-
Notifications
You must be signed in to change notification settings - Fork 6
/
log_10-14_22-27_main_seq_lab.txt
2123 lines (2061 loc) · 151 KB
/
log_10-14_22-27_main_seq_lab.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
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
2021-10-14 22:27:48,073 - CPSC2021 - INFO -
******************** Start Training ********************
2021-10-14 22:27:48,074 - CPSC2021 - INFO - Using device cuda
2021-10-14 22:27:48,075 - CPSC2021 - INFO - Using torch of version 1.8.1+cu111
2021-10-14 22:27:48,076 - CPSC2021 - INFO - with configuration
{
"fs": 200,
"n_leads": 2,
"data_format": "channel_first",
"db_dir": "/home/wenhao/Jupyter/wenhao/data/CPSC2021/",
"log_dir": "/home/wenhao/Jupyter/wenhao/workspace/cpsc2021/log",
"model_dir": "/home/wenhao/Jupyter/wenhao/workspace/cpsc2021/saved_models",
"checkpoints": "/home/wenhao/Jupyter/wenhao/workspace/cpsc2021/checkpoints",
"keep_checkpoint_max": 20,
"debug": True,
"preproc": [
"bandpass"
],
"filter_band": [
0.5, 45
],
"rpeaks_dist2border": 100,
"qrs_mask_bias": 15,
"normalize_data": True,
"label_smoothing": 0.1,
"random_mask": 0,
"stretch_compress": 5,
"stretch_compress_prob": 0.3,
"random_normalize": True,
"random_normalize_mean": [
-0.05, 0.1
],
"random_normalize_std": [
0.08, 0.32
],
"flip": [
-1, 1, 1, 1, 1
],
"n_epochs": 20,
"batch_size": 64,
"train_ratio": 0.8,
"train_optimizer": "adamw_amsgrad",
"momentum": 0.949,
"betas": [
0.9, 0.999
],
"decay": 0.01,
"learning_rate": 0.001,
"lr": 0.001,
"lr_scheduler": None,
"lr_step_size": 50,
"lr_gamma": 0.1,
"max_lr": 0.01,
"early_stopping": {
"min_delta": 0.001,
"patience": 5
},
"loss": "MaskedBCEWithLogitsLoss",
"flooding_level": 0.0,
"log_step": 20,
"eval_every": 20,
"tasks": [
"qrs_detection",
"rr_lstm",
"main"
],
"qrs_detection": {
"final_model_name": None,
"model_name": "seq_lab",
"reduction": 8,
"cnn_name": "multi_scopic",
"rnn_name": "lstm",
"attn_name": "se",
"input_len": 6000,
"overlap_len": 3000,
"critical_overlap_len": 5000,
"classes": [
"N"
],
"monitor": "qrs_score",
"loss": "BCEWithLogitsLoss"
},
"rr_lstm": {
"final_model_name": None,
"model_name": "lstm",
"input_len": 30,
"overlap_len": 15,
"critical_overlap_len": 25,
"classes": [
"af"
],
"monitor": "rr_score",
"loss": "MaskedBCEWithLogitsLoss"
},
"main": {
"final_model_name": None,
"model_name": "seq_lab",
"reduction": 8,
"cnn_name": "multi_scopic",
"rnn_name": "lstm",
"attn_name": "se",
"input_len": 6000,
"overlap_len": 3000,
"critical_overlap_len": 5000,
"classes": [
"af"
],
"monitor": "main_score",
"loss": "MaskedBCEWithLogitsLoss"
},
"task": "main",
"classes": [
"af"
],
"monitor": "main_score",
"final_model_name": None
}
2021-10-14 22:27:48,109 - CPSC2021 - INFO - training configurations are as follows:
{
"fs": 200,
"n_leads": 2,
"data_format": "channel_first",
"db_dir": "/home/wenhao/Jupyter/wenhao/data/CPSC2021/",
"log_dir": "/home/wenhao/Jupyter/wenhao/workspace/cpsc2021/log",
"model_dir": "/home/wenhao/Jupyter/wenhao/workspace/cpsc2021/saved_models",
"checkpoints": "/home/wenhao/Jupyter/wenhao/workspace/cpsc2021/checkpoints",
"keep_checkpoint_max": 20,
"debug": True,
"preproc": [
"bandpass"
],
"filter_band": [
0.5, 45
],
"rpeaks_dist2border": 100,
"qrs_mask_bias": 15,
"normalize_data": True,
"label_smoothing": 0.1,
"random_mask": 0,
"stretch_compress": 5,
"stretch_compress_prob": 0.3,
"random_normalize": True,
"random_normalize_mean": [
-0.05, 0.1
],
"random_normalize_std": [
0.08, 0.32
],
"flip": [
-1, 1, 1, 1, 1
],
"n_epochs": 20,
"batch_size": 64,
"train_ratio": 0.8,
"train_optimizer": "adamw_amsgrad",
"momentum": 0.949,
"betas": [
0.9, 0.999
],
"decay": 0.01,
"learning_rate": 0.001,
"lr": 0.001,
"lr_scheduler": None,
"lr_step_size": 50,
"lr_gamma": 0.1,
"max_lr": 0.01,
"early_stopping": {
"min_delta": 0.001,
"patience": 5
},
"loss": "MaskedBCEWithLogitsLoss",
"flooding_level": 0.0,
"log_step": 20,
"eval_every": 20,
"tasks": [
"qrs_detection",
"rr_lstm",
"main"
],
"qrs_detection": {
"final_model_name": None,
"model_name": "seq_lab",
"reduction": 8,
"cnn_name": "multi_scopic",
"rnn_name": "lstm",
"attn_name": "se",
"input_len": 6000,
"overlap_len": 3000,
"critical_overlap_len": 5000,
"classes": [
"N"
],
"monitor": "qrs_score",
"loss": "BCEWithLogitsLoss"
},
"rr_lstm": {
"final_model_name": None,
"model_name": "lstm",
"input_len": 30,
"overlap_len": 15,
"critical_overlap_len": 25,
"classes": [
"af"
],
"monitor": "rr_score",
"loss": "MaskedBCEWithLogitsLoss"
},
"main": {
"final_model_name": None,
"model_name": "seq_lab",
"reduction": 8,
"cnn_name": "multi_scopic",
"rnn_name": "lstm",
"attn_name": "se",
"input_len": 6000,
"overlap_len": 3000,
"critical_overlap_len": 5000,
"classes": [
"af"
],
"monitor": "main_score",
"loss": "MaskedBCEWithLogitsLoss"
},
"task": "main",
"classes": [
"af"
],
"monitor": "main_score",
"final_model_name": None
}
2021-10-14 22:27:48,458 - CPSC2021 - INFO -
Starting training:
------------------
Task: main
Epochs: 20
Batch size: 64
Learning rate: 0.001
Training size: 102198
Validation size: 23245
Device: cuda
Optimizer: adamw_amsgrad
Dataset classes: ['af']
---------------------------------------------------
2021-10-14 22:28:50,572 - CPSC2021 - INFO - Train step_20: loss : 0.9146376848220825
2021-10-14 22:28:59,951 - CPSC2021 - INFO - Train step_40: loss : 0.7921114563941956
2021-10-14 22:29:08,935 - CPSC2021 - INFO - Train step_60: loss : 0.6314795613288879
2021-10-14 22:29:17,690 - CPSC2021 - INFO - Train step_80: loss : 0.5427665114402771
2021-10-14 22:29:26,663 - CPSC2021 - INFO - Train step_100: loss : 0.6406539082527161
2021-10-14 22:29:35,421 - CPSC2021 - INFO - Train step_120: loss : 0.5746576189994812
2021-10-14 22:29:44,450 - CPSC2021 - INFO - Train step_140: loss : 0.6650953888893127
2021-10-14 22:29:53,218 - CPSC2021 - INFO - Train step_160: loss : 0.47094884514808655
2021-10-14 22:30:02,429 - CPSC2021 - INFO - Train step_180: loss : 0.4308958351612091
2021-10-14 22:30:11,460 - CPSC2021 - INFO - Train step_200: loss : 0.45594722032546997
2021-10-14 22:30:20,310 - CPSC2021 - INFO - Train step_220: loss : 0.4843350648880005
2021-10-14 22:30:29,440 - CPSC2021 - INFO - Train step_240: loss : 0.44444701075553894
2021-10-14 22:30:38,327 - CPSC2021 - INFO - Train step_260: loss : 0.4292342960834503
2021-10-14 22:30:47,516 - CPSC2021 - INFO - Train step_280: loss : 0.43240153789520264
2021-10-14 22:30:56,294 - CPSC2021 - INFO - Train step_300: loss : 0.43969547748565674
2021-10-14 22:31:05,352 - CPSC2021 - INFO - Train step_320: loss : 0.43303439021110535
2021-10-14 22:31:14,145 - CPSC2021 - INFO - Train step_340: loss : 0.3271179497241974
2021-10-14 22:31:23,156 - CPSC2021 - INFO - Train step_360: loss : 0.4105024039745331
2021-10-14 22:31:32,214 - CPSC2021 - INFO - Train step_380: loss : 0.33416616916656494
2021-10-14 22:31:41,125 - CPSC2021 - INFO - Train step_400: loss : 0.3166450560092926
2021-10-14 22:31:50,198 - CPSC2021 - INFO - Train step_420: loss : 0.3709943890571594
2021-10-14 22:31:59,055 - CPSC2021 - INFO - Train step_440: loss : 0.2988450229167938
2021-10-14 22:32:08,151 - CPSC2021 - INFO - Train step_460: loss : 0.3427087366580963
2021-10-14 22:32:16,987 - CPSC2021 - INFO - Train step_480: loss : 0.40234050154685974
2021-10-14 22:32:25,993 - CPSC2021 - INFO - Train step_500: loss : 0.4314165711402893
2021-10-14 22:32:34,855 - CPSC2021 - INFO - Train step_520: loss : 0.31707844138145447
2021-10-14 22:32:43,841 - CPSC2021 - INFO - Train step_540: loss : 0.3386717438697815
2021-10-14 22:32:52,861 - CPSC2021 - INFO - Train step_560: loss : 0.36697834730148315
2021-10-14 22:33:01,750 - CPSC2021 - INFO - Train step_580: loss : 0.3403273820877075
2021-10-14 22:33:10,718 - CPSC2021 - INFO - Train step_600: loss : 0.30321744084358215
2021-10-14 22:33:19,495 - CPSC2021 - INFO - Train step_620: loss : 0.32106250524520874
2021-10-14 22:33:28,528 - CPSC2021 - INFO - Train step_640: loss : 0.356771856546402
2021-10-14 22:33:37,371 - CPSC2021 - INFO - Train step_660: loss : 0.305172860622406
2021-10-14 22:33:46,463 - CPSC2021 - INFO - Train step_680: loss : 0.33159446716308594
2021-10-14 22:33:55,422 - CPSC2021 - INFO - Train step_700: loss : 0.32257601618766785
2021-10-14 22:34:04,469 - CPSC2021 - INFO - Train step_720: loss : 0.33711308240890503
2021-10-14 22:34:13,480 - CPSC2021 - INFO - Train step_740: loss : 0.28974461555480957
2021-10-14 22:34:22,368 - CPSC2021 - INFO - Train step_760: loss : 0.30244454741477966
2021-10-14 22:34:31,604 - CPSC2021 - INFO - Train step_780: loss : 0.3381118178367615
2021-10-14 22:34:40,337 - CPSC2021 - INFO - Train step_800: loss : 0.3145201802253723
