-
Notifications
You must be signed in to change notification settings - Fork 30
/
upernet_vitae_nc_base_rvsa_v3_wsz7_512x512_160k_potsdam_rgb_dpr10_lr6e5_lrd90_ps16_class5_ignore5.log.json
3211 lines (3211 loc) · 755 KB
/
upernet_vitae_nc_base_rvsa_v3_wsz7_512x512_160k_potsdam_rgb_dpr10_lr6e5_lrd90_ps16_class5_ignore5.log.json
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
{"env_info": "sys.platform: linux\nPython: 3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0]\nCUDA available: True\nGPU 0,1,2,3,4,5,6,7: A100-SXM4-40GB\nCUDA_HOME: /usr/local/cuda\nNVCC: Build cuda_11.1.TC455_06.29190527_0\nGCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0\nPyTorch: 1.9.0+cu111\nPyTorch compiling details: PyTorch built with:\n - GCC 7.3\n - C++ Version: 201402\n - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications\n - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb)\n - OpenMP 201511 (a.k.a. OpenMP 4.5)\n - NNPACK is enabled\n - CPU capability usage: AVX2\n - CUDA Runtime 11.1\n - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86\n - CuDNN 8.0.5\n - Magma 2.5.2\n - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, \n\nTorchVision: 0.10.0+cu111\nOpenCV: 4.4.0\nMMCV: 1.4.1\nMMCV Compiler: GCC 7.3\nMMCV CUDA Compiler: 11.1\nMMSegmentation: 0.21.0+", "seed": 1173162222, "exp_name": "upernet_vitae_nc_base_rvsa_v3_wsz7_512x512_160k_potsdam_rgb_dpr10_lr6e5_lrd90_ps16_class5_ignore5.py", "mmseg_version": "0.21.0+", "config": "norm_cfg = dict(type='SyncBN', requires_grad=True)\nmodel = dict(\n type='EncoderDecoder',\n pretrained=\n '../mae-main/output/mae_vitae_base_pretrn/millionAID_224/1600_0.75_0.00015_0.05_2048/checkpoint-1599-transform-no-average.pth',\n backbone=dict(\n type='ViTAE_NC_Win_RVSA_V3_WSZ7',\n img_size=512,\n embed_dim=768,\n depth=12,\n num_heads=12,\n mlp_ratio=4,\n qkv_bias=True,\n qk_scale=None,\n drop_rate=0.0,\n attn_drop_rate=0.0,\n drop_path_rate=0.1,\n use_abs_pos_emb=True,\n patch_size=16,\n out_indices=[3, 5, 7, 11],\n pretrained=\n '../mae-main/output/mae_vitae_base_pretrn/millionAID_224/1600_0.75_0.00015_0.05_2048/checkpoint-1599-transform-no-average.pth'\n ),\n decode_head=dict(\n type='UPerHead',\n in_channels=[768, 768, 768, 768],\n in_index=[0, 1, 2, 3],\n pool_scales=(1, 2, 3, 6),\n channels=512,\n dropout_ratio=0.1,\n num_classes=5,\n norm_cfg=dict(type='SyncBN', requires_grad=True),\n align_corners=False,\n loss_decode=dict(\n type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0),\n ignore_index=5),\n auxiliary_head=dict(\n type='FCNHead',\n in_channels=768,\n in_index=2,\n channels=256,\n num_convs=1,\n concat_input=False,\n dropout_ratio=0.1,\n num_classes=5,\n norm_cfg=dict(type='SyncBN', requires_grad=True),\n align_corners=False,\n loss_decode=dict(\n type='CrossEntropyLoss', use_sigmoid=False, loss_weight=0.4),\n ignore_index=5),\n train_cfg=dict(),\n test_cfg=dict(mode='slide', stride=(384, 384), crop_size=(512, 512)))\nlog_config = dict(\n interval=50, hooks=[dict(type='TextLoggerHook', by_epoch=False)])\ndist_params = dict(backend='nccl')\nlog_level = 'INFO'\nload_from = None\nresume_from = None\nworkflow = [('train', 1)]\ncudnn_benchmark = True\noptimizer = dict(\n type='AdamW',\n lr=6e-05,\n betas=(0.9, 0.999),\n weight_decay=0.05,\n constructor='LayerDecayOptimizerConstructor',\n paramwise_cfg=dict(num_layers=12, layer_decay_rate=0.9))\noptimizer_config = dict(grad_clip=None)\nlr_config = dict(\n policy='poly',\n warmup='linear',\n warmup_iters=1500,\n warmup_ratio=1e-06,\n power=1.0,\n min_lr=0.0,\n by_epoch=False)\nrunner = dict(type='IterBasedRunner', max_iters=160000)\ncheckpoint_config = dict(by_epoch=False, interval=16000)\nevaluation = dict(interval=16000, metric=['mIoU', 'mFscore'], pre_eval=True)\ndataset_type = 'PotsdamDataset'\ndata_root = '/workspace/CV/users/wangdi153/Dataset/potsdam_rgb_dataset/'\nimg_norm_cfg = dict(\n mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True)\ncrop_size = (512, 512)\ntrain_pipeline = [\n dict(type='LoadImageFromFile'),\n dict(type='LoadAnnotations', reduce_zero_label=False),\n dict(type='Resize', img_scale=(512, 512), ratio_range=(0.5, 2.0)),\n dict(type='RandomCrop', crop_size=(512, 512), cat_max_ratio=0.75),\n dict(type='RandomFlip', prob=0.5),\n dict(type='PhotoMetricDistortion'),\n dict(\n type='Normalize',\n mean=[123.675, 116.28, 103.53],\n std=[58.395, 57.12, 57.375],\n to_rgb=True),\n dict(type='Pad', size=(512, 512), pad_val=0, seg_pad_val=5),\n dict(type='DefaultFormatBundle'),\n dict(type='Collect', keys=['img', 'gt_semantic_seg'])\n]\nval_pipeline = [\n dict(type='LoadImageFromFile'),\n dict(\n type='MultiScaleFlipAug',\n img_scale=(512, 512),\n flip=False,\n transforms=[\n dict(type='Resize', keep_ratio=True),\n dict(type='RandomFlip'),\n dict(\n type='Normalize',\n mean=[123.675, 116.28, 103.53],\n std=[58.395, 57.12, 57.375],\n to_rgb=True),\n dict(type='Pad', size_divisor=512),\n dict(type='ImageToTensor', keys=['img']),\n dict(type='Collect', keys=['img'])\n ])\n]\ntest_pipeline = [\n dict(type='LoadImageFromFile'),\n dict(\n type='MultiScaleFlipAug',\n img_scale=None,\n img_ratios=[1.0],\n flip=False,\n transforms=[\n dict(type='Resize', keep_ratio=True),\n dict(type='RandomFlip'),\n dict(\n type='Normalize',\n mean=[123.675, 116.28, 103.53],\n std=[58.395, 57.12, 57.375],\n to_rgb=True),\n dict(type='ImageToTensor', keys=['img']),\n dict(type='Collect', keys=['img'])\n ])\n]\ndata = dict(\n samples_per_gpu=1,\n workers_per_gpu=2,\n train=dict(\n type='PotsdamDataset',\n data_root='/workspace/CV/users/wangdi153/Dataset/potsdam_rgb_dataset/',\n img_dir='img_dir/train',\n ann_dir='ann_dir/train',\n pipeline=[\n dict(type='LoadImageFromFile'),\n dict(type='LoadAnnotations', reduce_zero_label=False),\n dict(type='Resize', img_scale=(512, 512), ratio_range=(0.5, 2.0)),\n dict(type='RandomCrop', crop_size=(512, 512), cat_max_ratio=0.75),\n dict(type='RandomFlip', prob=0.5),\n dict(type='PhotoMetricDistortion'),\n dict(\n type='Normalize',\n mean=[123.675, 116.28, 103.53],\n std=[58.395, 57.12, 57.375],\n to_rgb=True),\n dict(type='Pad', size=(512, 512), pad_val=0, seg_pad_val=5),\n dict(type='DefaultFormatBundle'),\n