) labels_encoder: 0.3160 (0.6473) labels_encoder_unscaled: 0.3160 (0.6473) time: 0.0367 data: 0.0212 max mem: 515
Test: [1050/1613] eta: 0:00:22 loss: 0.5675 (0.6474) labels_encoder: 0.5675 (0.6474) labels_encoder_unscaled: 0.5675 (0.6474) time: 0.0368 data: 0.0205 max mem: 515
Test: [1100/1613] eta: 0:00:20 loss: 0.5058 (0.6479) labels_encoder: 0.5058 (0.6479) labels_encoder_unscaled: 0.5058 (0.6479) time: 0.0381 data: 0.0220 max mem: 515
Test: [1150/1613] eta: 0:00:18 loss: 0.3482 (0.6401) labels_encoder: 0.3482 (0.6401) labels_encoder_unscaled: 0.3482 (0.6401) time: 0.0372 data: 0.0240 max mem: 515
Test: [1200/1613] eta: 0:00:16 loss: 0.3568 (0.6434) labels_encoder: 0.3568 (0.6434) labels_encoder_unscaled: 0.3568 (0.6434) time: 0.0367 data: 0.0228 max mem: 515
Test: [1250/1613] eta: 0:00:14 loss: 0.2615 (0.6455) labels_encoder: 0.2615 (0.6455) labels_encoder_unscaled: 0.2615 (0.6455) time: 0.0395 data: 0.0252 max mem: 515
Test: [1300/1613] eta: 0:00:12 loss: 0.2999 (0.6449) labels_encoder: 0.2999 (0.6449) labels_encoder_unscaled: 0.2999 (0.6449) time: 0.0406 data: 0.0263 max mem: 515
Test: [1350/1613] eta: 0:00:10 loss: 0.4782 (0.6556) labels_encoder: 0.4782 (0.6556) labels_encoder_unscaled: 0.4782 (0.6556) time: 0.0366 data: 0.0213 max mem: 515
Test: [1400/1613] eta: 0:00:08 loss: 0.5875 (0.6554) labels_encoder: 0.5875 (0.6554) labels_encoder_unscaled: 0.5875 (0.6554) time: 0.0354 data: 0.0222 max mem: 515
Test: [1450/1613] eta: 0:00:06 loss: 0.3464 (0.6662) labels_encoder: 0.3464 (0.6662) labels_encoder_unscaled: 0.3464 (0.6662) time: 0.0389 data: 0.0239 max mem: 515
Test: [1500/1613] eta: 0:00:04 loss: 0.6160 (0.6731) labels_encoder: 0.6160 (0.6731) labels_encoder_unscaled: 0.6160 (0.6731) time: 0.0394 data: 0.0262 max mem: 515
Test: [1550/1613] eta: 0:00:02 loss: 0.4550 (0.6709) labels_encoder: 0.4550 (0.6709) labels_encoder_unscaled: 0.4550 (0.6709) time: 0.0383 data: 0.0242 max mem: 515
Test: [1600/1613] eta: 0:00:00 loss: 0.5529 (0.6666) labels_encoder: 0.5529 (0.6666) labels_encoder_unscaled: 0.5529 (0.6666) time: 0.0374 data: 0.0234 max mem: 515
Test: [1612/1613] eta: 0:00:00 loss: 0.3495 (0.6651) labels_encoder: 0.3495 (0.6651) labels_encoder_unscaled: 0.3495 (0.6651) time: 0.0341 data: 0.0205 max mem: 515
Test: Total time: 0:01:04 (0.0401 s / it)
Averaged stats: loss: 0.3495 (0.6651) labels_encoder: 0.3495 (0.6651) labels_encoder_unscaled: 0.3495 (0.6651)
(21, 206375)
(21, 206375)
[Epoch-3] [IDU-anet] mAP: 0.5542, mcAP: 0.9743