2021-10-14 22:34:49,375 - CPSC2021 - INFO - Train step_820: loss : 0.3074209690093994
2021-10-14 22:34:58,182 - CPSC2021 - INFO - Train step_840: loss : 0.2743721008300781
2021-10-14 22:35:07,246 - CPSC2021 - INFO - Train step_860: loss : 0.31869739294052124
2021-10-14 22:35:16,341 - CPSC2021 - INFO - Train step_880: loss : 0.3046206533908844
2021-10-14 22:35:25,359 - CPSC2021 - INFO - Train step_900: loss : 0.3309682309627533
2021-10-14 22:35:34,511 - CPSC2021 - INFO - Train step_920: loss : 0.2999955713748932
2021-10-14 22:35:43,320 - CPSC2021 - INFO - Train step_940: loss : 0.3541802167892456
2021-10-14 22:35:52,367 - CPSC2021 - INFO - Train step_960: loss : 0.34043142199516296
2021-10-14 22:36:01,129 - CPSC2021 - INFO - Train step_980: loss : 0.39145970344543457
2021-10-14 22:36:10,160 - CPSC2021 - INFO - Train step_1000: loss : 0.27746132016181946
2021-10-14 22:36:18,977 - CPSC2021 - INFO - Train step_1020: loss : 0.31222760677337646
2021-10-14 22:36:28,056 - CPSC2021 - INFO - Train step_1040: loss : 0.30927562713623047
2021-10-14 22:36:36,820 - CPSC2021 - INFO - Train step_1060: loss : 0.3506546914577484
2021-10-14 22:36:45,856 - CPSC2021 - INFO - Train step_1080: loss : 0.28152284026145935
2021-10-14 22:36:54,824 - CPSC2021 - INFO - Train step_1100: loss : 0.318764865398407
2021-10-14 22:37:03,650 - CPSC2021 - INFO - Train step_1120: loss : 0.30883678793907166
2021-10-14 22:37:12,697 - CPSC2021 - INFO - Train step_1140: loss : 0.29313552379608154
2021-10-14 22:37:21,673 - CPSC2021 - INFO - Train step_1160: loss : 0.2904002368450165
2021-10-14 22:37:30,837 - CPSC2021 - INFO - Train step_1180: loss : 0.37055703997612
2021-10-14 22:37:39,680 - CPSC2021 - INFO - Train step_1200: loss : 0.32768017053604126
2021-10-14 22:37:48,836 - CPSC2021 - INFO - Train step_1220: loss : 0.310510516166687
2021-10-14 22:37:57,529 - CPSC2021 - INFO - Train step_1240: loss : 0.3513787090778351
2021-10-14 22:38:06,553 - CPSC2021 - INFO - Train step_1260: loss : 0.3649161756038666
2021-10-14 22:38:15,628 - CPSC2021 - INFO - Train step_1280: loss : 0.356607586145401
2021-10-14 22:38:24,432 - CPSC2021 - INFO - Train step_1300: loss : 0.27242210507392883
2021-10-14 22:38:33,417 - CPSC2021 - INFO - Train step_1320: loss : 0.33261242508888245
2021-10-14 22:38:42,340 - CPSC2021 - INFO - Train step_1340: loss : 0.2986263930797577
2021-10-14 22:38:51,342 - CPSC2021 - INFO - Train step_1360: loss : 0.29262951016426086
2021-10-14 22:39:00,126 - CPSC2021 - INFO - Train step_1380: loss : 0.27973389625549316
2021-10-14 22:39:09,018 - CPSC2021 - INFO - Train step_1400: loss : 0.32559719681739807
2021-10-14 22:39:17,890 - CPSC2021 - INFO - Train step_1420: loss : 0.30174773931503296
2021-10-14 22:39:26,941 - CPSC2021 - INFO - Train step_1440: loss : 0.27518612146377563
2021-10-14 22:39:35,933 - CPSC2021 - INFO - Train step_1460: loss : 0.26552024483680725
2021-10-14 22:39:44,883 - CPSC2021 - INFO - Train step_1480: loss : 0.31005915999412537
2021-10-14 22:39:53,867 - CPSC2021 - INFO - Train step_1500: loss : 0.34673047065734863
2021-10-14 22:40:02,649 - CPSC2021 - INFO - Train step_1520: loss : 0.27726849913597107
2021-10-14 22:40:11,633 - CPSC2021 - INFO - Train step_1540: loss : 0.29633012413978577
2021-10-14 22:40:20,443 - CPSC2021 - INFO - Train step_1560: loss : 0.29655900597572327
2021-10-14 22:40:29,505 - CPSC2021 - INFO - Train step_1580: loss : 0.32846328616142273
2021-10-14 22:46:54,079 - CPSC2021 - INFO -
Train epoch_1:
--------------------
train/epoch_loss: 600.9982567876577
train/task_metric_main_score: 63357
test/task_metric_main_score: 12677
---------------------------------
2021-10-14 22:46:54,082 - CPSC2021 - INFO -
best metric = 12677,
obtained at epoch 1
2021-10-14 22:46:54,244 - CPSC2021 - INFO - Checkpoint 1 saved!
2021-10-14 22:46:57,409 - CPSC2021 - INFO - Train step_1600: loss : 0.33712226152420044
2021-10-14 22:47:06,571 - CPSC2021 - INFO - Train step_1620: loss : 0.3180651366710663
2021-10-14 22:47:15,780 - CPSC2021 - INFO - Train step_1640: loss : 0.3034461736679077
2021-10-14 22:47:25,231 - CPSC2021 - INFO - Train step_1660: loss : 0.31253552436828613
2021-10-14 22:47:34,494 - CPSC2021 - INFO - Train step_1680: loss : 0.35145655274391174
2021-10-14 22:47:43,625 - CPSC2021 - INFO - Train step_1700: loss : 0.272616982460022
2021-10-14 22:47:53,016 - CPSC2021 - INFO - Train step_1720: loss : 0.32803022861480713
2021-10-14 22:48:02,281 - CPSC2021 - INFO - Train step_1740: loss : 0.28216663002967834
2021-10-14 22:48:11,265 - CPSC2021 - INFO - Train step_1760: loss : 0.3197105824947357
2021-10-14 22:48:20,641 - CPSC2021 - INFO - Train step_1780: loss : 0.3609655797481537
2021-10-14 22:48:29,934 - CPSC2021 - INFO - Train step_1800: loss : 0.32089778780937195
2021-10-14 22:48:38,941 - CPSC2021 - INFO - Train step_1820: loss : 0.2735599875450134
2021-10-14 22:48:48,417 - CPSC2021 - INFO - Train step_1840: loss : 0.2637313902378082
2021-10-14 22:48:57,862 - CPSC2021 - INFO - Train step_1860: loss : 0.291267454624176
2021-10-14 22:49:06,911 - CPSC2021 - INFO - Train step_1880: loss : 0.2822416424751282
2021-10-14 22:49:16,023 - CPSC2021 - INFO - Train step_1900: loss : 0.30209141969680786
2021-10-14 22:49:25,252 - CPSC2021 - INFO - Train step_1920: loss : 0.2879897952079773
2021-10-14 22:49:34,283 - CPSC2021 - INFO - Train step_1940: loss : 0.31044796109199524
2021-10-14 22:49:43,623 - CPSC2021 - INFO - Train step_1960: loss : 0.2691192328929901
2021-10-14 22:49:52,942 - CPSC2021 - INFO - Train step_1980: loss : 0.37918177247047424
2021-10-14 22:50:01,915 - CPSC2021 - INFO - Train step_2000: loss : 0.3080371916294098
2021-10-14 22:50:11,250 - CPSC2021 - INFO - Train step_2020: loss : 0.2645758092403412
2021-10-14 22:50:20,630 - CPSC2021 - INFO - Train step_2040: loss : 0.32543569803237915
2021-10-14 22:50:29,546 - CPSC2021 - INFO - Train step_2060: loss : 0.28601977229118347
2021-10-14 22:50:38,865 - CPSC2021 - INFO - Train step_2080: loss : 0.3065457344055176
2021-10-14 22:50:48,142 - CPSC2021 - INFO - Train step_2100: loss : 0.3126879036426544
2021-10-14 22:50:57,164 - CPSC2021 - INFO - Train step_2120: loss : 0.25835150480270386
2021-10-14 22:51:06,472 - CPSC2021 - INFO - Train step_2140: loss : 0.3369803726673126
2021-10-14 22:51:15,926 - CPSC2021 - INFO - Train step_2160: loss : 0.29881229996681213
2021-10-14 22:51:24,969 - CPSC2021 - INFO - Train step_2180: loss : 0.2794114351272583
2021-10-14 22:51:34,413 - CPSC2021 - INFO - Train step_2200: loss : 0.27453336119651794
2021-10-14 22:51:43,616 - CPSC2021 - INFO - Train step_2220: loss : 0.32918307185173035
2021-10-14 22:51:52,682 - CPSC2021 - INFO - Train step_2240: loss : 0.30324646830558777
2021-10-14 22:52:01,908 - CPSC2021 - INFO - Train step_2260: loss : 0.2948874533176422
2021-10-14 22:52:11,621 - CPSC2021 - INFO - Train step_2280: loss : 0.33919864892959595
2021-10-14 22:52:20,556 - CPSC2021 - INFO - Train step_2300: loss : 0.2856433391571045
2021-10-14 22:52:29,927 - CPSC2021 - INFO - Train step_2320: loss : 0.3611859381198883
2021-10-14 22:52:39,245 - CPSC2021 - INFO - Train step_2340: loss : 0.27393782138824463
2021-10-14 22:52:48,161 - CPSC2021 - INFO - Train step_2360: loss : 0.27455997467041016
2021-10-14 22:52:57,400 - CPSC2021 - INFO - Train step_2380: loss : 0.29481691122055054
2021-10-14 22:53:06,649 - CPSC2021 - INFO - Train step_2400: loss : 0.25882992148399353
2021-10-14 22:53:15,774 - CPSC2021 - INFO - Train step_2420: loss : 0.2780974209308624
2021-10-14 22:53:25,010 - CPSC2021 - INFO - Train step_2440: loss : 0.28768453001976013
2021-10-14 22:53:34,242 - CPSC2021 - INFO - Train step_2460: loss : 0.260630339384079
2021-10-14 22:53:43,210 - CPSC2021 - INFO - Train step_2480: loss : 0.32063034176826477
2021-10-14 22:53:52,645 - CPSC2021 - INFO - Train step_2500: loss : 0.2861594557762146
2021-10-14 22:54:01,821 - CPSC2021 - INFO - Train step_2520: loss : 0.2825363874435425
2021-10-14 22:54:10,848 - CPSC2021 - INFO - Train step_2540: loss : 0.30461251735687256
2021-10-14 22:54:20,143 - CPSC2021 - INFO - Train step_2560: loss : 0.27734383940696716
2021-10-14 22:54:29,514 - CPSC2021 - INFO - Train step_2580: loss : 0.3176823556423187
2021-10-14 22:54:38,473 - CPSC2021 - INFO - Train step_2600: loss : 0.2935207188129425
2021-10-14 22:54:47,621 - CPSC2021 - INFO - Train step_2620: loss : 0.28405916690826416
2021-10-14 22:54:56,740 - CPSC2021 - INFO - Train step_2640: loss : 0.29844939708709717
2021-10-14 22:55:05,744 - CPSC2021 - INFO - Train step_2660: loss : 0.31032794713974
2021-10-14 22:55:15,153 - CPSC2021 - INFO - Train step_2680: loss : 0.30567532777786255
2021-10-14 22:55:24,532 - CPSC2021 - INFO - Train step_2700: loss : 0.2864746153354645