dict(type='Collect', keys=['img', 'gt_semantic_seg'])\n ]),\n val=dict(\n type='PotsdamDataset',\n data_root='/workspace/CV/users/wangdi153/Dataset/potsdam_rgb_dataset/',\n img_dir='img_dir/val',\n ann_dir='ann_dir/val',\n pipeline=[\n dict(type='LoadImageFromFile'),\n dict(\n type='MultiScaleFlipAug',\n img_scale=(512, 512),\n flip=False,\n transforms=[\n dict(type='Resize', keep_ratio=True),\n dict(type='RandomFlip'),\n dict(\n type='Normalize',\n mean=[123.675, 116.28, 103.53],\n std=[58.395, 57.12, 57.375],\n to_rgb=True),\n dict(type='Pad', size_divisor=512),\n dict(type='ImageToTensor', keys=['img']),\n dict(type='Collect', keys=['img'])\n ])\n ]),\n test=dict(\n type='PotsdamDataset',\n data_root='/workspace/CV/users/wangdi153/Dataset/potsdam_rgb_dataset/',\n img_dir='img_dir/val_all',\n ann_dir='ann_dir/val_all',\n pipeline=[\n dict(type='LoadImageFromFile'),\n dict(\n type='MultiScaleFlipAug',\n img_scale=None,\n img_ratios=[1.0],\n flip=False,\n transforms=[\n dict(type='Resize', keep_ratio=True),\n dict(type='RandomFlip'),\n dict(\n type='Normalize',\n mean=[123.675, 116.28, 103.53],\n std=[58.395, 57.12, 57.375],\n to_rgb=True),\n dict(type='ImageToTensor', keys=['img']),\n dict(type='Collect', keys=['img'])\n ])\n ]))\nfind_unused_parameters = True\nwork_dir = './work_dirs/upernet_vitae_nc_base_rvsa_v3_wsz7_512x512_160k_potsdam_rgb_dpr10_lr6e5_lrd90_ps16_class5_ignore5'\ngpu_ids = range(0, 8)\nauto_resume = False\nseed = 1173162222\n", "CLASSES": ["impervious_surface", "building", "low_vegetation", "tree", "car", "clutter"], "PALETTE": [[255, 255, 255], [0, 0, 255], [0, 255, 255], [0, 255, 0], [255, 255, 0], [255, 0, 0]]}
{"mode": "train", "epoch": 1, "iter": 50, "lr": 0.0, "memory": 15696, "data_time": 0.00531, "decode.loss_ce": 1.29112, "decode.acc_seg": 24.98968, "aux.loss_ce": 0.52635, "aux.acc_seg": 17.91216, "loss": 1.81748, "time": 0.38603}
{"mode": "train", "epoch": 1, "iter": 100, "lr": 0.0, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 1.2509, "decode.acc_seg": 34.27495, "aux.loss_ce": 0.52935, "aux.acc_seg": 21.04253, "loss": 1.78025, "time": 0.27597}
{"mode": "train", "epoch": 1, "iter": 150, "lr": 0.0, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 1.11777, "decode.acc_seg": 41.52378, "aux.loss_ce": 0.51471, "aux.acc_seg": 26.15952, "loss": 1.63248, "time": 0.28097}
{"mode": "train", "epoch": 1, "iter": 200, "lr": 0.0, "memory": 15696, "data_time": 0.00278, "decode.loss_ce": 1.04324, "decode.acc_seg": 42.95074, "aux.loss_ce": 0.50965, "aux.acc_seg": 32.16559, "loss": 1.55289, "time": 0.28185}
{"mode": "train", "epoch": 1, "iter": 250, "lr": 0.0, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.92209, "decode.acc_seg": 47.41435, "aux.loss_ce": 0.48444, "aux.acc_seg": 38.70842, "loss": 1.40652, "time": 0.28432}
{"mode": "train", "epoch": 1, "iter": 300, "lr": 0.0, "memory": 15696, "data_time": 0.00277, "decode.loss_ce": 0.88172, "decode.acc_seg": 48.0292, "aux.loss_ce": 0.46383, "aux.acc_seg": 40.40639, "loss": 1.34555, "time": 0.27995}
{"mode": "train", "epoch": 1, "iter": 350, "lr": 0.0, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.84163, "decode.acc_seg": 49.17678, "aux.loss_ce": 0.441, "aux.acc_seg": 43.07515, "loss": 1.28262, "time": 0.27154}
{"mode": "train", "epoch": 1, "iter": 400, "lr": 0.0, "memory": 15696, "data_time": 0.00276, "decode.loss_ce": 0.78052, "decode.acc_seg": 52.43179, "aux.loss_ce": 0.4117, "aux.acc_seg": 46.17741, "loss": 1.19222, "time": 0.26965}
{"mode": "train", "epoch": 1, "iter": 450, "lr": 0.0, "memory": 15696, "data_time": 0.00286, "decode.loss_ce": 0.78696, "decode.acc_seg": 52.89308, "aux.loss_ce": 0.3995, "aux.acc_seg": 47.36539, "loss": 1.18646, "time": 0.25662}
{"mode": "train", "epoch": 1, "iter": 500, "lr": 1e-05, "memory": 15696, "data_time": 0.00282, "decode.loss_ce": 0.72988, "decode.acc_seg": 55.34049, "aux.loss_ce": 0.37188, "aux.acc_seg": 50.68955, "loss": 1.10177, "time": 0.25302}
{"mode": "train", "epoch": 1, "iter": 550, "lr": 1e-05, "memory": 15696, "data_time": 0.00302, "decode.loss_ce": 0.73641, "decode.acc_seg": 54.50872, "aux.loss_ce": 0.36581, "aux.acc_seg": 49.38591, "loss": 1.10223, "time": 0.24882}
{"mode": "train", "epoch": 1, "iter": 600, "lr": 1e-05, "memory": 15696, "data_time": 0.00277, "decode.loss_ce": 0.68464, "decode.acc_seg": 52.44873, "aux.loss_ce": 0.33682, "aux.acc_seg": 48.31442, "loss": 1.02146, "time": 0.24382}
{"mode": "train", "epoch": 1, "iter": 650, "lr": 1e-05, "memory": 15696, "data_time": 0.00283, "decode.loss_ce": 0.67443, "decode.acc_seg": 56.35158, "aux.loss_ce": 0.33088, "aux.acc_seg": 51.73152, "loss": 1.0053, "time": 0.24253}
{"mode": "train", "epoch": 1, "iter": 700, "lr": 1e-05, "memory": 15696, "data_time": 0.00282, "decode.loss_ce": 0.65725, "decode.acc_seg": 56.80385, "aux.loss_ce": 0.32118, "aux.acc_seg": 52.99215, "loss": 0.97842, "time": 0.24217}
{"mode": "train", "epoch": 1, "iter": 750, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.6135, "decode.acc_seg": 57.03588, "aux.loss_ce": 0.30069, "aux.acc_seg": 53.46091, "loss": 0.91419, "time": 0.2424}
{"mode": "train", "epoch": 1, "iter": 800, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.5981, "decode.acc_seg": 57.56692, "aux.loss_ce": 0.29308, "aux.acc_seg": 55.26299, "loss": 0.89118, "time": 0.24113}
{"mode": "train", "epoch": 1, "iter": 850, "lr": 1e-05, "memory": 15696, "data_time": 0.00283, "decode.loss_ce": 0.61631, "decode.acc_seg": 58.22662, "aux.loss_ce": 0.29551, "aux.acc_seg": 55.82626, "loss": 0.91181, "time": 0.23886}
{"mode": "train", "epoch": 1, "iter": 900, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.64277, "decode.acc_seg": 60.00541, "aux.loss_ce": 0.29557, "aux.acc_seg": 58.34631, "loss": 0.93833, "time": 0.23988}
{"mode": "train", "epoch": 1, "iter": 950, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.60274, "decode.acc_seg": 59.42729, "aux.loss_ce": 0.28286, "aux.acc_seg": 57.079, "loss": 0.8856, "time": 0.23754}
{"mode": "train", "epoch": 1, "iter": 1000, "lr": 1e-05, "memory": 15696, "data_time": 0.00292, "decode.loss_ce": 0.56817, "decode.acc_seg": 58.99425, "aux.loss_ce": 0.2687, "aux.acc_seg": 56.9024, "loss": 0.83687, "time": 0.23592}