BaseballPitch: 0.2255
BasketballDunk: 0.7436
Billiards: 0.3906
CleanAndJerk: 0.7630
CliffDiving: 0.8277
CricketBowling: 0.3537
CricketShot: 0.1724
Diving: 0.6892
FrisbeeCatch: 0.3813
GolfSwing: 0.4503
HammerThrow: 0.8295
HighJump: 0.5591
JavelinThrow: 0.6798
LongJump: 0.7974
PoleVault: 0.8659
Shotput: 0.6529
SoccerPenalty: 0.3571
TennisSwing: 0.4572
ThrowDiscus: 0.6193
VolleyballSpiking: 0.2682
Epoch: [4] [ 0/1404] eta: 0:34:32 lr: 0.000000 loss: 0.1474 (0.1474) labels_encoder: 0.1474 (0.1474) labels_encoder_unscaled: 0.1474 (0.1474) time: 1.4762 data: 1.4356 max mem: 515
Epoch: [4] [ 50/1404] eta: 0:01:31 lr: 0.000000 loss: 0.1694 (0.1903) labels_encoder: 0.1694 (0.1903) labels_encoder_unscaled: 0.1694 (0.1903) time: 0.0373 data: 0.0013 max mem: 515
Epoch: [4] [ 100/1404] eta: 0:01:08 lr: 0.000000 loss: 0.1878 (0.1892) labels_encoder: 0.1878 (0.1892) labels_encoder_unscaled: 0.1878 (0.1892) time: 0.0364 data: 0.0002 max mem: 515
Epoch: [4] [ 150/1404] eta: 0:01:00 lr: 0.000000 loss: 0.2077 (0.1921) labels_encoder: 0.2077 (0.1921) labels_encoder_unscaled: 0.2077 (0.1921) time: 0.0434 data: 0.0058 max mem: 515
Epoch: [4] [ 200/1404] eta: 0:00:55 lr: 0.000000 loss: 0.1994 (0.1924) labels_encoder: 0.1994 (0.1924) labels_encoder_unscaled: 0.1994 (0.1924) time: 0.0379 data: 0.0002 max mem: 515
Epoch: [4] [ 250/1404] eta: 0:00:51 lr: 0.000000 loss: 0.1846 (0.1926) labels_encoder: 0.1846 (0.1926) labels_encoder_unscaled: 0.1846 (0.1926) time: 0.0425 data: 0.0111 max mem: 515
Epoch: [4] [ 300/1404] eta: 0:00:50 lr: 0.000000 loss: 0.1791 (0.1922) labels_encoder: 0.1791 (0.1922) labels_encoder_unscaled: 0.1791 (0.1922) time: 0.0473 data: 0.0117 max mem: 515
Epoch: [4] [ 350/1404] eta: 0:00:49 lr: 0.000000 loss: 0.1838 (0.1915) labels_encoder: 0.1838 (0.1915) labels_encoder_unscaled: 0.1838 (0.1915) time: 0.0538 data: 0.0159 max mem: 515
Epoch: [4] [ 400/1404] eta: 0:00:46 lr: 0.000000 loss: 0.1951 (0.1923) labels_encoder: 0.1951 (0.1923) labels_encoder_unscaled: 0.1951 (0.1923) time: 0.0519 data: 0.0212 max mem: 515
Epoch: [4] [ 450/1404] eta: 0:00:43 lr: 0.000000 loss: 0.1624 (0.1916) labels_encoder: 0.1624 (0.1916) labels_encoder_unscaled: 0.1624 (0.1916) time: 0.0368 data: 0.0002 max mem: 515
Epoch: [4] [ 500/1404] eta: 0:00:41 lr: 0.000000 loss: 0.1996 (0.1918) labels_encoder: 0.1996 (0.1918) labels_encoder_unscaled: 0.1996 (0.1918) time: 0.0462 data: 0.0031 max mem: 515