2021-10-14 22:55:33,677 - CPSC2021 - INFO - Train step_2720: loss : 0.31285950541496277
2021-10-14 22:55:42,898 - CPSC2021 - INFO - Train step_2740: loss : 0.3001437783241272
2021-10-14 22:55:52,239 - CPSC2021 - INFO - Train step_2760: loss : 0.3251236081123352
2021-10-14 22:56:01,270 - CPSC2021 - INFO - Train step_2780: loss : 0.2883725166320801
2021-10-14 22:56:10,524 - CPSC2021 - INFO - Train step_2800: loss : 0.26466742157936096
2021-10-14 22:56:19,689 - CPSC2021 - INFO - Train step_2820: loss : 0.29021501541137695
2021-10-14 22:56:28,645 - CPSC2021 - INFO - Train step_2840: loss : 0.2862779200077057
2021-10-14 22:56:37,677 - CPSC2021 - INFO - Train step_2860: loss : 0.2806471586227417
2021-10-14 22:56:47,004 - CPSC2021 - INFO - Train step_2880: loss : 0.28120100498199463
2021-10-14 22:56:56,031 - CPSC2021 - INFO - Train step_2900: loss : 0.2725216746330261
2021-10-14 22:57:05,130 - CPSC2021 - INFO - Train step_2920: loss : 0.26654618978500366
2021-10-14 22:57:14,435 - CPSC2021 - INFO - Train step_2940: loss : 0.3244434893131256
2021-10-14 22:57:23,292 - CPSC2021 - INFO - Train step_2960: loss : 0.2962506413459778
2021-10-14 22:57:32,258 - CPSC2021 - INFO - Train step_2980: loss : 0.3047981262207031
2021-10-14 22:57:41,192 - CPSC2021 - INFO - Train step_3000: loss : 0.28976163268089294
2021-10-14 22:57:50,324 - CPSC2021 - INFO - Train step_3020: loss : 0.2827760875225067
2021-10-14 22:57:59,762 - CPSC2021 - INFO - Train step_3040: loss : 0.2777235805988312
2021-10-14 22:58:09,063 - CPSC2021 - INFO - Train step_3060: loss : 0.27510637044906616
2021-10-14 22:58:18,162 - CPSC2021 - INFO - Train step_3080: loss : 0.29154065251350403
2021-10-14 22:58:27,658 - CPSC2021 - INFO - Train step_3100: loss : 0.28151363134384155
2021-10-14 22:58:36,956 - CPSC2021 - INFO - Train step_3120: loss : 0.2647004723548889
2021-10-14 22:58:46,069 - CPSC2021 - INFO - Train step_3140: loss : 0.27328285574913025
2021-10-14 22:58:55,544 - CPSC2021 - INFO - Train step_3160: loss : 0.299277663230896
2021-10-14 22:59:04,775 - CPSC2021 - INFO - Train step_3180: loss : 0.3052104413509369
2021-10-14 23:05:10,875 - CPSC2021 - INFO -
Train epoch_2:
--------------------
train/epoch_loss: 470.1024289280176
train/task_metric_main_score: 63357
test/task_metric_main_score: 12677
---------------------------------
2021-10-14 23:05:10,879 - CPSC2021 - INFO -
best metric = 12677,
obtained at epoch 1
2021-10-14 23:05:11,045 - CPSC2021 - INFO - Checkpoint 2 saved!
2021-10-14 23:05:15,545 - CPSC2021 - INFO - Train step_3200: loss : 0.27424219250679016
2021-10-14 23:05:24,910 - CPSC2021 - INFO - Train step_3220: loss : 0.32009217143058777
2021-10-14 23:05:34,046 - CPSC2021 - INFO - Train step_3240: loss : 0.24215218424797058
2021-10-14 23:05:43,383 - CPSC2021 - INFO - Train step_3260: loss : 0.28137287497520447
2021-10-14 23:05:52,803 - CPSC2021 - INFO - Train step_3280: loss : 0.2869916558265686
2021-10-14 23:06:01,813 - CPSC2021 - INFO - Train step_3300: loss : 0.27461618185043335
2021-10-14 23:06:11,324 - CPSC2021 - INFO - Train step_3320: loss : 0.2733222544193268
2021-10-14 23:06:20,650 - CPSC2021 - INFO - Train step_3340: loss : 0.28058889508247375
2021-10-14 23:06:30,079 - CPSC2021 - INFO - Train step_3360: loss : 0.27242037653923035
2021-10-14 23:06:39,594 - CPSC2021 - INFO - Train step_3380: loss : 0.27615979313850403
2021-10-14 23:06:48,837 - CPSC2021 - INFO - Train step_3400: loss : 0.2828974723815918
2021-10-14 23:06:57,804 - CPSC2021 - INFO - Train step_3420: loss : 0.2734658420085907
2021-10-14 23:07:07,234 - CPSC2021 - INFO - Train step_3440: loss : 0.33602815866470337
2021-10-14 23:07:16,810 - CPSC2021 - INFO - Train step_3460: loss : 0.2725397050380707
2021-10-14 23:07:25,915 - CPSC2021 - INFO - Train step_3480: loss : 0.285654753446579
2021-10-14 23:07:35,073 - CPSC2021 - INFO - Train step_3500: loss : 0.2739238142967224
2021-10-14 23:07:44,471 - CPSC2021 - INFO - Train step_3520: loss : 0.2874450981616974
2021-10-14 23:07:53,551 - CPSC2021 - INFO - Train step_3540: loss : 0.3072376549243927
2021-10-14 23:08:03,016 - CPSC2021 - INFO - Train step_3560: loss : 0.28800222277641296
2021-10-14 23:08:12,414 - CPSC2021 - INFO - Train step_3580: loss : 0.26761332154273987
2021-10-14 23:08:21,481 - CPSC2021 - INFO - Train step_3600: loss : 0.25251540541648865
2021-10-14 23:08:30,881 - CPSC2021 - INFO - Train step_3620: loss : 0.2720096707344055
2021-10-14 23:08:40,077 - CPSC2021 - INFO - Train step_3640: loss : 0.2725822627544403
2021-10-14 23:08:49,032 - CPSC2021 - INFO - Train step_3660: loss : 0.2849586606025696
2021-10-14 23:08:58,381 - CPSC2021 - INFO - Train step_3680: loss : 0.2881653606891632
2021-10-14 23:09:07,608 - CPSC2021 - INFO - Train step_3700: loss : 0.2896953523159027
2021-10-14 23:09:16,850 - CPSC2021 - INFO - Train step_3720: loss : 0.3321932256221771
2021-10-14 23:09:26,067 - CPSC2021 - INFO - Train step_3740: loss : 0.25532111525535583
2021-10-14 23:09:35,344 - CPSC2021 - INFO - Train step_3760: loss : 0.27344363927841187
2021-10-14 23:09:44,505 - CPSC2021 - INFO - Train step_3780: loss : 0.27992987632751465
2021-10-14 23:09:53,830 - CPSC2021 - INFO - Train step_3800: loss : 0.29637661576271057
2021-10-14 23:10:03,047 - CPSC2021 - INFO - Train step_3820: loss : 0.2847186326980591
2021-10-14 23:10:12,132 - CPSC2021 - INFO - Train step_3840: loss : 0.2550986409187317
2021-10-14 23:10:21,498 - CPSC2021 - INFO - Train step_3860: loss : 0.2831430435180664
2021-10-14 23:10:31,043 - CPSC2021 - INFO - Train step_3880: loss : 0.2726970314979553
2021-10-14 23:10:40,099 - CPSC2021 - INFO - Train step_3900: loss : 0.2832430601119995
2021-10-14 23:10:49,581 - CPSC2021 - INFO - Train step_3920: loss : 0.2698572278022766
2021-10-14 23:10:58,872 - CPSC2021 - INFO - Train step_3940: loss : 0.3123977780342102
2021-10-14 23:11:07,957 - CPSC2021 - INFO - Train step_3960: loss : 0.2892623245716095
2021-10-14 23:11:17,161 - CPSC2021 - INFO - Train step_3980: loss : 0.299998015165329
2021-10-14 23:11:26,382 - CPSC2021 - INFO - Train step_4000: loss : 0.2952941656112671
2021-10-14 23:11:35,417 - CPSC2021 - INFO - Train step_4020: loss : 0.2952524423599243
2021-10-14 23:11:44,800 - CPSC2021 - INFO - Train step_4040: loss : 0.2666356861591339
2021-10-14 23:11:54,059 - CPSC2021 - INFO - Train step_4060: loss : 0.262211412191391
2021-10-14 23:12:03,233 - CPSC2021 - INFO - Train step_4080: loss : 0.2730545699596405
2021-10-14 23:12:12,491 - CPSC2021 - INFO - Train step_4100: loss : 0.27786606550216675
2021-10-14 23:12:21,741 - CPSC2021 - INFO - Train step_4120: loss : 0.2862984538078308
2021-10-14 23:12:30,664 - CPSC2021 - INFO - Train step_4140: loss : 0.2699284255504608
2021-10-14 23:12:39,865 - CPSC2021 - INFO - Train step_4160: loss : 0.2678440809249878
2021-10-14 23:12:49,039 - CPSC2021 - INFO - Train step_4180: loss : 0.30071067810058594
2021-10-14 23:12:58,254 - CPSC2021 - INFO - Train step_4200: loss : 0.28307974338531494
2021-10-14 23:13:07,571 - CPSC2021 - INFO - Train step_4220: loss : 0.3013112246990204
2021-10-14 23:13:16,819 - CPSC2021 - INFO - Train step_4240: loss : 0.29657697677612305
2021-10-14 23:13:25,806 - CPSC2021 - INFO - Train step_4260: loss : 0.27887195348739624
2021-10-14 23:13:35,227 - CPSC2021 - INFO - Train step_4280: loss : 0.2727174162864685
2021-10-14 23:13:44,608 - CPSC2021 - INFO - Train step_4300: loss : 0.28960350155830383
2021-10-14 23:13:53,751 - CPSC2021 - INFO - Train step_4320: loss : 0.2871056795120239
2021-10-14 23:14:03,013 - CPSC2021 - INFO - Train step_4340: loss : 0.27447813749313354
2021-10-14 23:14:12,340 - CPSC2021 - INFO - Train step_4360: loss : 0.2975302040576935
2021-10-14 23:14:21,309 - CPSC2021 - INFO - Train step_4380: loss : 0.2724737823009491
2021-10-14 23:14:30,607 - CPSC2021 - INFO - Train step_4400: loss : 0.2674543857574463
2021-10-14 23:14:39,832 - CPSC2021 - INFO - Train step_4420: loss : 0.27146434783935547
2021-10-14 23:14:49,093 - CPSC2021 - INFO - Train step_4440: loss : 0.2763381004333496
2021-10-14 23:14:58,405 - CPSC2021 - INFO - Train step_4460: loss : 0.2736348807811737
2021-10-14 23:15:07,823 - CPSC2021 - INFO - Train step_4480: loss : 0.28749629855155945
2021-10-14 23:15:17,083 - CPSC2021 - INFO - Train step_4500: loss : 0.3302129805088043
2021-10-14 23:15:26,223 - CPSC2021 - INFO - Train step_4520: loss : 0.2621062695980072
2021-10-14 23:15:35,506 - CPSC2021 - INFO - Train step_4540: loss : 0.32273030281066895
2021-10-14 23:15:44,551 - CPSC2021 - INFO - Train step_4560: loss : 0.311515212059021
2021-10-14 23:15:53,859 - CPSC2021 - INFO - Train step_4580: loss : 0.29077497124671936