{"mode": "train", "epoch": 1, "iter": 1050, "lr": 1e-05, "memory": 15696, "data_time": 0.00287, "decode.loss_ce": 0.53019, "decode.acc_seg": 60.84902, "aux.loss_ce": 0.25596, "aux.acc_seg": 58.15173, "loss": 0.78616, "time": 0.2354}
{"mode": "train", "epoch": 2, "iter": 1100, "lr": 1e-05, "memory": 15696, "data_time": 0.04576, "decode.loss_ce": 0.57541, "decode.acc_seg": 60.49975, "aux.loss_ce": 0.26881, "aux.acc_seg": 57.73384, "loss": 0.84422, "time": 0.28069}
{"mode": "train", "epoch": 2, "iter": 1150, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.55522, "decode.acc_seg": 59.47493, "aux.loss_ce": 0.25781, "aux.acc_seg": 57.08355, "loss": 0.81303, "time": 0.23765}
{"mode": "train", "epoch": 2, "iter": 1200, "lr": 1e-05, "memory": 15696, "data_time": 0.00279, "decode.loss_ce": 0.55477, "decode.acc_seg": 60.52781, "aux.loss_ce": 0.25396, "aux.acc_seg": 58.40782, "loss": 0.80873, "time": 0.23907}
{"mode": "train", "epoch": 2, "iter": 1250, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.53918, "decode.acc_seg": 61.6379, "aux.loss_ce": 0.25435, "aux.acc_seg": 59.1033, "loss": 0.79353, "time": 0.23519}
{"mode": "train", "epoch": 2, "iter": 1300, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.54642, "decode.acc_seg": 59.99737, "aux.loss_ce": 0.25315, "aux.acc_seg": 57.505, "loss": 0.79957, "time": 0.23782}
{"mode": "train", "epoch": 2, "iter": 1350, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.48631, "decode.acc_seg": 63.1811, "aux.loss_ce": 0.22961, "aux.acc_seg": 60.65927, "loss": 0.71592, "time": 0.23793}
{"mode": "train", "epoch": 2, "iter": 1400, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.51951, "decode.acc_seg": 63.45307, "aux.loss_ce": 0.24353, "aux.acc_seg": 60.94749, "loss": 0.76305, "time": 0.23567}
{"mode": "train", "epoch": 2, "iter": 1450, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.51761, "decode.acc_seg": 62.45461, "aux.loss_ce": 0.23714, "aux.acc_seg": 59.68611, "loss": 0.75476, "time": 0.23788}
{"mode": "train", "epoch": 2, "iter": 1500, "lr": 2e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.49175, "decode.acc_seg": 64.5246, "aux.loss_ce": 0.22948, "aux.acc_seg": 62.33596, "loss": 0.72123, "time": 0.23816}
{"mode": "train", "epoch": 2, "iter": 1550, "lr": 2e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.45714, "decode.acc_seg": 64.77452, "aux.loss_ce": 0.21359, "aux.acc_seg": 62.78527, "loss": 0.67073, "time": 0.23632}
{"mode": "train", "epoch": 2, "iter": 1600, "lr": 2e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.47397, "decode.acc_seg": 63.87109, "aux.loss_ce": 0.22072, "aux.acc_seg": 61.65664, "loss": 0.69469, "time": 0.23349}
{"mode": "train", "epoch": 2, "iter": 1650, "lr": 2e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.46747, "decode.acc_seg": 63.41416, "aux.loss_ce": 0.21666, "aux.acc_seg": 61.42524, "loss": 0.68413, "time": 0.23584}
{"mode": "train", "epoch": 2, "iter": 1700, "lr": 2e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.49074, "decode.acc_seg": 62.8635, "aux.loss_ce": 0.2186, "aux.acc_seg": 61.29866, "loss": 0.70934, "time": 0.2367}
{"mode": "train", "epoch": 2, "iter": 1750, "lr": 2e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.44921, "decode.acc_seg": 64.32334, "aux.loss_ce": 0.2042, "aux.acc_seg": 62.42774, "loss": 0.65341, "time": 0.23662}
{"mode": "train", "epoch": 2, "iter": 1800, "lr": 2e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.47751, "decode.acc_seg": 64.79369, "aux.loss_ce": 0.22137, "aux.acc_seg": 62.45916, "loss": 0.69888, "time": 0.23594}
{"mode": "train", "epoch": 2, "iter": 1850, "lr": 2e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.45107, "decode.acc_seg": 63.50193, "aux.loss_ce": 0.19798, "aux.acc_seg": 62.76943, "loss": 0.64905, "time": 0.23542}
{"mode": "train", "epoch": 2, "iter": 1900, "lr": 2e-05, "memory": 15696, "data_time": 0.00278, "decode.loss_ce": 0.44807, "decode.acc_seg": 64.6068, "aux.loss_ce": 0.2042, "aux.acc_seg": 63.03722, "loss": 0.65227, "time": 0.23746}
{"mode": "train", "epoch": 2, "iter": 1950, "lr": 2e-05, "memory": 15696, "data_time": 0.00277, "decode.loss_ce": 0.4673, "decode.acc_seg": 63.88577, "aux.loss_ce": 0.20844, "aux.acc_seg": 62.7256, "loss": 0.67575, "time": 0.23712}
{"mode": "train", "epoch": 2, "iter": 2000, "lr": 2e-05, "memory": 15696, "data_time": 0.00278, "decode.loss_ce": 0.41896, "decode.acc_seg": 65.48226, "aux.loss_ce": 0.19122, "aux.acc_seg": 63.89017, "loss": 0.61018, "time": 0.23582}
{"mode": "train", "epoch": 2, "iter": 2050, "lr": 2e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.46061, "decode.acc_seg": 64.36052, "aux.loss_ce": 0.20134, "aux.acc_seg": 63.01214, "loss": 0.66195, "time": 0.23711}
{"mode": "train", "epoch": 2, "iter": 2100, "lr": 2e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.47254, "decode.acc_seg": 64.74141, "aux.loss_ce": 0.2089, "aux.acc_seg": 63.28091, "loss": 0.68144, "time": 0.2348}
{"mode": "train", "epoch": 2, "iter": 2150, "lr": 2e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.44957, "decode.acc_seg": 63.24908, "aux.loss_ce": 0.20112, "aux.acc_seg": 61.48542, "loss": 0.65068, "time": 0.2361}
{"mode": "train", "epoch": 3, "iter": 2200, "lr": 2e-05, "memory": 15696, "data_time": 0.04725, "decode.loss_ce": 0.45555, "decode.acc_seg": 63.05169, "aux.loss_ce": 0.2055, "aux.acc_seg": 61.49506, "loss": 0.66105, "time": 0.28044}
{"mode": "train", "epoch": 3, "iter": 2250, "lr": 2e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.44165, "decode.acc_seg": 63.84673, "aux.loss_ce": 0.19553, "aux.acc_seg": 62.93166, "loss": 0.63717, "time": 0.23704}
{"mode": "train", "epoch": 3, "iter": 2300, "lr": 2e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.41162, "decode.acc_seg": 64.99268, "aux.loss_ce": 0.1834, "aux.acc_seg": 63.73422, "loss": 0.59502, "time": 0.23827}
{"mode": "train", "epoch": 3, "iter": 2350, "lr": 2e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.41019, "decode.acc_seg": 66.26751, "aux.loss_ce": 0.18849, "aux.acc_seg": 64.70198, "loss": 0.59867, "time": 0.23729}
{"mode": "train", "epoch": 3, "iter": 2400, "lr": 2e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.40929, "decode.acc_seg": 66.5054, "aux.loss_ce": 0.18697, "aux.acc_seg": 64.69199, "loss": 0.59626, "time": 0.238}