Epoch: [4] [ 550/1404] eta: 0:00:38 lr: 0.000000 loss: 0.1920 (0.1918) labels_encoder: 0.1920 (0.1918) labels_encoder_unscaled: 0.1920 (0.1918) time: 0.0388 data: 0.0105 max mem: 515
Epoch: [4] [ 600/1404] eta: 0:00:36 lr: 0.000000 loss: 0.1868 (0.1913) labels_encoder: 0.1868 (0.1913) labels_encoder_unscaled: 0.1868 (0.1913) time: 0.0390 data: 0.0002 max mem: 515
Epoch: [4] [ 650/1404] eta: 0:00:33 lr: 0.000000 loss: 0.1764 (0.1913) labels_encoder: 0.1764 (0.1913) labels_encoder_unscaled: 0.1764 (0.1913) time: 0.0389 data: 0.0010 max mem: 515
Epoch: [4] [ 700/1404] eta: 0:00:31 lr: 0.000000 loss: 0.1805 (0.1911) labels_encoder: 0.1805 (0.1911) labels_encoder_unscaled: 0.1805 (0.1911) time: 0.0498 data: 0.0113 max mem: 515
Epoch: [4] [ 750/1404] eta: 0:00:29 lr: 0.000000 loss: 0.1905 (0.1913) labels_encoder: 0.1905 (0.1913) labels_encoder_unscaled: 0.1905 (0.1913) time: 0.0390 data: 0.0002 max mem: 515
Epoch: [4] [ 800/1404] eta: 0:00:26 lr: 0.000000 loss: 0.1864 (0.1906) labels_encoder: 0.1864 (0.1906) labels_encoder_unscaled: 0.1864 (0.1906) time: 0.0377 data: 0.0002 max mem: 515
Epoch: [4] [ 850/1404] eta: 0:00:24 lr: 0.000000 loss: 0.2028 (0.1908) labels_encoder: 0.2028 (0.1908) labels_encoder_unscaled: 0.2028 (0.1908) time: 0.0538 data: 0.0155 max mem: 515
Epoch: [4] [ 900/1404] eta: 0:00:22 lr: 0.000000 loss: 0.1789 (0.1908) labels_encoder: 0.1789 (0.1908) labels_encoder_unscaled: 0.1789 (0.1908) time: 0.0401 data: 0.0079 max mem: 515
Epoch: [4] [ 950/1404] eta: 0:00:20 lr: 0.000000 loss: 0.1880 (0.1906) labels_encoder: 0.1880 (0.1906) labels_encoder_unscaled: 0.1880 (0.1906) time: 0.0417 data: 0.0132 max mem: 515
Epoch: [4] [1000/1404] eta: 0:00:17 lr: 0.000000 loss: 0.1885 (0.1899) labels_encoder: 0.1885 (0.1899) labels_encoder_unscaled: 0.1885 (0.1899) time: 0.0412 data: 0.0036 max mem: 515
Epoch: [4] [1050/1404] eta: 0:00:15 lr: 0.000000 loss: 0.1879 (0.1895) labels_encoder: 0.1879 (0.1895) labels_encoder_unscaled: 0.1879 (0.1895) time: 0.0384 data: 0.0002 max mem: 515
Epoch: [4] [1100/1404] eta: 0:00:13 lr: 0.000000 loss: 0.1664 (0.1895) labels_encoder: 0.1664 (0.1895) labels_encoder_unscaled: 0.1664 (0.1895) time: 0.0450 data: 0.0134 max mem: 515
Epoch: [4] [1150/1404] eta: 0:00:11 lr: 0.000000 loss: 0.1844 (0.1895) labels_encoder: 0.1844 (0.1895) labels_encoder_unscaled: 0.1844 (0.1895) time: 0.0473 data: 0.0205 max mem: 515
Epoch: [4] [1200/1404] eta: 0:00:09 lr: 0.000000 loss: 0.1963 (0.1898) labels_encoder: 0.1963 (0.1898) labels_encoder_unscaled: 0.1963 (0.1898) time: 0.0453 data: 0.0146 max mem: 515