2021-10-14 23:16:03,164 - CPSC2021 - INFO - Train step_4600: loss : 0.28976261615753174
2021-10-14 23:16:12,545 - CPSC2021 - INFO - Train step_4620: loss : 0.3114074170589447
2021-10-14 23:16:21,744 - CPSC2021 - INFO - Train step_4640: loss : 0.27634814381599426
2021-10-14 23:16:30,981 - CPSC2021 - INFO - Train step_4660: loss : 0.2662023603916168
2021-10-14 23:16:39,935 - CPSC2021 - INFO - Train step_4680: loss : 0.27773621678352356
2021-10-14 23:16:49,485 - CPSC2021 - INFO - Train step_4700: loss : 0.2813822329044342
2021-10-14 23:16:58,752 - CPSC2021 - INFO - Train step_4720: loss : 0.28365054726600647
2021-10-14 23:17:07,778 - CPSC2021 - INFO - Train step_4740: loss : 0.29924115538597107
2021-10-14 23:17:17,112 - CPSC2021 - INFO - Train step_4760: loss : 0.300021231174469
2021-10-14 23:17:26,302 - CPSC2021 - INFO - Train step_4780: loss : 0.3045305609703064
2021-10-14 23:24:12,205 - CPSC2021 - INFO -
Train epoch_3:
--------------------
train/epoch_loss: 457.0305673480034
train/task_metric_main_score: 63357
test/task_metric_main_score: 12677
---------------------------------
2021-10-14 23:24:12,208 - CPSC2021 - INFO -
best metric = 12677,
obtained at epoch 1
2021-10-14 23:24:12,372 - CPSC2021 - INFO - Checkpoint 3 saved!
2021-10-14 23:24:18,322 - CPSC2021 - INFO - Train step_4800: loss : 0.2923208475112915
2021-10-14 23:24:27,535 - CPSC2021 - INFO - Train step_4820: loss : 0.2803210914134979
2021-10-14 23:24:37,021 - CPSC2021 - INFO - Train step_4840: loss : 0.282645046710968
2021-10-14 23:24:46,599 - CPSC2021 - INFO - Train step_4860: loss : 0.2631085515022278
2021-10-14 23:24:55,832 - CPSC2021 - INFO - Train step_4880: loss : 0.2849932909011841
2021-10-14 23:25:05,836 - CPSC2021 - INFO - Train step_4900: loss : 0.27683427929878235
2021-10-14 23:25:15,657 - CPSC2021 - INFO - Train step_4920: loss : 0.28038182854652405
2021-10-14 23:25:25,051 - CPSC2021 - INFO - Train step_4940: loss : 0.30372652411460876
2021-10-14 23:25:34,771 - CPSC2021 - INFO - Train step_4960: loss : 0.3455760180950165
2021-10-14 23:25:44,421 - CPSC2021 - INFO - Train step_4980: loss : 0.289081335067749
2021-10-14 23:25:53,716 - CPSC2021 - INFO - Train step_5000: loss : 0.2657715082168579
2021-10-14 23:26:03,234 - CPSC2021 - INFO - Train step_5020: loss : 0.255156546831131
2021-10-14 23:26:13,173 - CPSC2021 - INFO - Train step_5040: loss : 0.2860476076602936
2021-10-14 23:26:22,537 - CPSC2021 - INFO - Train step_5060: loss : 0.3044610619544983
2021-10-14 23:26:32,011 - CPSC2021 - INFO - Train step_5080: loss : 0.26374030113220215
2021-10-14 23:26:41,915 - CPSC2021 - INFO - Train step_5100: loss : 0.2897970676422119
2021-10-14 23:26:51,100 - CPSC2021 - INFO - Train step_5120: loss : 0.28767314553260803
2021-10-14 23:27:00,601 - CPSC2021 - INFO - Train step_5140: loss : 0.29681819677352905
2021-10-14 23:27:10,126 - CPSC2021 - INFO - Train step_5160: loss : 0.2631188631057739
2021-10-14 23:27:19,234 - CPSC2021 - INFO - Train step_5180: loss : 0.3093331754207611
2021-10-14 23:27:28,715 - CPSC2021 - INFO - Train step_5200: loss : 0.29452550411224365
2021-10-14 23:27:38,423 - CPSC2021 - INFO - Train step_5220: loss : 0.28810444474220276
2021-10-14 23:27:47,570 - CPSC2021 - INFO - Train step_5240: loss : 0.30241134762763977
2021-10-14 23:27:57,061 - CPSC2021 - INFO - Train step_5260: loss : 0.30104538798332214
2021-10-14 23:28:06,577 - CPSC2021 - INFO - Train step_5280: loss : 0.29193297028541565
2021-10-14 23:28:15,633 - CPSC2021 - INFO - Train step_5300: loss : 0.2751169502735138
2021-10-14 23:28:25,154 - CPSC2021 - INFO - Train step_5320: loss : 0.2736009359359741
2021-10-14 23:28:34,605 - CPSC2021 - INFO - Train step_5340: loss : 0.29248735308647156
2021-10-14 23:28:44,136 - CPSC2021 - INFO - Train step_5360: loss : 0.2702675759792328
2021-10-14 23:28:53,884 - CPSC2021 - INFO - Train step_5380: loss : 0.30376777052879333
2021-10-14 23:29:03,492 - CPSC2021 - INFO - Train step_5400: loss : 0.2773997485637665
2021-10-14 23:29:12,495 - CPSC2021 - INFO - Train step_5420: loss : 0.29582369327545166
2021-10-14 23:29:21,681 - CPSC2021 - INFO - Train step_5440: loss : 0.2600151598453522
2021-10-14 23:29:30,890 - CPSC2021 - INFO - Train step_5460: loss : 0.28461113572120667
2021-10-14 23:29:40,001 - CPSC2021 - INFO - Train step_5480: loss : 0.30416733026504517
2021-10-14 23:29:49,349 - CPSC2021 - INFO - Train step_5500: loss : 0.260945200920105
2021-10-14 23:29:58,761 - CPSC2021 - INFO - Train step_5520: loss : 0.3045412003993988
2021-10-14 23:30:07,687 - CPSC2021 - INFO - Train step_5540: loss : 0.28707292675971985
2021-10-14 23:30:16,851 - CPSC2021 - INFO - Train step_5560: loss : 0.28251567482948303
2021-10-14 23:30:25,906 - CPSC2021 - INFO - Train step_5580: loss : 0.2825031578540802
2021-10-14 23:30:34,998 - CPSC2021 - INFO - Train step_5600: loss : 0.2996273636817932
2021-10-14 23:30:44,318 - CPSC2021 - INFO - Train step_5620: loss : 0.2759850323200226
2021-10-14 23:30:53,633 - CPSC2021 - INFO - Train step_5640: loss : 0.29192498326301575
2021-10-14 23:31:02,689 - CPSC2021 - INFO - Train step_5660: loss : 0.2838099002838135
2021-10-14 23:31:11,928 - CPSC2021 - INFO - Train step_5680: loss : 0.27160564064979553
2021-10-14 23:31:21,133 - CPSC2021 - INFO - Train step_5700: loss : 0.25923410058021545
2021-10-14 23:31:30,358 - CPSC2021 - INFO - Train step_5720: loss : 0.2571611702442169
2021-10-14 23:31:39,635 - CPSC2021 - INFO - Train step_5740: loss : 0.29063302278518677
2021-10-14 23:31:49,007 - CPSC2021 - INFO - Train step_5760: loss : 0.2795836627483368
2021-10-14 23:31:58,510 - CPSC2021 - INFO - Train step_5780: loss : 0.2797671854496002
2021-10-14 23:32:07,998 - CPSC2021 - INFO - Train step_5800: loss : 0.2968863546848297
2021-10-14 23:32:17,208 - CPSC2021 - INFO - Train step_5820: loss : 0.2776448130607605
2021-10-14 23:32:26,339 - CPSC2021 - INFO - Train step_5840: loss : 0.2806571125984192
2021-10-14 23:32:35,631 - CPSC2021 - INFO - Train step_5860: loss : 0.2904273569583893
2021-10-14 23:32:44,983 - CPSC2021 - INFO - Train step_5880: loss : 0.2925019860267639
2021-10-14 23:32:54,083 - CPSC2021 - INFO - Train step_5900: loss : 0.3349520266056061
2021-10-14 23:33:03,613 - CPSC2021 - INFO - Train step_5920: loss : 0.2698748707771301
2021-10-14 23:33:13,043 - CPSC2021 - INFO - Train step_5940: loss : 0.27470022439956665
2021-10-14 23:33:22,318 - CPSC2021 - INFO - Train step_5960: loss : 0.3617124855518341
2021-10-14 23:33:31,773 - CPSC2021 - INFO - Train step_5980: loss : 0.2744980752468109
2021-10-14 23:33:41,176 - CPSC2021 - INFO - Train step_6000: loss : 0.26720431447029114
2021-10-14 23:33:50,382 - CPSC2021 - INFO - Train step_6020: loss : 0.28947484493255615
2021-10-14 23:33:59,873 - CPSC2021 - INFO - Train step_6040: loss : 0.2914673089981079
2021-10-14 23:34:09,055 - CPSC2021 - INFO - Train step_6060: loss : 0.30483657121658325
2021-10-14 23:34:18,223 - CPSC2021 - INFO - Train step_6080: loss : 0.28120455145835876
2021-10-14 23:34:27,475 - CPSC2021 - INFO - Train step_6100: loss : 0.28888729214668274
2021-10-14 23:34:36,717 - CPSC2021 - INFO - Train step_6120: loss : 0.24322561919689178
2021-10-14 23:34:46,094 - CPSC2021 - INFO - Train step_6140: loss : 0.2739313244819641
2021-10-14 23:34:55,352 - CPSC2021 - INFO - Train step_6160: loss : 0.2779510021209717
2021-10-14 23:35:04,701 - CPSC2021 - INFO - Train step_6180: loss : 0.24323897063732147
2021-10-14 23:35:14,142 - CPSC2021 - INFO - Train step_6200: loss : 0.26278406381607056
2021-10-14 23:35:23,432 - CPSC2021 - INFO - Train step_6220: loss : 0.2507663071155548
2021-10-14 23:35:32,976 - CPSC2021 - INFO - Train step_6240: loss : 0.2809905707836151
2021-10-14 23:35:42,070 - CPSC2021 - INFO - Train step_6260: loss : 0.2765980064868927
2021-10-14 23:35:51,376 - CPSC2021 - INFO - Train step_6280: loss : 0.27719175815582275
2021-10-14 23:36:00,807 - CPSC2021 - INFO - Train step_6300: loss : 0.29815953969955444
2021-10-14 23:36:10,101 - CPSC2021 - INFO - Train step_6320: loss : 0.2617837190628052
2021-10-14 23:36:19,309 - CPSC2021 - INFO - Train step_6340: loss : 0.283787339925766
2021-10-14 23:36:28,616 - CPSC2021 - INFO - Train step_6360: loss : 0.26738113164901733
2021-10-14 23:36:37,595 - CPSC2021 - INFO - Train step_6380: loss : 0.2838470935821533
2021-10-14 23:42:42,557 - CPSC2021 - INFO -
Train epoch_4:
--------------------
train/epoch_loss: 451.72033344209194
train/task_metric_main_score: 63357
test/task_metric_main_score: 12677
---------------------------------
2021-10-14 23:42:42,562 - CPSC2021 - INFO -
best metric = 12677,
obtained at epoch 1
2021-10-14 23:42:42,729 - CPSC2021 - INFO - Checkpoint 4 saved!