{"mode": "train", "epoch": 3, "iter": 2450, "lr": 2e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.4004, "decode.acc_seg": 65.09521, "aux.loss_ce": 0.18278, "aux.acc_seg": 63.2058, "loss": 0.58318, "time": 0.23597}
{"mode": "train", "epoch": 3, "iter": 2500, "lr": 2e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.44463, "decode.acc_seg": 65.54289, "aux.loss_ce": 0.19202, "aux.acc_seg": 64.5566, "loss": 0.63665, "time": 0.23787}
{"mode": "train", "epoch": 3, "iter": 2550, "lr": 2e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.43737, "decode.acc_seg": 68.554, "aux.loss_ce": 0.19565, "aux.acc_seg": 66.851, "loss": 0.63302, "time": 0.23713}
{"mode": "train", "epoch": 3, "iter": 2600, "lr": 2e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.42089, "decode.acc_seg": 67.82456, "aux.loss_ce": 0.18853, "aux.acc_seg": 66.44476, "loss": 0.60942, "time": 0.23788}
{"mode": "train", "epoch": 3, "iter": 2650, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.40211, "decode.acc_seg": 65.57719, "aux.loss_ce": 0.18136, "aux.acc_seg": 63.99238, "loss": 0.58347, "time": 0.24019}
{"mode": "train", "epoch": 3, "iter": 2700, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.41232, "decode.acc_seg": 66.18372, "aux.loss_ce": 0.18333, "aux.acc_seg": 64.64382, "loss": 0.59565, "time": 0.23966}
{"mode": "train", "epoch": 3, "iter": 2750, "lr": 1e-05, "memory": 15696, "data_time": 0.0028, "decode.loss_ce": 0.40302, "decode.acc_seg": 67.18589, "aux.loss_ce": 0.18254, "aux.acc_seg": 65.62871, "loss": 0.58556, "time": 0.236}
{"mode": "train", "epoch": 3, "iter": 2800, "lr": 1e-05, "memory": 15696, "data_time": 0.00281, "decode.loss_ce": 0.37667, "decode.acc_seg": 65.62249, "aux.loss_ce": 0.16987, "aux.acc_seg": 64.18695, "loss": 0.54654, "time": 0.2363}
{"mode": "train", "epoch": 3, "iter": 2850, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.42631, "decode.acc_seg": 68.333, "aux.loss_ce": 0.19116, "aux.acc_seg": 66.72417, "loss": 0.61747, "time": 0.23624}
{"mode": "train", "epoch": 3, "iter": 2900, "lr": 1e-05, "memory": 15696, "data_time": 0.00285, "decode.loss_ce": 0.39381, "decode.acc_seg": 68.4621, "aux.loss_ce": 0.17756, "aux.acc_seg": 67.14434, "loss": 0.57137, "time": 0.23746}
{"mode": "train", "epoch": 3, "iter": 2950, "lr": 1e-05, "memory": 15696, "data_time": 0.00278, "decode.loss_ce": 0.39359, "decode.acc_seg": 67.53838, "aux.loss_ce": 0.17797, "aux.acc_seg": 65.96737, "loss": 0.57156, "time": 0.23578}
{"mode": "train", "epoch": 3, "iter": 3000, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.35136, "decode.acc_seg": 67.68301, "aux.loss_ce": 0.15897, "aux.acc_seg": 66.24043, "loss": 0.51033, "time": 0.23716}
{"mode": "train", "epoch": 3, "iter": 3050, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.3984, "decode.acc_seg": 67.38276, "aux.loss_ce": 0.17915, "aux.acc_seg": 65.49826, "loss": 0.57755, "time": 0.23755}
{"mode": "train", "epoch": 3, "iter": 3100, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.35975, "decode.acc_seg": 69.80306, "aux.loss_ce": 0.16314, "aux.acc_seg": 68.23028, "loss": 0.52289, "time": 0.23828}
{"mode": "train", "epoch": 3, "iter": 3150, "lr": 1e-05, "memory": 15696, "data_time": 0.00278, "decode.loss_ce": 0.34037, "decode.acc_seg": 68.50453, "aux.loss_ce": 0.15555, "aux.acc_seg": 66.95197, "loss": 0.49592, "time": 0.23485}
{"mode": "train", "epoch": 3, "iter": 3200, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.37395, "decode.acc_seg": 69.90688, "aux.loss_ce": 0.17306, "aux.acc_seg": 67.84815, "loss": 0.54701, "time": 0.23727}
{"mode": "train", "epoch": 3, "iter": 3250, "lr": 1e-05, "memory": 15696, "data_time": 0.04451, "decode.loss_ce": 0.36063, "decode.acc_seg": 67.15197, "aux.loss_ce": 0.15643, "aux.acc_seg": 66.33189, "loss": 0.51706, "time": 0.28152}
{"mode": "train", "epoch": 4, "iter": 3300, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.35855, "decode.acc_seg": 68.32576, "aux.loss_ce": 0.16077, "aux.acc_seg": 66.86913, "loss": 0.51932, "time": 0.23608}
{"mode": "train", "epoch": 4, "iter": 3350, "lr": 1e-05, "memory": 15696, "data_time": 0.00279, "decode.loss_ce": 0.37669, "decode.acc_seg": 67.68239, "aux.loss_ce": 0.16717, "aux.acc_seg": 66.33014, "loss": 0.54386, "time": 0.23495}
{"mode": "train", "epoch": 4, "iter": 3400, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.3588, "decode.acc_seg": 66.7489, "aux.loss_ce": 0.1621, "aux.acc_seg": 65.10647, "loss": 0.52091, "time": 0.23525}
{"mode": "train", "epoch": 4, "iter": 3450, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.33535, "decode.acc_seg": 68.89694, "aux.loss_ce": 0.15583, "aux.acc_seg": 67.1394, "loss": 0.49118, "time": 0.23582}
{"mode": "train", "epoch": 4, "iter": 3500, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.33484, "decode.acc_seg": 69.10232, "aux.loss_ce": 0.15469, "aux.acc_seg": 67.65997, "loss": 0.48953, "time": 0.23189}
{"mode": "train", "epoch": 4, "iter": 3550, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.38773, "decode.acc_seg": 66.7572, "aux.loss_ce": 0.1714, "aux.acc_seg": 65.02407, "loss": 0.55913, "time": 0.23281}
{"mode": "train", "epoch": 4, "iter": 3600, "lr": 1e-05, "memory": 15696, "data_time": 0.00279, "decode.loss_ce": 0.38482, "decode.acc_seg": 69.70049, "aux.loss_ce": 0.1719, "aux.acc_seg": 68.01282, "loss": 0.55671, "time": 0.23343}
{"mode": "train", "epoch": 4, "iter": 3650, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.35432, "decode.acc_seg": 68.52569, "aux.loss_ce": 0.16096, "aux.acc_seg": 66.9402, "loss": 0.51528, "time": 0.23225}
{"mode": "train", "epoch": 4, "iter": 3700, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.33856, "decode.acc_seg": 70.14672, "aux.loss_ce": 0.1529, "aux.acc_seg": 68.62139, "loss": 0.49146, "time": 0.23556}
{"mode": "train", "epoch": 4, "iter": 3750, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.34003, "decode.acc_seg": 66.23877, "aux.loss_ce": 0.15765, "aux.acc_seg": 64.23441, "loss": 0.49769, "time": 0.23655}