Epoch: [4] [1250/1404] eta: 0:00:06 lr: 0.000000 loss: 0.2008 (0.1901) labels_encoder: 0.2008 (0.1901) labels_encoder_unscaled: 0.2008 (0.1901) time: 0.0469 data: 0.0122 max mem: 515
Epoch: [4] [1300/1404] eta: 0:00:04 lr: 0.000000 loss: 0.1986 (0.1901) labels_encoder: 0.1986 (0.1901) labels_encoder_unscaled: 0.1986 (0.1901) time: 0.0392 data: 0.0064 max mem: 515
Epoch: [4] [1350/1404] eta: 0:00:02 lr: 0.000000 loss: 0.1852 (0.1902) labels_encoder: 0.1852 (0.1902) labels_encoder_unscaled: 0.1852 (0.1902) time: 0.0552 data: 0.0186 max mem: 515
Epoch: [4] [1400/1404] eta: 0:00:00 lr: 0.000000 loss: 0.1850 (0.1904) labels_encoder: 0.1850 (0.1904) labels_encoder_unscaled: 0.1850 (0.1904) time: 0.0366 data: 0.0019 max mem: 515
Epoch: [4] [1403/1404] eta: 0:00:00 lr: 0.000000 loss: 0.2000 (0.1904) labels_encoder: 0.2000 (0.1904) labels_encoder_unscaled: 0.2000 (0.1904) time: 0.0359 data: 0.0018 max mem: 515
Epoch: [4] Total time: 0:01:02 (0.0442 s / it)
Averaged stats: lr: 0.000000 loss: 0.2000 (0.1904) labels_encoder: 0.2000 (0.1904) labels_encoder_unscaled: 0.2000 (0.1904)
Test: [ 0/1613] eta: 0:57:25 loss: 0.2484 (0.2484) labels_encoder: 0.2484 (0.2484) labels_encoder_unscaled: 0.2484 (0.2484) time: 2.1359 data: 2.1169 max mem: 515
Test: [ 50/1613] eta: 0:02:09 loss: 0.3637 (0.6476) labels_encoder: 0.3637 (0.6476) labels_encoder_unscaled: 0.3637 (0.6476) time: 0.0325 data: 0.0102 max mem: 515
Test: [ 100/1613] eta: 0:01:32 loss: 0.0690 (0.4890) labels_encoder: 0.0690 (0.4890) labels_encoder_unscaled: 0.0690 (0.4890) time: 0.0400 data: 0.0228 max mem: 515
Test: [ 150/1613] eta: 0:01:20 loss: 0.2387 (0.4531) labels_encoder: 0.2387 (0.4531) labels_encoder_unscaled: 0.2387 (0.4531) time: 0.0461 data: 0.0313 max mem: 515
Test: [ 200/1613] eta: 0:01:12 loss: 0.6733 (0.5119) labels_encoder: 0.6733 (0.5119) labels_encoder_unscaled: 0.6733 (0.5119) time: 0.0400 data: 0.0243 max mem: 515
Test: [ 250/1613] eta: 0:01:06 loss: 0.2959 (0.5405) labels_encoder: 0.2959 (0.5405) labels_encoder_unscaled: 0.2959 (0.5405) time: 0.0398 data: 0.0255 max mem: 515
Test: [ 300/1613] eta: 0:01:03 loss: 0.2985 (0.5843) labels_encoder: 0.2985 (0.5843) labels_encoder_unscaled: 0.2985 (0.5843) time: 0.0506 data: 0.0353 max mem: 515
Test: [ 350/1613] eta: 0:01:00 loss: 0.6652 (0.5778) labels_encoder: 0.6652 (0.5778) labels_encoder_unscaled: 0.6652 (0.5778) time: 0.0420 data: 0.0262 max mem: 515