2021-10-14 23:42:50,422 - CPSC2021 - INFO - Train step_6400: loss : 0.27962809801101685
2021-10-14 23:42:59,667 - CPSC2021 - INFO - Train step_6420: loss : 0.27170729637145996
2021-10-14 23:43:09,175 - CPSC2021 - INFO - Train step_6440: loss : 0.2970302999019623
2021-10-14 23:43:18,718 - CPSC2021 - INFO - Train step_6460: loss : 0.27473294734954834
2021-10-14 23:43:27,976 - CPSC2021 - INFO - Train step_6480: loss : 0.2736430764198303
2021-10-14 23:43:37,281 - CPSC2021 - INFO - Train step_6500: loss : 0.2541787922382355
2021-10-14 23:43:46,729 - CPSC2021 - INFO - Train step_6520: loss : 0.24985449016094208
2021-10-14 23:43:55,861 - CPSC2021 - INFO - Train step_6540: loss : 0.26349392533302307
2021-10-14 23:44:05,370 - CPSC2021 - INFO - Train step_6560: loss : 0.28906720876693726
2021-10-14 23:44:14,801 - CPSC2021 - INFO - Train step_6580: loss : 0.28062644600868225
2021-10-14 23:44:24,024 - CPSC2021 - INFO - Train step_6600: loss : 0.28690311312675476
2021-10-14 23:44:33,544 - CPSC2021 - INFO - Train step_6620: loss : 0.2819462716579437
2021-10-14 23:44:42,772 - CPSC2021 - INFO - Train step_6640: loss : 0.27906474471092224
2021-10-14 23:44:51,709 - CPSC2021 - INFO - Train step_6660: loss : 0.27742940187454224
2021-10-14 23:45:01,199 - CPSC2021 - INFO - Train step_6680: loss : 0.2542268931865692
2021-10-14 23:45:10,525 - CPSC2021 - INFO - Train step_6700: loss : 0.2535421848297119
2021-10-14 23:45:19,558 - CPSC2021 - INFO - Train step_6720: loss : 0.2788391709327698
2021-10-14 23:45:28,852 - CPSC2021 - INFO - Train step_6740: loss : 0.29111823439598083
2021-10-14 23:45:38,164 - CPSC2021 - INFO - Train step_6760: loss : 0.2854121923446655
2021-10-14 23:45:47,286 - CPSC2021 - INFO - Train step_6780: loss : 0.28881871700286865
2021-10-14 23:45:56,909 - CPSC2021 - INFO - Train step_6800: loss : 0.27954724431037903
2021-10-14 23:46:06,595 - CPSC2021 - INFO - Train step_6820: loss : 0.2905299663543701
2021-10-14 23:46:15,683 - CPSC2021 - INFO - Train step_6840: loss : 0.30536386370658875
2021-10-14 23:46:25,156 - CPSC2021 - INFO - Train step_6860: loss : 0.2886245846748352
2021-10-14 23:46:34,667 - CPSC2021 - INFO - Train step_6880: loss : 0.2638435959815979
2021-10-14 23:46:43,655 - CPSC2021 - INFO - Train step_6900: loss : 0.27398043870925903
2021-10-14 23:46:52,999 - CPSC2021 - INFO - Train step_6920: loss : 0.282177209854126
2021-10-14 23:47:02,535 - CPSC2021 - INFO - Train step_6940: loss : 0.2759763300418854
2021-10-14 23:47:11,611 - CPSC2021 - INFO - Train step_6960: loss : 0.3095555603504181
2021-10-14 23:47:20,892 - CPSC2021 - INFO - Train step_6980: loss : 0.26696598529815674
2021-10-14 23:47:30,342 - CPSC2021 - INFO - Train step_7000: loss : 0.2831701338291168
2021-10-14 23:47:39,437 - CPSC2021 - INFO - Train step_7020: loss : 0.27522537112236023
2021-10-14 23:47:48,841 - CPSC2021 - INFO - Train step_7040: loss : 0.28365668654441833
2021-10-14 23:47:58,167 - CPSC2021 - INFO - Train step_7060: loss : 0.2638678252696991
2021-10-14 23:48:07,263 - CPSC2021 - INFO - Train step_7080: loss : 0.2602477967739105
2021-10-14 23:48:16,645 - CPSC2021 - INFO - Train step_7100: loss : 0.2584132254123688
2021-10-14 23:48:25,937 - CPSC2021 - INFO - Train step_7120: loss : 0.3109288811683655
2021-10-14 23:48:34,932 - CPSC2021 - INFO - Train step_7140: loss : 0.2593252658843994
2021-10-14 23:48:44,271 - CPSC2021 - INFO - Train step_7160: loss : 0.28488287329673767
2021-10-14 23:48:53,647 - CPSC2021 - INFO - Train step_7180: loss : 0.2606862783432007
2021-10-14 23:49:02,634 - CPSC2021 - INFO - Train step_7200: loss : 0.23905134201049805
2021-10-14 23:49:12,035 - CPSC2021 - INFO - Train step_7220: loss : 0.2735440135002136
2021-10-14 23:49:21,612 - CPSC2021 - INFO - Train step_7240: loss : 0.2787189185619354
2021-10-14 23:49:30,720 - CPSC2021 - INFO - Train step_7260: loss : 0.31194278597831726
2021-10-14 23:49:40,049 - CPSC2021 - INFO - Train step_7280: loss : 0.27687081694602966
2021-10-14 23:49:49,404 - CPSC2021 - INFO - Train step_7300: loss : 0.2779688835144043
2021-10-14 23:49:58,491 - CPSC2021 - INFO - Train step_7320: loss : 0.26017168164253235
2021-10-14 23:50:07,792 - CPSC2021 - INFO - Train step_7340: loss : 0.28860872983932495
2021-10-14 23:50:17,037 - CPSC2021 - INFO - Train step_7360: loss : 0.2852209508419037
2021-10-14 23:50:26,092 - CPSC2021 - INFO - Train step_7380: loss : 0.27833661437034607
2021-10-14 23:50:35,381 - CPSC2021 - INFO - Train step_7400: loss : 0.28328943252563477
2021-10-14 23:50:44,700 - CPSC2021 - INFO - Train step_7420: loss : 0.2854022681713104
2021-10-14 23:50:53,842 - CPSC2021 - INFO - Train step_7440: loss : 0.2856619954109192
2021-10-14 23:51:03,192 - CPSC2021 - INFO - Train step_7460: loss : 0.28788965940475464
2021-10-14 23:51:12,544 - CPSC2021 - INFO - Train step_7480: loss : 0.2683689594268799
2021-10-14 23:51:21,665 - CPSC2021 - INFO - Train step_7500: loss : 0.27927112579345703
2021-10-14 23:51:31,013 - CPSC2021 - INFO - Train step_7520: loss : 0.280430406332016
2021-10-14 23:51:40,384 - CPSC2021 - INFO - Train step_7540: loss : 0.25914639234542847
2021-10-14 23:51:49,447 - CPSC2021 - INFO - Train step_7560: loss : 0.2969004511833191
2021-10-14 23:51:58,737 - CPSC2021 - INFO - Train step_7580: loss : 0.25745734572410583
2021-10-14 23:52:07,998 - CPSC2021 - INFO - Train step_7600: loss : 0.28479841351509094
2021-10-14 23:52:17,110 - CPSC2021 - INFO - Train step_7620: loss : 0.28389543294906616
2021-10-14 23:52:26,607 - CPSC2021 - INFO - Train step_7640: loss : 0.2512178122997284
2021-10-14 23:52:35,951 - CPSC2021 - INFO - Train step_7660: loss : 0.27959635853767395
2021-10-14 23:52:45,080 - CPSC2021 - INFO - Train step_7680: loss : 0.2898182272911072
2021-10-14 23:52:54,378 - CPSC2021 - INFO - Train step_7700: loss : 0.3437979221343994
2021-10-14 23:53:03,707 - CPSC2021 - INFO - Train step_7720: loss : 0.26250284910202026
2021-10-14 23:53:12,683 - CPSC2021 - INFO - Train step_7740: loss : 0.2759231925010681
2021-10-14 23:53:21,864 - CPSC2021 - INFO - Train step_7760: loss : 0.3029523491859436
2021-10-14 23:53:31,189 - CPSC2021 - INFO - Train step_7780: loss : 0.2610720992088318
2021-10-14 23:53:40,420 - CPSC2021 - INFO - Train step_7800: loss : 0.28134405612945557
2021-10-14 23:53:49,725 - CPSC2021 - INFO - Train step_7820: loss : 0.268348753452301
2021-10-14 23:53:59,048 - CPSC2021 - INFO - Train step_7840: loss : 0.29527196288108826
2021-10-14 23:54:08,044 - CPSC2021 - INFO - Train step_7860: loss : 0.27080121636390686
2021-10-14 23:54:17,332 - CPSC2021 - INFO - Train step_7880: loss : 0.2803662419319153
2021-10-14 23:54:26,607 - CPSC2021 - INFO - Train step_7900: loss : 0.2795376479625702
2021-10-14 23:54:35,541 - CPSC2021 - INFO - Train step_7920: loss : 0.26751893758773804
2021-10-14 23:54:44,932 - CPSC2021 - INFO - Train step_7940: loss : 0.265930712223053
2021-10-14 23:54:54,328 - CPSC2021 - INFO - Train step_7960: loss : 0.2710624039173126
2021-10-14 23:55:03,405 - CPSC2021 - INFO - Train step_7980: loss : 0.2987729012966156
2021-10-15 00:01:10,162 - CPSC2021 - INFO -
Train epoch_5:
--------------------
train/epoch_loss: 450.17590564489365
train/task_metric_main_score: 63357
test/task_metric_main_score: 12677
---------------------------------
2021-10-15 00:01:10,166 - CPSC2021 - INFO -
best metric = 12677,
obtained at epoch 1
2021-10-15 00:01:10,329 - CPSC2021 - INFO - Checkpoint 5 saved!