{"mode": "train", "epoch": 4, "iter": 3800, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.35502, "decode.acc_seg": 69.9064, "aux.loss_ce": 0.16513, "aux.acc_seg": 67.85936, "loss": 0.52016, "time": 0.23853}
{"mode": "train", "epoch": 4, "iter": 3850, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.37445, "decode.acc_seg": 69.41183, "aux.loss_ce": 0.17361, "aux.acc_seg": 67.37602, "loss": 0.54806, "time": 0.23292}
{"mode": "train", "epoch": 4, "iter": 3900, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.36148, "decode.acc_seg": 68.32848, "aux.loss_ce": 0.1603, "aux.acc_seg": 67.28121, "loss": 0.52178, "time": 0.2341}
{"mode": "train", "epoch": 4, "iter": 3950, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.36692, "decode.acc_seg": 66.04846, "aux.loss_ce": 0.16381, "aux.acc_seg": 64.96847, "loss": 0.53073, "time": 0.23413}
{"mode": "train", "epoch": 4, "iter": 4000, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.35039, "decode.acc_seg": 69.59332, "aux.loss_ce": 0.15407, "aux.acc_seg": 68.28152, "loss": 0.50446, "time": 0.23485}
{"mode": "train", "epoch": 4, "iter": 4050, "lr": 1e-05, "memory": 15696, "data_time": 0.00281, "decode.loss_ce": 0.36007, "decode.acc_seg": 71.73163, "aux.loss_ce": 0.16162, "aux.acc_seg": 70.10406, "loss": 0.52169, "time": 0.23435}
{"mode": "train", "epoch": 4, "iter": 4100, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.41115, "decode.acc_seg": 66.25789, "aux.loss_ce": 0.17882, "aux.acc_seg": 65.15703, "loss": 0.58997, "time": 0.23384}
{"mode": "train", "epoch": 4, "iter": 4150, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.3481, "decode.acc_seg": 68.0955, "aux.loss_ce": 0.1608, "aux.acc_seg": 66.29069, "loss": 0.50891, "time": 0.23205}
{"mode": "train", "epoch": 4, "iter": 4200, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.33517, "decode.acc_seg": 69.7387, "aux.loss_ce": 0.15078, "aux.acc_seg": 68.4556, "loss": 0.48595, "time": 0.22961}
{"mode": "train", "epoch": 4, "iter": 4250, "lr": 1e-05, "memory": 15696, "data_time": 0.00284, "decode.loss_ce": 0.31647, "decode.acc_seg": 70.73762, "aux.loss_ce": 0.14901, "aux.acc_seg": 68.87948, "loss": 0.46548, "time": 0.23244}
{"mode": "train", "epoch": 4, "iter": 4300, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.35268, "decode.acc_seg": 68.67126, "aux.loss_ce": 0.15608, "aux.acc_seg": 67.59598, "loss": 0.50876, "time": 0.23217}
{"mode": "train", "epoch": 5, "iter": 4350, "lr": 1e-05, "memory": 15696, "data_time": 0.04668, "decode.loss_ce": 0.33553, "decode.acc_seg": 70.50916, "aux.loss_ce": 0.14966, "aux.acc_seg": 69.11725, "loss": 0.48519, "time": 0.27593}
{"mode": "train", "epoch": 5, "iter": 4400, "lr": 1e-05, "memory": 15696, "data_time": 0.00303, "decode.loss_ce": 0.31897, "decode.acc_seg": 68.74222, "aux.loss_ce": 0.14754, "aux.acc_seg": 67.26486, "loss": 0.4665, "time": 0.23458}
{"mode": "train", "epoch": 5, "iter": 4450, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.32575, "decode.acc_seg": 67.34302, "aux.loss_ce": 0.14706, "aux.acc_seg": 66.46138, "loss": 0.47281, "time": 0.23408}
{"mode": "train", "epoch": 5, "iter": 4500, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.30692, "decode.acc_seg": 69.13355, "aux.loss_ce": 0.1391, "aux.acc_seg": 67.70067, "loss": 0.44603, "time": 0.23239}
{"mode": "train", "epoch": 5, "iter": 4550, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.3383, "decode.acc_seg": 66.63628, "aux.loss_ce": 0.14951, "aux.acc_seg": 65.20682, "loss": 0.48781, "time": 0.23139}
{"mode": "train", "epoch": 5, "iter": 4600, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.31724, "decode.acc_seg": 68.44262, "aux.loss_ce": 0.14563, "aux.acc_seg": 66.89572, "loss": 0.46287, "time": 0.23334}
{"mode": "train", "epoch": 5, "iter": 4650, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.31123, "decode.acc_seg": 71.73982, "aux.loss_ce": 0.14202, "aux.acc_seg": 70.32176, "loss": 0.45326, "time": 0.23474}
{"mode": "train", "epoch": 5, "iter": 4700, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.3421, "decode.acc_seg": 70.00795, "aux.loss_ce": 0.1512, "aux.acc_seg": 68.85644, "loss": 0.4933, "time": 0.23359}
{"mode": "train", "epoch": 5, "iter": 4750, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.31881, "decode.acc_seg": 70.42365, "aux.loss_ce": 0.14641, "aux.acc_seg": 68.66022, "loss": 0.46522, "time": 0.23073}
{"mode": "train", "epoch": 5, "iter": 4800, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.30458, "decode.acc_seg": 69.62058, "aux.loss_ce": 0.14333, "aux.acc_seg": 67.66732, "loss": 0.44791, "time": 0.23295}
{"mode": "train", "epoch": 5, "iter": 4850, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.31822, "decode.acc_seg": 69.52409, "aux.loss_ce": 0.1468, "aux.acc_seg": 67.66687, "loss": 0.46502, "time": 0.23262}
{"mode": "train", "epoch": 5, "iter": 4900, "lr": 1e-05, "memory": 15696, "data_time": 0.00282, "decode.loss_ce": 0.35706, "decode.acc_seg": 70.66249, "aux.loss_ce": 0.15709, "aux.acc_seg": 70.03096, "loss": 0.51415, "time": 0.23385}
{"mode": "train", "epoch": 5, "iter": 4950, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.29938, "decode.acc_seg": 68.39827, "aux.loss_ce": 0.13751, "aux.acc_seg": 67.27379, "loss": 0.43689, "time": 0.23244}
{"mode": "train", "epoch": 5, "iter": 5000, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.32981, "decode.acc_seg": 69.08112, "aux.loss_ce": 0.15143, "aux.acc_seg": 67.13181, "loss": 0.48124, "time": 0.23352}
{"mode": "train", "epoch": 5, "iter": 5050, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.34558, "decode.acc_seg": 68.60086, "aux.loss_ce": 0.15346, "aux.acc_seg": 67.46339, "loss": 0.49905, "time": 0.23215}
{"mode": "train", "epoch": 5, "iter": 5100, "lr": 1e-05, "memory": 15696, "data_time": 0.00279, "decode.loss_ce": 0.36566, "decode.acc_seg": 69.28908, "aux.loss_ce": 0.15959, "aux.acc_seg": 68.16443, "loss": 0.52525, "time": 0.23377}
{"mode": "train", "epoch": 5, "iter": 5150, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.31587, "decode.acc_seg": 69.9999, "aux.loss_ce": 0.14405, "aux.acc_seg": 68.21533, "loss": 0.45992, "time": 0.2338}
{"mode": "train", "epoch": 5, "iter": 5200, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.30995, "decode.acc_seg": 71.361, "aux.loss_ce": 0.14077, "aux.acc_seg": 69.97587, "loss": 0.45072, "time": 0.23062}