Test: [ 400/1613] eta: 0:00:57 loss: 0.4349 (0.6449) labels_encoder: 0.4349 (0.6449) labels_encoder_unscaled: 0.4349 (0.6449) time: 0.0586 data: 0.0440 max mem: 515
Test: [ 450/1613] eta: 0:00:53 loss: 0.5144 (0.6903) labels_encoder: 0.5144 (0.6903) labels_encoder_unscaled: 0.5144 (0.6903) time: 0.0369 data: 0.0227 max mem: 515
Test: [ 500/1613] eta: 0:00:51 loss: 0.2152 (0.6581) labels_encoder: 0.2152 (0.6581) labels_encoder_unscaled: 0.2152 (0.6581) time: 0.0415 data: 0.0267 max mem: 515
Test: [ 550/1613] eta: 0:00:48 loss: 0.6297 (0.6606) labels_encoder: 0.6297 (0.6606) labels_encoder_unscaled: 0.6297 (0.6606) time: 0.0385 data: 0.0248 max mem: 515
Test: [ 600/1613] eta: 0:00:45 loss: 0.7171 (0.6826) labels_encoder: 0.7171 (0.6826) labels_encoder_unscaled: 0.7171 (0.6826) time: 0.0495 data: 0.0340 max mem: 515
Test: [ 650/1613] eta: 0:00:43 loss: 0.5285 (0.6699) labels_encoder: 0.5285 (0.6699) labels_encoder_unscaled: 0.5285 (0.6699) time: 0.0394 data: 0.0237 max mem: 515
Test: [ 700/1613] eta: 0:00:41 loss: 0.3216 (0.6578) labels_encoder: 0.3216 (0.6578) labels_encoder_unscaled: 0.3216 (0.6578) time: 0.0590 data: 0.0420 max mem: 515
Test: [ 750/1613] eta: 0:00:39 loss: 0.3445 (0.6440) labels_encoder: 0.3445 (0.6440) labels_encoder_unscaled: 0.3445 (0.6440) time: 0.0419 data: 0.0252 max mem: 515
Test: [ 800/1613] eta: 0:00:37 loss: 0.4157 (0.6408) labels_encoder: 0.4157 (0.6408) labels_encoder_unscaled: 0.4157 (0.6408) time: 0.0434 data: 0.0277 max mem: 515
Test: [ 850/1613] eta: 0:00:34 loss: 0.8323 (0.6432) labels_encoder: 0.8323 (0.6432) labels_encoder_unscaled: 0.8323 (0.6432) time: 0.0448 data: 0.0285 max mem: 515
Test: [ 900/1613] eta: 0:00:32 loss: 0.4465 (0.6593) labels_encoder: 0.4465 (0.6593) labels_encoder_unscaled: 0.4465 (0.6593) time: 0.0393 data: 0.0249 max mem: 515
Test: [ 950/1613] eta: 0:00:29 loss: 0.4850 (0.6535) labels_encoder: 0.4850 (0.6535) labels_encoder_unscaled: 0.4850 (0.6535) time: 0.0426 data: 0.0274 max mem: 515
Test: [1000/1613] eta: 0:00:27 loss: 0.3187 (0.6443) labels_encoder: 0.3187 (0.6443) labels_encoder_unscaled: 0.3187 (0.6443) time: 0.0388 data: 0.0239 max mem: 515
Test: [1050/1613] eta: 0:00:24 loss: 0.6235 (0.6426) labels_encoder: 0.6235 (0.6426) labels_encoder_unscaled: 0.6235 (0.6426) time: 0.0399 data: 0.0252 max mem: 515
Test: [1100/1613] eta: 0:00:22 loss: 0.4787 (0.6423) labels_encoder: 0.4787 (0.6423) labels_encoder_unscaled: 0.4787 (0.6423) time: 0.0391 data: 0.0216 max mem: 515