2021-10-15 00:01:19,361 - CPSC2021 - INFO - Train step_8000: loss : 0.280883252620697
2021-10-15 00:01:28,787 - CPSC2021 - INFO - Train step_8020: loss : 0.29344844818115234
2021-10-15 00:01:38,273 - CPSC2021 - INFO - Train step_8040: loss : 0.2869061529636383
2021-10-15 00:01:47,747 - CPSC2021 - INFO - Train step_8060: loss : 0.2821824550628662
2021-10-15 00:01:57,158 - CPSC2021 - INFO - Train step_8080: loss : 0.2810475528240204
2021-10-15 00:02:06,836 - CPSC2021 - INFO - Train step_8100: loss : 0.27053406834602356
2021-10-15 00:02:16,081 - CPSC2021 - INFO - Train step_8120: loss : 0.2965947985649109
2021-10-15 00:02:25,671 - CPSC2021 - INFO - Train step_8140: loss : 0.2827840745449066
2021-10-15 00:02:34,962 - CPSC2021 - INFO - Train step_8160: loss : 0.2919219434261322
2021-10-15 00:02:44,333 - CPSC2021 - INFO - Train step_8180: loss : 0.2852447032928467
2021-10-15 00:02:53,774 - CPSC2021 - INFO - Train step_8200: loss : 0.26846736669540405
2021-10-15 00:03:03,468 - CPSC2021 - INFO - Train step_8220: loss : 0.25484439730644226
2021-10-15 00:03:13,396 - CPSC2021 - INFO - Train step_8240: loss : 0.2857252061367035
2021-10-15 00:03:22,652 - CPSC2021 - INFO - Train step_8260: loss : 0.2730831801891327
2021-10-15 00:03:32,243 - CPSC2021 - INFO - Train step_8280: loss : 0.2823135256767273
2021-10-15 00:03:41,930 - CPSC2021 - INFO - Train step_8300: loss : 0.28683409094810486
2021-10-15 00:03:51,395 - CPSC2021 - INFO - Train step_8320: loss : 0.26647502183914185
2021-10-15 00:04:00,691 - CPSC2021 - INFO - Train step_8340: loss : 0.2783001959323883
2021-10-15 00:04:10,314 - CPSC2021 - INFO - Train step_8360: loss : 0.3040701150894165
2021-10-15 00:04:19,995 - CPSC2021 - INFO - Train step_8380: loss : 0.27134302258491516
2021-10-15 00:04:29,520 - CPSC2021 - INFO - Train step_8400: loss : 0.2690126597881317
2021-10-15 00:04:39,207 - CPSC2021 - INFO - Train step_8420: loss : 0.2841155230998993
2021-10-15 00:04:48,452 - CPSC2021 - INFO - Train step_8440: loss : 0.28218749165534973
2021-10-15 00:04:58,295 - CPSC2021 - INFO - Train step_8460: loss : 0.2794041037559509
2021-10-15 00:05:07,465 - CPSC2021 - INFO - Train step_8480: loss : 0.26355624198913574
2021-10-15 00:05:17,019 - CPSC2021 - INFO - Train step_8500: loss : 0.27955004572868347
2021-10-15 00:05:26,264 - CPSC2021 - INFO - Train step_8520: loss : 0.27008870244026184
2021-10-15 00:05:35,891 - CPSC2021 - INFO - Train step_8540: loss : 0.3025120794773102
2021-10-15 00:05:45,290 - CPSC2021 - INFO - Train step_8560: loss : 0.27650266885757446
2021-10-15 00:05:54,870 - CPSC2021 - INFO - Train step_8580: loss : 0.26829975843429565
2021-10-15 00:06:04,381 - CPSC2021 - INFO - Train step_8600: loss : 0.2835734486579895
2021-10-15 00:06:13,718 - CPSC2021 - INFO - Train step_8620: loss : 0.2652864158153534
2021-10-15 00:06:23,317 - CPSC2021 - INFO - Train step_8640: loss : 0.28249669075012207
2021-10-15 00:06:32,632 - CPSC2021 - INFO - Train step_8660: loss : 0.30221033096313477
2021-10-15 00:06:42,341 - CPSC2021 - INFO - Train step_8680: loss : 0.27776384353637695
2021-10-15 00:06:51,604 - CPSC2021 - INFO - Train step_8700: loss : 0.2681983709335327
2021-10-15 00:07:01,209 - CPSC2021 - INFO - Train step_8720: loss : 0.2871471345424652
2021-10-15 00:07:10,464 - CPSC2021 - INFO - Train step_8740: loss : 0.2929854393005371
2021-10-15 00:07:19,896 - CPSC2021 - INFO - Train step_8760: loss : 0.27242764830589294
2021-10-15 00:07:29,574 - CPSC2021 - INFO - Train step_8780: loss : 0.2916371524333954
2021-10-15 00:07:38,928 - CPSC2021 - INFO - Train step_8800: loss : 0.25579747557640076
2021-10-15 00:07:48,626 - CPSC2021 - INFO - Train step_8820: loss : 0.2809518873691559
2021-10-15 00:07:57,983 - CPSC2021 - INFO - Train step_8840: loss : 0.26800546050071716
2021-10-15 00:08:07,534 - CPSC2021 - INFO - Train step_8860: loss : 0.2710440754890442
2021-10-15 00:08:16,753 - CPSC2021 - INFO - Train step_8880: loss : 0.28420108556747437
2021-10-15 00:08:26,218 - CPSC2021 - INFO - Train step_8900: loss : 0.2873735725879669
2021-10-15 00:08:35,419 - CPSC2021 - INFO - Train step_8920: loss : 0.2966815233230591
2021-10-15 00:08:45,060 - CPSC2021 - INFO - Train step_8940: loss : 0.2752949297428131
2021-10-15 00:08:54,686 - CPSC2021 - INFO - Train step_8960: loss : 0.28863364458084106
2021-10-15 00:09:04,225 - CPSC2021 - INFO - Train step_8980: loss : 0.2957390248775482
2021-10-15 00:09:13,924 - CPSC2021 - INFO - Train step_9000: loss : 0.28958621621131897
2021-10-15 00:09:23,282 - CPSC2021 - INFO - Train step_9020: loss : 0.2836199998855591
2021-10-15 00:09:33,028 - CPSC2021 - INFO - Train step_9040: loss : 0.2766455411911011
2021-10-15 00:09:42,326 - CPSC2021 - INFO - Train step_9060: loss : 0.2895520031452179
2021-10-15 00:09:51,939 - CPSC2021 - INFO - Train step_9080: loss : 0.27715668082237244
2021-10-15 00:10:01,116 - CPSC2021 - INFO - Train step_9100: loss : 0.28657522797584534
2021-10-15 00:10:10,502 - CPSC2021 - INFO - Train step_9120: loss : 0.3086269199848175
2021-10-15 00:10:19,917 - CPSC2021 - INFO - Train step_9140: loss : 0.2853856682777405
2021-10-15 00:10:29,199 - CPSC2021 - INFO - Train step_9160: loss : 0.2840261161327362
2021-10-15 00:10:38,847 - CPSC2021 - INFO - Train step_9180: loss : 0.2756277918815613
2021-10-15 00:10:47,929 - CPSC2021 - INFO - Train step_9200: loss : 0.29479268193244934
2021-10-15 00:10:57,568 - CPSC2021 - INFO - Train step_9220: loss : 0.26061782240867615
2021-10-15 00:11:07,119 - CPSC2021 - INFO - Train step_9240: loss : 0.253683865070343
2021-10-15 00:11:16,665 - CPSC2021 - INFO - Train step_9260: loss : 0.2631817162036896
2021-10-15 00:11:25,989 - CPSC2021 - INFO - Train step_9280: loss : 0.28344979882240295
2021-10-15 00:11:35,741 - CPSC2021 - INFO - Train step_9300: loss : 0.2858000099658966
2021-10-15 00:11:45,270 - CPSC2021 - INFO - Train step_9320: loss : 0.26564496755599976
2021-10-15 00:11:54,459 - CPSC2021 - INFO - Train step_9340: loss : 0.2664179801940918
2021-10-15 00:12:04,048 - CPSC2021 - INFO - Train step_9360: loss : 0.27018553018569946
2021-10-15 00:12:13,401 - CPSC2021 - INFO - Train step_9380: loss : 0.2660965025424957
2021-10-15 00:12:22,980 - CPSC2021 - INFO - Train step_9400: loss : 0.2900831699371338
2021-10-15 00:12:32,486 - CPSC2021 - INFO - Train step_9420: loss : 0.2752242982387543
2021-10-15 00:12:42,165 - CPSC2021 - INFO - Train step_9440: loss : 0.2769445478916168
2021-10-15 00:12:51,582 - CPSC2021 - INFO - Train step_9460: loss : 0.2535160183906555
2021-10-15 00:13:01,045 - CPSC2021 - INFO - Train step_9480: loss : 0.2651246190071106
2021-10-15 00:13:10,624 - CPSC2021 - INFO - Train step_9500: loss : 0.2685829997062683
2021-10-15 00:13:19,951 - CPSC2021 - INFO - Train step_9520: loss : 0.2902044653892517
2021-10-15 00:13:29,515 - CPSC2021 - INFO - Train step_9540: loss : 0.2802348732948303
2021-10-15 00:13:38,669 - CPSC2021 - INFO - Train step_9560: loss : 0.37779468297958374
2021-10-15 00:13:48,033 - CPSC2021 - INFO - Train step_9580: loss : 0.2793743312358856
2021-10-15 00:20:24,730 - CPSC2021 - INFO -
Train epoch_6:
--------------------
train/epoch_loss: 448.32001100480556
train/task_metric_main_score: 63357
test/task_metric_main_score: 12677
---------------------------------
2021-10-15 00:20:24,734 - CPSC2021 - INFO -
best metric = 12677,
obtained at epoch 1
2021-10-15 00:20:24,899 - CPSC2021 - INFO - Checkpoint 6 saved!