{"mode": "train", "epoch": 5, "iter": 5250, "lr": 1e-05, "memory": 15696, "data_time": 0.00279, "decode.loss_ce": 0.30847, "decode.acc_seg": 66.93669, "aux.loss_ce": 0.14349, "aux.acc_seg": 65.30624, "loss": 0.45196, "time": 0.23379}
{"mode": "train", "epoch": 5, "iter": 5300, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.31484, "decode.acc_seg": 73.54139, "aux.loss_ce": 0.14333, "aux.acc_seg": 71.96635, "loss": 0.45817, "time": 0.23481}
{"mode": "train", "epoch": 5, "iter": 5350, "lr": 1e-05, "memory": 15696, "data_time": 0.00277, "decode.loss_ce": 0.30944, "decode.acc_seg": 70.28814, "aux.loss_ce": 0.14163, "aux.acc_seg": 68.74896, "loss": 0.45107, "time": 0.23439}
{"mode": "train", "epoch": 5, "iter": 5400, "lr": 1e-05, "memory": 15696, "data_time": 0.00287, "decode.loss_ce": 0.31399, "decode.acc_seg": 67.1837, "aux.loss_ce": 0.14187, "aux.acc_seg": 65.90988, "loss": 0.45585, "time": 0.23277}
{"mode": "train", "epoch": 6, "iter": 5450, "lr": 1e-05, "memory": 15696, "data_time": 0.04496, "decode.loss_ce": 0.31071, "decode.acc_seg": 71.62294, "aux.loss_ce": 0.14893, "aux.acc_seg": 69.47733, "loss": 0.45964, "time": 0.27891}
{"mode": "train", "epoch": 6, "iter": 5500, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.30353, "decode.acc_seg": 70.25374, "aux.loss_ce": 0.13679, "aux.acc_seg": 68.81802, "loss": 0.44032, "time": 0.2343}
{"mode": "train", "epoch": 6, "iter": 5550, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.32403, "decode.acc_seg": 70.20941, "aux.loss_ce": 0.14696, "aux.acc_seg": 68.95837, "loss": 0.47099, "time": 0.23287}
{"mode": "train", "epoch": 6, "iter": 5600, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.31362, "decode.acc_seg": 70.1345, "aux.loss_ce": 0.142, "aux.acc_seg": 68.57623, "loss": 0.45562, "time": 0.23269}
{"mode": "train", "epoch": 6, "iter": 5650, "lr": 1e-05, "memory": 15696, "data_time": 0.00295, "decode.loss_ce": 0.28493, "decode.acc_seg": 72.38096, "aux.loss_ce": 0.13384, "aux.acc_seg": 70.53749, "loss": 0.41877, "time": 0.23606}
{"mode": "train", "epoch": 6, "iter": 5700, "lr": 1e-05, "memory": 15696, "data_time": 0.00276, "decode.loss_ce": 0.32316, "decode.acc_seg": 68.9989, "aux.loss_ce": 0.14504, "aux.acc_seg": 67.67341, "loss": 0.4682, "time": 0.23419}
{"mode": "train", "epoch": 6, "iter": 5750, "lr": 1e-05, "memory": 15696, "data_time": 0.00277, "decode.loss_ce": 0.29607, "decode.acc_seg": 71.06378, "aux.loss_ce": 0.1342, "aux.acc_seg": 69.98666, "loss": 0.43027, "time": 0.2309}
{"mode": "train", "epoch": 6, "iter": 5800, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.30305, "decode.acc_seg": 68.06041, "aux.loss_ce": 0.13574, "aux.acc_seg": 66.85625, "loss": 0.43878, "time": 0.23443}
{"mode": "train", "epoch": 6, "iter": 5850, "lr": 1e-05, "memory": 15696, "data_time": 0.00284, "decode.loss_ce": 0.32122, "decode.acc_seg": 69.33765, "aux.loss_ce": 0.14321, "aux.acc_seg": 68.00069, "loss": 0.46442, "time": 0.23202}
{"mode": "train", "epoch": 6, "iter": 5900, "lr": 1e-05, "memory": 15696, "data_time": 0.00277, "decode.loss_ce": 0.30852, "decode.acc_seg": 71.4584, "aux.loss_ce": 0.14284, "aux.acc_seg": 69.73277, "loss": 0.45135, "time": 0.23038}
{"mode": "train", "epoch": 6, "iter": 5950, "lr": 1e-05, "memory": 15696, "data_time": 0.00278, "decode.loss_ce": 0.30607, "decode.acc_seg": 71.4387, "aux.loss_ce": 0.13661, "aux.acc_seg": 70.16056, "loss": 0.44269, "time": 0.23205}
{"mode": "train", "epoch": 6, "iter": 6000, "lr": 1e-05, "memory": 15696, "data_time": 0.00281, "decode.loss_ce": 0.28023, "decode.acc_seg": 68.37867, "aux.loss_ce": 0.1313, "aux.acc_seg": 66.65724, "loss": 0.41153, "time": 0.23383}
{"mode": "train", "epoch": 6, "iter": 6050, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.31512, "decode.acc_seg": 70.19113, "aux.loss_ce": 0.14305, "aux.acc_seg": 68.1731, "loss": 0.45817, "time": 0.23614}
{"mode": "train", "epoch": 6, "iter": 6100, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.30622, "decode.acc_seg": 69.69027, "aux.loss_ce": 0.13555, "aux.acc_seg": 68.5647, "loss": 0.44177, "time": 0.23408}
{"mode": "train", "epoch": 6, "iter": 6150, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.28389, "decode.acc_seg": 71.39536, "aux.loss_ce": 0.13374, "aux.acc_seg": 69.33727, "loss": 0.41763, "time": 0.22904}
{"mode": "train", "epoch": 6, "iter": 6200, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.3119, "decode.acc_seg": 69.18628, "aux.loss_ce": 0.1437, "aux.acc_seg": 67.19674, "loss": 0.4556, "time": 0.23357}
{"mode": "train", "epoch": 6, "iter": 6250, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.29795, "decode.acc_seg": 68.49775, "aux.loss_ce": 0.13475, "aux.acc_seg": 67.26125, "loss": 0.4327, "time": 0.23555}
{"mode": "train", "epoch": 6, "iter": 6300, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.30177, "decode.acc_seg": 71.49896, "aux.loss_ce": 0.13854, "aux.acc_seg": 69.75961, "loss": 0.44031, "time": 0.23403}
{"mode": "train", "epoch": 6, "iter": 6350, "lr": 1e-05, "memory": 15696, "data_time": 0.00277, "decode.loss_ce": 0.30527, "decode.acc_seg": 73.03151, "aux.loss_ce": 0.1433, "aux.acc_seg": 71.20308, "loss": 0.44856, "time": 0.23454}
{"mode": "train", "epoch": 6, "iter": 6400, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.2808, "decode.acc_seg": 72.29481, "aux.loss_ce": 0.13052, "aux.acc_seg": 70.52263, "loss": 0.41133, "time": 0.23245}
{"mode": "train", "epoch": 6, "iter": 6450, "lr": 1e-05, "memory": 15696, "data_time": 0.00279, "decode.loss_ce": 0.29564, "decode.acc_seg": 71.95328, "aux.loss_ce": 0.13501, "aux.acc_seg": 70.47483, "loss": 0.43065, "time": 0.2338}
{"mode": "train", "epoch": 7, "iter": 6500, "lr": 1e-05, "memory": 15696, "data_time": 0.04565, "decode.loss_ce": 0.28536, "decode.acc_seg": 70.70664, "aux.loss_ce": 0.13464, "aux.acc_seg": 68.82315, "loss": 0.42, "time": 0.279}
{"mode": "train", "epoch": 7, "iter": 6550, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.26166, "decode.acc_seg": 73.17718, "aux.loss_ce": 0.12289, "aux.acc_seg": 71.54886, "loss": 0.38455, "time": 0.23108}