Test: [1150/1613] eta: 0:00:20 loss: 0.3648 (0.6355) labels_encoder: 0.3648 (0.6355) labels_encoder_unscaled: 0.3648 (0.6355) time: 0.0395 data: 0.0243 max mem: 515
Test: [1200/1613] eta: 0:00:18 loss: 0.3925 (0.6385) labels_encoder: 0.3925 (0.6385) labels_encoder_unscaled: 0.3925 (0.6385) time: 0.0376 data: 0.0224 max mem: 515
Test: [1250/1613] eta: 0:00:15 loss: 0.2471 (0.6408) labels_encoder: 0.2471 (0.6408) labels_encoder_unscaled: 0.2471 (0.6408) time: 0.0464 data: 0.0295 max mem: 515
Test: [1300/1613] eta: 0:00:13 loss: 0.3264 (0.6401) labels_encoder: 0.3264 (0.6401) labels_encoder_unscaled: 0.3264 (0.6401) time: 0.0451 data: 0.0299 max mem: 515
Test: [1350/1613] eta: 0:00:11 loss: 0.4902 (0.6501) labels_encoder: 0.4902 (0.6501) labels_encoder_unscaled: 0.4902 (0.6501) time: 0.0418 data: 0.0277 max mem: 515
Test: [1400/1613] eta: 0:00:09 loss: 0.5621 (0.6498) labels_encoder: 0.5621 (0.6498) labels_encoder_unscaled: 0.5621 (0.6498) time: 0.0420 data: 0.0252 max mem: 515
Test: [1450/1613] eta: 0:00:07 loss: 0.3125 (0.6619) labels_encoder: 0.3125 (0.6619) labels_encoder_unscaled: 0.3125 (0.6619) time: 0.0416 data: 0.0270 max mem: 515
Test: [1500/1613] eta: 0:00:04 loss: 0.4597 (0.6683) labels_encoder: 0.4597 (0.6683) labels_encoder_unscaled: 0.4597 (0.6683) time: 0.0395 data: 0.0255 max mem: 515
Test: [1550/1613] eta: 0:00:02 loss: 0.4983 (0.6659) labels_encoder: 0.4983 (0.6659) labels_encoder_unscaled: 0.4983 (0.6659) time: 0.0452 data: 0.0268 max mem: 515
Test: [1600/1613] eta: 0:00:00 loss: 0.5359 (0.6619) labels_encoder: 0.5359 (0.6619) labels_encoder_unscaled: 0.5359 (0.6619) time: 0.0432 data: 0.0294 max mem: 515
Test: [1612/1613] eta: 0:00:00 loss: 0.3645 (0.6602) labels_encoder: 0.3645 (0.6602) labels_encoder_unscaled: 0.3645 (0.6602) time: 0.0414 data: 0.0281 max mem: 515
Test: Total time: 0:01:10 (0.0436 s / it)
Averaged stats: loss: 0.3645 (0.6602) labels_encoder: 0.3645 (0.6602) labels_encoder_unscaled: 0.3645 (0.6602)
(21, 206375)
(21, 206375)
[Epoch-4] [IDU-anet] mAP: 0.5566, mcAP: 0.9745
BaseballPitch: 0.2135
BasketballDunk: 0.7437
Billiards: 0.3851
CleanAndJerk: 0.7697
CliffDiving: 0.8360
CricketBowling: 0.3443
CricketShot: 0.1830
Diving: 0.6954
FrisbeeCatch: 0.3518
GolfSwing: 0.4873
HammerThrow: 0.8297
HighJump: 0.5619
JavelinThrow: 0.6931
LongJump: 0.8008
PoleVault: 0.8681
Shotput: 0.6618
SoccerPenalty: 0.3358
TennisSwing: 0.4868
ThrowDiscus: 0.6170
VolleyballSpiking: 0.2663
Training time 0:08:28