2021-10-15 00:20:34,834 - CPSC2021 - INFO - Train step_9600: loss : 0.27298039197921753
2021-10-15 00:20:44,265 - CPSC2021 - INFO - Train step_9620: loss : 0.28133803606033325
2021-10-15 00:20:53,641 - CPSC2021 - INFO - Train step_9640: loss : 0.25667011737823486
2021-10-15 00:21:02,991 - CPSC2021 - INFO - Train step_9660: loss : 0.2759363055229187
2021-10-15 00:21:12,383 - CPSC2021 - INFO - Train step_9680: loss : 0.28885653614997864
2021-10-15 00:21:21,419 - CPSC2021 - INFO - Train step_9700: loss : 0.2578287422657013
2021-10-15 00:21:30,880 - CPSC2021 - INFO - Train step_9720: loss : 0.31231480836868286
2021-10-15 00:21:40,009 - CPSC2021 - INFO - Train step_9740: loss : 0.34154191613197327
2021-10-15 00:21:49,341 - CPSC2021 - INFO - Train step_9760: loss : 0.2792559862136841
2021-10-15 00:21:58,793 - CPSC2021 - INFO - Train step_9780: loss : 0.2645638883113861
2021-10-15 00:22:07,929 - CPSC2021 - INFO - Train step_9800: loss : 0.30368852615356445
2021-10-15 00:22:17,243 - CPSC2021 - INFO - Train step_9820: loss : 0.2866390645503998
2021-10-15 00:22:26,309 - CPSC2021 - INFO - Train step_9840: loss : 0.281929612159729
2021-10-15 00:22:35,643 - CPSC2021 - INFO - Train step_9860: loss : 0.2861596345901489
2021-10-15 00:22:44,772 - CPSC2021 - INFO - Train step_9880: loss : 0.26740479469299316
2021-10-15 00:22:54,007 - CPSC2021 - INFO - Train step_9900: loss : 0.29895782470703125
2021-10-15 00:23:03,352 - CPSC2021 - INFO - Train step_9920: loss : 0.27158477902412415
2021-10-15 00:23:12,756 - CPSC2021 - INFO - Train step_9940: loss : 0.2848820388317108
2021-10-15 00:23:22,093 - CPSC2021 - INFO - Train step_9960: loss : 0.2587185800075531
2021-10-15 00:23:31,210 - CPSC2021 - INFO - Train step_9980: loss : 0.26947009563446045
2021-10-15 00:23:40,371 - CPSC2021 - INFO - Train step_10000: loss : 0.27159467339515686
2021-10-15 00:23:49,414 - CPSC2021 - INFO - Train step_10020: loss : 0.2798851430416107
2021-10-15 00:23:58,832 - CPSC2021 - INFO - Train step_10040: loss : 0.27590182423591614
2021-10-15 00:24:08,064 - CPSC2021 - INFO - Train step_10060: loss : 0.25761789083480835
2021-10-15 00:24:17,314 - CPSC2021 - INFO - Train step_10080: loss : 0.28972843289375305
2021-10-15 00:24:26,441 - CPSC2021 - INFO - Train step_10100: loss : 0.2938971221446991
2021-10-15 00:24:35,965 - CPSC2021 - INFO - Train step_10120: loss : 0.25887173414230347
2021-10-15 00:24:45,569 - CPSC2021 - INFO - Train step_10140: loss : 0.2908846437931061
2021-10-15 00:24:55,016 - CPSC2021 - INFO - Train step_10160: loss : 0.29230064153671265
2021-10-15 00:25:04,380 - CPSC2021 - INFO - Train step_10180: loss : 0.2840375602245331
2021-10-15 00:25:13,497 - CPSC2021 - INFO - Train step_10200: loss : 0.2703722417354584
2021-10-15 00:25:22,960 - CPSC2021 - INFO - Train step_10220: loss : 0.26955461502075195
2021-10-15 00:25:31,984 - CPSC2021 - INFO - Train step_10240: loss : 0.2864742875099182
2021-10-15 00:25:41,312 - CPSC2021 - INFO - Train step_10260: loss : 0.26611748337745667
2021-10-15 00:25:50,383 - CPSC2021 - INFO - Train step_10280: loss : 0.28261038661003113
2021-10-15 00:25:59,616 - CPSC2021 - INFO - Train step_10300: loss : 0.3084315061569214
2021-10-15 00:26:08,968 - CPSC2021 - INFO - Train step_10320: loss : 0.25940802693367004
2021-10-15 00:26:18,107 - CPSC2021 - INFO - Train step_10340: loss : 0.2797238230705261
2021-10-15 00:26:27,527 - CPSC2021 - INFO - Train step_10360: loss : 0.28860315680503845
2021-10-15 00:26:36,580 - CPSC2021 - INFO - Train step_10380: loss : 0.2776692807674408
2021-10-15 00:26:45,845 - CPSC2021 - INFO - Train step_10400: loss : 0.2562640607357025
2021-10-15 00:26:54,926 - CPSC2021 - INFO - Train step_10420: loss : 0.2690977454185486
2021-10-15 00:27:04,309 - CPSC2021 - INFO - Train step_10440: loss : 0.27556610107421875
2021-10-15 00:27:13,531 - CPSC2021 - INFO - Train step_10460: loss : 0.27515822649002075
2021-10-15 00:27:22,868 - CPSC2021 - INFO - Train step_10480: loss : 0.28887268900871277
2021-10-15 00:27:32,251 - CPSC2021 - INFO - Train step_10500: loss : 0.2826082706451416
2021-10-15 00:27:41,410 - CPSC2021 - INFO - Train step_10520: loss : 0.27697238326072693
2021-10-15 00:27:50,853 - CPSC2021 - INFO - Train step_10540: loss : 0.2873055338859558
2021-10-15 00:27:59,847 - CPSC2021 - INFO - Train step_10560: loss : 0.2832687199115753
2021-10-15 00:28:09,448 - CPSC2021 - INFO - Train step_10580: loss : 0.2767711281776428
2021-10-15 00:28:18,568 - CPSC2021 - INFO - Train step_10600: loss : 0.29078784584999084
2021-10-15 00:28:27,804 - CPSC2021 - INFO - Train step_10620: loss : 0.2834228575229645
2021-10-15 00:28:36,901 - CPSC2021 - INFO - Train step_10640: loss : 0.28027644753456116
2021-10-15 00:28:46,181 - CPSC2021 - INFO - Train step_10660: loss : 0.2821905016899109
2021-10-15 00:28:55,403 - CPSC2021 - INFO - Train step_10680: loss : 0.29596105217933655
2021-10-15 00:29:04,435 - CPSC2021 - INFO - Train step_10700: loss : 0.27891677618026733
2021-10-15 00:29:13,874 - CPSC2021 - INFO - Train step_10720: loss : 0.27387484908103943
2021-10-15 00:29:22,891 - CPSC2021 - INFO - Train step_10740: loss : 0.2959791123867035
2021-10-15 00:29:31,999 - CPSC2021 - INFO - Train step_10760: loss : 0.28583499789237976
2021-10-15 00:29:41,089 - CPSC2021 - INFO - Train step_10780: loss : 0.2920313775539398
2021-10-15 00:29:50,234 - CPSC2021 - INFO - Train step_10800: loss : 0.2572369873523712
2021-10-15 00:29:59,197 - CPSC2021 - INFO - Train step_10820: loss : 0.26877325773239136
2021-10-15 00:30:08,632 - CPSC2021 - INFO - Train step_10840: loss : 0.29165536165237427
2021-10-15 00:30:18,003 - CPSC2021 - INFO - Train step_10860: loss : 0.25799959897994995
2021-10-15 00:30:27,061 - CPSC2021 - INFO - Train step_10880: loss : 0.2778957486152649
2021-10-15 00:30:36,422 - CPSC2021 - INFO - Train step_10900: loss : 0.29896703362464905
2021-10-15 00:30:45,670 - CPSC2021 - INFO - Train step_10920: loss : 0.27953872084617615
2021-10-15 00:30:54,934 - CPSC2021 - INFO - Train step_10940: loss : 0.27809545397758484
2021-10-15 00:31:04,042 - CPSC2021 - INFO - Train step_10960: loss : 0.2816520631313324
2021-10-15 00:31:13,331 - CPSC2021 - INFO - Train step_10980: loss : 0.26715826988220215
2021-10-15 00:31:22,521 - CPSC2021 - INFO - Train step_11000: loss : 0.279631108045578
2021-10-15 00:31:31,920 - CPSC2021 - INFO - Train step_11020: loss : 0.2851400077342987
2021-10-15 00:31:41,124 - CPSC2021 - INFO - Train step_11040: loss : 0.26967620849609375
2021-10-15 00:31:50,336 - CPSC2021 - INFO - Train step_11060: loss : 0.2822412848472595
2021-10-15 00:31:59,883 - CPSC2021 - INFO - Train step_11080: loss : 0.3033849895000458
2021-10-15 00:32:08,992 - CPSC2021 - INFO - Train step_11100: loss : 0.31185203790664673
2021-10-15 00:32:18,325 - CPSC2021 - INFO - Train step_11120: loss : 0.28392523527145386
2021-10-15 00:32:27,462 - CPSC2021 - INFO - Train step_11140: loss : 0.26268720626831055
2021-10-15 00:32:36,665 - CPSC2021 - INFO - Train step_11160: loss : 0.27740925550460815
2021-10-15 00:39:00,847 - CPSC2021 - INFO -
Train epoch_7:
--------------------
train/epoch_loss: 445.3504237383604
train/task_metric_main_score: 63357
test/task_metric_main_score: 12677
---------------------------------
2021-10-15 00:39:00,849 - CPSC2021 - INFO -
best metric = 12677,
obtained at epoch 1
2021-10-15 00:39:01,012 - CPSC2021 - INFO - Checkpoint 7 saved!