{"mode": "train", "epoch": 7, "iter": 6600, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.26539, "decode.acc_seg": 69.8144, "aux.loss_ce": 0.12264, "aux.acc_seg": 68.60432, "loss": 0.38803, "time": 0.23372}
{"mode": "train", "epoch": 7, "iter": 6650, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.30575, "decode.acc_seg": 70.03966, "aux.loss_ce": 0.13674, "aux.acc_seg": 68.65694, "loss": 0.44249, "time": 0.23209}
{"mode": "train", "epoch": 7, "iter": 6700, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.3004, "decode.acc_seg": 70.97304, "aux.loss_ce": 0.13389, "aux.acc_seg": 69.80677, "loss": 0.43429, "time": 0.23105}
{"mode": "train", "epoch": 7, "iter": 6750, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.28562, "decode.acc_seg": 71.00802, "aux.loss_ce": 0.13006, "aux.acc_seg": 69.77567, "loss": 0.41568, "time": 0.23193}
{"mode": "train", "epoch": 7, "iter": 6800, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.28872, "decode.acc_seg": 71.23973, "aux.loss_ce": 0.13684, "aux.acc_seg": 69.6897, "loss": 0.42556, "time": 0.23495}
{"mode": "train", "epoch": 7, "iter": 6850, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.29006, "decode.acc_seg": 69.60718, "aux.loss_ce": 0.12973, "aux.acc_seg": 68.07518, "loss": 0.41979, "time": 0.23559}
{"mode": "train", "epoch": 7, "iter": 6900, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.27709, "decode.acc_seg": 69.95187, "aux.loss_ce": 0.13011, "aux.acc_seg": 68.10834, "loss": 0.4072, "time": 0.23118}
{"mode": "train", "epoch": 7, "iter": 6950, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.31167, "decode.acc_seg": 73.54808, "aux.loss_ce": 0.14332, "aux.acc_seg": 71.95535, "loss": 0.45499, "time": 0.23205}
{"mode": "train", "epoch": 7, "iter": 7000, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.28251, "decode.acc_seg": 69.59436, "aux.loss_ce": 0.12613, "aux.acc_seg": 68.67189, "loss": 0.40864, "time": 0.23123}
{"mode": "train", "epoch": 7, "iter": 7050, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.28417, "decode.acc_seg": 70.43215, "aux.loss_ce": 0.13021, "aux.acc_seg": 68.90453, "loss": 0.41438, "time": 0.23426}
{"mode": "train", "epoch": 7, "iter": 7100, "lr": 1e-05, "memory": 15696, "data_time": 0.0029, "decode.loss_ce": 0.31823, "decode.acc_seg": 69.37158, "aux.loss_ce": 0.1434, "aux.acc_seg": 67.85303, "loss": 0.46163, "time": 0.23279}
{"mode": "train", "epoch": 7, "iter": 7150, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.28079, "decode.acc_seg": 71.02544, "aux.loss_ce": 0.12899, "aux.acc_seg": 69.71717, "loss": 0.40978, "time": 0.23101}
{"mode": "train", "epoch": 7, "iter": 7200, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.27919, "decode.acc_seg": 68.96102, "aux.loss_ce": 0.13098, "aux.acc_seg": 67.37664, "loss": 0.41017, "time": 0.2338}
{"mode": "train", "epoch": 7, "iter": 7250, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.27117, "decode.acc_seg": 71.03878, "aux.loss_ce": 0.129, "aux.acc_seg": 69.23776, "loss": 0.40018, "time": 0.2336}
{"mode": "train", "epoch": 7, "iter": 7300, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.29818, "decode.acc_seg": 70.6712, "aux.loss_ce": 0.13283, "aux.acc_seg": 69.60888, "loss": 0.43101, "time": 0.23496}
{"mode": "train", "epoch": 7, "iter": 7350, "lr": 1e-05, "memory": 15696, "data_time": 0.00289, "decode.loss_ce": 0.29453, "decode.acc_seg": 68.10488, "aux.loss_ce": 0.13116, "aux.acc_seg": 66.93816, "loss": 0.4257, "time": 0.23279}
{"mode": "train", "epoch": 7, "iter": 7400, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.28756, "decode.acc_seg": 71.37774, "aux.loss_ce": 0.12689, "aux.acc_seg": 70.42369, "loss": 0.41445, "time": 0.23245}
{"mode": "train", "epoch": 7, "iter": 7450, "lr": 1e-05, "memory": 15696, "data_time": 0.0029, "decode.loss_ce": 0.28645, "decode.acc_seg": 71.26688, "aux.loss_ce": 0.13535, "aux.acc_seg": 69.55752, "loss": 0.4218, "time": 0.2317}
{"mode": "train", "epoch": 7, "iter": 7500, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.26956, "decode.acc_seg": 69.55098, "aux.loss_ce": 0.12377, "aux.acc_seg": 68.26895, "loss": 0.39333, "time": 0.2337}
{"mode": "train", "epoch": 7, "iter": 7550, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.25, "decode.acc_seg": 71.81797, "aux.loss_ce": 0.12267, "aux.acc_seg": 69.56941, "loss": 0.37267, "time": 0.23187}
{"mode": "train", "epoch": 8, "iter": 7600, "lr": 1e-05, "memory": 15696, "data_time": 0.04609, "decode.loss_ce": 0.25566, "decode.acc_seg": 70.42683, "aux.loss_ce": 0.11971, "aux.acc_seg": 68.75657, "loss": 0.37537, "time": 0.27851}
{"mode": "train", "epoch": 8, "iter": 7650, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.28279, "decode.acc_seg": 70.36627, "aux.loss_ce": 0.13079, "aux.acc_seg": 68.84244, "loss": 0.41358, "time": 0.23345}
{"mode": "train", "epoch": 8, "iter": 7700, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.26211, "decode.acc_seg": 72.41919, "aux.loss_ce": 0.12512, "aux.acc_seg": 70.51276, "loss": 0.38723, "time": 0.23331}
{"mode": "train", "epoch": 8, "iter": 7750, "lr": 1e-05, "memory": 15696, "data_time": 0.00412, "decode.loss_ce": 0.28506, "decode.acc_seg": 70.72904, "aux.loss_ce": 0.13315, "aux.acc_seg": 68.40181, "loss": 0.41821, "time": 0.23546}
{"mode": "train", "epoch": 8, "iter": 7800, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.27367, "decode.acc_seg": 70.12712, "aux.loss_ce": 0.12631, "aux.acc_seg": 68.30171, "loss": 0.39998, "time": 0.22976}
{"mode": "train", "epoch": 8, "iter": 7850, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.2862, "decode.acc_seg": 73.91266, "aux.loss_ce": 0.13207, "aux.acc_seg": 72.41415, "loss": 0.41827, "time": 0.23376}
{"mode": "train", "epoch": 8, "iter": 7900, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.27999, "decode.acc_seg": 73.47894, "aux.loss_ce": 0.12924, "aux.acc_seg": 71.99244, "loss": 0.40922, "time": 0.2326}
{"mode": "train", "epoch": 8, "iter": 7950, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.28833, "decode.acc_seg": 71.45205, "aux.loss_ce": 0.13554, "aux.acc_seg": 69.32546, "loss": 0.42387, "time": 0.2323}
{"mode": "train", "epoch": 8, "iter": 8000, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.28394, "decode.acc_seg": 71.75122, "aux.loss_ce": 0.12833, "aux.acc_seg": 70.36837, "loss": 0.41227, "time": 0.23218}