2021-10-15 00:39:03,267 - CPSC2021 - INFO - Train step_11180: loss : 0.2673027813434601
2021-10-15 00:39:12,455 - CPSC2021 - INFO - Train step_11200: loss : 0.2630651891231537
2021-10-15 00:39:21,604 - CPSC2021 - INFO - Train step_11220: loss : 0.2717857360839844
2021-10-15 00:39:30,619 - CPSC2021 - INFO - Train step_11240: loss : 0.29395031929016113
2021-10-15 00:39:39,997 - CPSC2021 - INFO - Train step_11260: loss : 0.30637797713279724
2021-10-15 00:39:49,258 - CPSC2021 - INFO - Train step_11280: loss : 0.27212995290756226
2021-10-15 00:39:58,096 - CPSC2021 - INFO - Train step_11300: loss : 0.2852736711502075
2021-10-15 00:40:07,304 - CPSC2021 - INFO - Train step_11320: loss : 0.27562400698661804
2021-10-15 00:40:16,250 - CPSC2021 - INFO - Train step_11340: loss : 0.2520851492881775
2021-10-15 00:40:25,602 - CPSC2021 - INFO - Train step_11360: loss : 0.28054097294807434
2021-10-15 00:40:34,464 - CPSC2021 - INFO - Train step_11380: loss : 0.2637096047401428
2021-10-15 00:40:43,731 - CPSC2021 - INFO - Train step_11400: loss : 0.2840021550655365
2021-10-15 00:40:52,638 - CPSC2021 - INFO - Train step_11420: loss : 0.2789589464664459
2021-10-15 00:41:01,693 - CPSC2021 - INFO - Train step_11440: loss : 0.30205872654914856
2021-10-15 00:41:10,819 - CPSC2021 - INFO - Train step_11460: loss : 0.29702985286712646
2021-10-15 00:41:19,851 - CPSC2021 - INFO - Train step_11480: loss : 0.27693992853164673
2021-10-15 00:41:29,150 - CPSC2021 - INFO - Train step_11500: loss : 0.2707552909851074
2021-10-15 00:41:38,280 - CPSC2021 - INFO - Train step_11520: loss : 0.2656770348548889
2021-10-15 00:41:47,766 - CPSC2021 - INFO - Train step_11540: loss : 0.2499663084745407
2021-10-15 00:41:56,864 - CPSC2021 - INFO - Train step_11560: loss : 0.2545508146286011
2021-10-15 00:42:06,165 - CPSC2021 - INFO - Train step_11580: loss : 0.25573989748954773
2021-10-15 00:42:15,462 - CPSC2021 - INFO - Train step_11600: loss : 0.28562861680984497
2021-10-15 00:42:25,125 - CPSC2021 - INFO - Train step_11620: loss : 0.28447219729423523
2021-10-15 00:42:34,572 - CPSC2021 - INFO - Train step_11640: loss : 0.37004655599594116
2021-10-15 00:42:44,100 - CPSC2021 - INFO - Train step_11660: loss : 0.2689324915409088
2021-10-15 00:42:53,631 - CPSC2021 - INFO - Train step_11680: loss : 0.2520442605018616
2021-10-15 00:43:03,291 - CPSC2021 - INFO - Train step_11700: loss : 0.2521679997444153
2021-10-15 00:43:12,818 - CPSC2021 - INFO - Train step_11720: loss : 0.27721884846687317
2021-10-15 00:43:21,966 - CPSC2021 - INFO - Train step_11740: loss : 0.2905508279800415
2021-10-15 00:43:31,390 - CPSC2021 - INFO - Train step_11760: loss : 0.276588499546051
2021-10-15 00:43:40,834 - CPSC2021 - INFO - Train step_11780: loss : 0.2923223674297333
2021-10-15 00:43:50,267 - CPSC2021 - INFO - Train step_11800: loss : 0.3028228282928467
2021-10-15 00:43:59,714 - CPSC2021 - INFO - Train step_11820: loss : 0.27932390570640564
2021-10-15 00:44:08,972 - CPSC2021 - INFO - Train step_11840: loss : 0.2641165256500244
2021-10-15 00:44:18,455 - CPSC2021 - INFO - Train step_11860: loss : 0.27665162086486816
2021-10-15 00:44:27,652 - CPSC2021 - INFO - Train step_11880: loss : 0.2801320254802704
2021-10-15 00:44:37,158 - CPSC2021 - INFO - Train step_11900: loss : 0.2752660810947418
2021-10-15 00:44:46,273 - CPSC2021 - INFO - Train step_11920: loss : 0.26147469878196716
2021-10-15 00:44:55,756 - CPSC2021 - INFO - Train step_11940: loss : 0.2734757363796234
2021-10-15 00:45:05,075 - CPSC2021 - INFO - Train step_11960: loss : 0.2762637138366699
2021-10-15 00:45:14,843 - CPSC2021 - INFO - Train step_11980: loss : 0.2661329507827759
2021-10-15 00:45:24,219 - CPSC2021 - INFO - Train step_12000: loss : 0.2658081352710724
2021-10-15 00:45:33,711 - CPSC2021 - INFO - Train step_12020: loss : 0.3325243592262268
2021-10-15 00:45:43,118 - CPSC2021 - INFO - Train step_12040: loss : 0.2583586275577545
2021-10-15 00:45:52,367 - CPSC2021 - INFO - Train step_12060: loss : 0.2815246880054474
2021-10-15 00:46:01,754 - CPSC2021 - INFO - Train step_12080: loss : 0.262637197971344
2021-10-15 00:46:10,978 - CPSC2021 - INFO - Train step_12100: loss : 0.2464103400707245
2021-10-15 00:46:20,202 - CPSC2021 - INFO - Train step_12120: loss : 0.25519832968711853
2021-10-15 00:46:29,303 - CPSC2021 - INFO - Train step_12140: loss : 0.28114497661590576
2021-10-15 00:46:38,584 - CPSC2021 - INFO - Train step_12160: loss : 0.2776326537132263
2021-10-15 00:46:47,964 - CPSC2021 - INFO - Train step_12180: loss : 0.25142374634742737
2021-10-15 00:46:57,019 - CPSC2021 - INFO - Train step_12200: loss : 0.28230538964271545
2021-10-15 00:47:06,302 - CPSC2021 - INFO - Train step_12220: loss : 0.26968327164649963
2021-10-15 00:47:15,625 - CPSC2021 - INFO - Train step_12240: loss : 0.2638190984725952
2021-10-15 00:47:25,104 - CPSC2021 - INFO - Train step_12260: loss : 0.27255454659461975
2021-10-15 00:47:34,433 - CPSC2021 - INFO - Train step_12280: loss : 0.26920196413993835
2021-10-15 00:47:43,927 - CPSC2021 - INFO - Train step_12300: loss : 0.266238808631897
2021-10-15 00:47:53,187 - CPSC2021 - INFO - Train step_12320: loss : 0.27476853132247925
2021-10-15 00:48:02,509 - CPSC2021 - INFO - Train step_12340: loss : 0.2746751010417938
2021-10-15 00:48:11,997 - CPSC2021 - INFO - Train step_12360: loss : 0.2852025032043457
2021-10-15 00:48:21,067 - CPSC2021 - INFO - Train step_12380: loss : 0.25967875123023987
2021-10-15 00:48:30,731 - CPSC2021 - INFO - Train step_12400: loss : 0.2723939120769501
2021-10-15 00:48:40,108 - CPSC2021 - INFO - Train step_12420: loss : 0.2606193423271179
2021-10-15 00:48:49,828 - CPSC2021 - INFO - Train step_12440: loss : 0.26203811168670654
2021-10-15 00:48:59,129 - CPSC2021 - INFO - Train step_12460: loss : 0.2726914584636688
2021-10-15 00:49:08,522 - CPSC2021 - INFO - Train step_12480: loss : 0.29472631216049194
2021-10-15 00:49:17,624 - CPSC2021 - INFO - Train step_12500: loss : 0.2801505923271179
2021-10-15 00:49:26,990 - CPSC2021 - INFO - Train step_12520: loss : 0.28798070549964905
2021-10-15 00:49:36,660 - CPSC2021 - INFO - Train step_12540: loss : 0.2714269459247589
2021-10-15 00:49:45,877 - CPSC2021 - INFO - Train step_12560: loss : 0.277743399143219
2021-10-15 00:49:55,320 - CPSC2021 - INFO - Train step_12580: loss : 0.274404376745224
2021-10-15 00:50:04,500 - CPSC2021 - INFO - Train step_12600: loss : 0.29437899589538574
2021-10-15 00:50:13,840 - CPSC2021 - INFO - Train step_12620: loss : 0.28338003158569336
2021-10-15 00:50:23,238 - CPSC2021 - INFO - Train step_12640: loss : 0.2819571793079376
2021-10-15 00:50:32,679 - CPSC2021 - INFO - Train step_12660: loss : 0.2547523081302643
2021-10-15 00:50:41,748 - CPSC2021 - INFO - Train step_12680: loss : 0.2916971743106842
2021-10-15 00:50:51,341 - CPSC2021 - INFO - Train step_12700: loss : 0.2799643874168396
2021-10-15 00:51:00,789 - CPSC2021 - INFO - Train step_12720: loss : 0.2787531018257141
2021-10-15 00:51:10,036 - CPSC2021 - INFO - Train step_12740: loss : 0.27070683240890503
2021-10-15 00:51:19,423 - CPSC2021 - INFO - Train step_12760: loss : 0.27342715859413147
2021-10-15 00:57:30,891 - CPSC2021 - INFO -
Train epoch_8:
--------------------
train/epoch_loss: 443.690736413002
train/task_metric_main_score: 63357
test/task_metric_main_score: 12677
---------------------------------
2021-10-15 00:57:30,894 - CPSC2021 - INFO -
best metric = 12677,
obtained at epoch 1
2021-10-15 00:57:31,055 - CPSC2021 - INFO - Checkpoint 8 saved!
2021-10-15 00:57:34,624 - CPSC2021 - INFO - Train step_12780: loss : 0.28258174657821655
2021-10-15 00:57:43,573 - CPSC2021 - INFO - Train step_12800: loss : 0.2935805916786194
2021-10-15 00:57:52,754 - CPSC2021 - INFO - Train step_12820: loss : 0.2839164733886719
2021-10-15 00:58:01,678 - CPSC2021 - INFO - Train step_12840: loss : 0.26441967487335205
2021-10-15 00:58:10,895 - CPSC2021 - INFO - Train step_12860: loss : 0.2796301543712616