{"mode": "train", "epoch": 8, "iter": 8050, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.27862, "decode.acc_seg": 71.16892, "aux.loss_ce": 0.12719, "aux.acc_seg": 69.85072, "loss": 0.40581, "time": 0.23648}
{"mode": "train", "epoch": 8, "iter": 8100, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.28275, "decode.acc_seg": 71.67338, "aux.loss_ce": 0.13165, "aux.acc_seg": 69.96784, "loss": 0.4144, "time": 0.23367}
{"mode": "train", "epoch": 8, "iter": 8150, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.25347, "decode.acc_seg": 73.36497, "aux.loss_ce": 0.12167, "aux.acc_seg": 71.53412, "loss": 0.37514, "time": 0.232}
{"mode": "train", "epoch": 8, "iter": 8200, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.29109, "decode.acc_seg": 70.30369, "aux.loss_ce": 0.13168, "aux.acc_seg": 69.00934, "loss": 0.42277, "time": 0.23329}
{"mode": "train", "epoch": 8, "iter": 8250, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.25052, "decode.acc_seg": 70.20808, "aux.loss_ce": 0.1102, "aux.acc_seg": 69.5505, "loss": 0.36072, "time": 0.23205}
{"mode": "train", "epoch": 8, "iter": 8300, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.25482, "decode.acc_seg": 72.23056, "aux.loss_ce": 0.11452, "aux.acc_seg": 71.02221, "loss": 0.36933, "time": 0.23233}
{"mode": "train", "epoch": 8, "iter": 8350, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.2607, "decode.acc_seg": 69.6942, "aux.loss_ce": 0.11989, "aux.acc_seg": 68.44619, "loss": 0.38059, "time": 0.23136}
{"mode": "train", "epoch": 8, "iter": 8400, "lr": 1e-05, "memory": 15696, "data_time": 0.00279, "decode.loss_ce": 0.24676, "decode.acc_seg": 70.82263, "aux.loss_ce": 0.11531, "aux.acc_seg": 69.03378, "loss": 0.36206, "time": 0.23668}
{"mode": "train", "epoch": 8, "iter": 8450, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.27156, "decode.acc_seg": 70.95373, "aux.loss_ce": 0.12472, "aux.acc_seg": 69.36486, "loss": 0.39628, "time": 0.23267}
{"mode": "train", "epoch": 8, "iter": 8500, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.28888, "decode.acc_seg": 72.68959, "aux.loss_ce": 0.13241, "aux.acc_seg": 71.13365, "loss": 0.42129, "time": 0.23444}
{"mode": "train", "epoch": 8, "iter": 8550, "lr": 1e-05, "memory": 15696, "data_time": 0.00276, "decode.loss_ce": 0.27908, "decode.acc_seg": 72.46004, "aux.loss_ce": 0.12667, "aux.acc_seg": 70.98267, "loss": 0.40575, "time": 0.23214}
{"mode": "train", "epoch": 8, "iter": 8600, "lr": 1e-05, "memory": 15696, "data_time": 0.00283, "decode.loss_ce": 0.26875, "decode.acc_seg": 73.50752, "aux.loss_ce": 0.12263, "aux.acc_seg": 72.07673, "loss": 0.39139, "time": 0.2351}
{"mode": "train", "epoch": 8, "iter": 8650, "lr": 1e-05, "memory": 15696, "data_time": 0.00286, "decode.loss_ce": 0.27876, "decode.acc_seg": 70.72377, "aux.loss_ce": 0.1292, "aux.acc_seg": 69.53903, "loss": 0.40796, "time": 0.23473}
{"mode": "train", "epoch": 9, "iter": 8700, "lr": 1e-05, "memory": 15696, "data_time": 0.04562, "decode.loss_ce": 0.27583, "decode.acc_seg": 70.31121, "aux.loss_ce": 0.12616, "aux.acc_seg": 68.68218, "loss": 0.40199, "time": 0.27433}
{"mode": "train", "epoch": 9, "iter": 8750, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.27369, "decode.acc_seg": 73.68515, "aux.loss_ce": 0.12419, "aux.acc_seg": 72.48873, "loss": 0.39788, "time": 0.23312}
{"mode": "train", "epoch": 9, "iter": 8800, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.27577, "decode.acc_seg": 72.08423, "aux.loss_ce": 0.12956, "aux.acc_seg": 70.57573, "loss": 0.40533, "time": 0.2356}
{"mode": "train", "epoch": 9, "iter": 8850, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.27358, "decode.acc_seg": 70.9965, "aux.loss_ce": 0.12911, "aux.acc_seg": 69.22558, "loss": 0.40269, "time": 0.23318}
{"mode": "train", "epoch": 9, "iter": 8900, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.28407, "decode.acc_seg": 71.49206, "aux.loss_ce": 0.12868, "aux.acc_seg": 70.55894, "loss": 0.41275, "time": 0.23248}
{"mode": "train", "epoch": 9, "iter": 8950, "lr": 1e-05, "memory": 15696, "data_time": 0.00276, "decode.loss_ce": 0.25315, "decode.acc_seg": 73.23883, "aux.loss_ce": 0.1151, "aux.acc_seg": 72.0757, "loss": 0.36824, "time": 0.23383}
{"mode": "train", "epoch": 9, "iter": 9000, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.27723, "decode.acc_seg": 69.92153, "aux.loss_ce": 0.13383, "aux.acc_seg": 68.34905, "loss": 0.41106, "time": 0.2333}
{"mode": "train", "epoch": 9, "iter": 9050, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.23169, "decode.acc_seg": 72.64028, "aux.loss_ce": 0.10888, "aux.acc_seg": 71.21044, "loss": 0.34057, "time": 0.23137}
{"mode": "train", "epoch": 9, "iter": 9100, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.25271, "decode.acc_seg": 73.3267, "aux.loss_ce": 0.11562, "aux.acc_seg": 71.83582, "loss": 0.36833, "time": 0.2329}
{"mode": "train", "epoch": 9, "iter": 9150, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.29284, "decode.acc_seg": 69.77539, "aux.loss_ce": 0.12831, "aux.acc_seg": 68.76998, "loss": 0.42115, "time": 0.23411}
{"mode": "train", "epoch": 9, "iter": 9200, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.26027, "decode.acc_seg": 72.07052, "aux.loss_ce": 0.11683, "aux.acc_seg": 70.74036, "loss": 0.3771, "time": 0.23075}
{"mode": "train", "epoch": 9, "iter": 9250, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.27171, "decode.acc_seg": 70.58672, "aux.loss_ce": 0.12926, "aux.acc_seg": 69.04945, "loss": 0.40096, "time": 0.23135}
{"mode": "train", "epoch": 9, "iter": 9300, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.29075, "decode.acc_seg": 71.76482, "aux.loss_ce": 0.12994, "aux.acc_seg": 70.59742, "loss": 0.42069, "time": 0.23142}
{"mode": "train", "epoch": 9, "iter": 9350, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.28209, "decode.acc_seg": 72.17269, "aux.loss_ce": 0.12676, "aux.acc_seg": 70.73437, "loss": 0.40885, "time": 0.23496}
{"mode": "train", "epoch": 9, "iter": 9400, "lr": 1e-05, "memory": 15696, "data_time": 0.00303, "decode.loss_ce": 0.24485, "decode.acc_seg": 73.57121, "aux.loss_ce": 0.11772, "aux.acc_seg": 71.54602, "loss": 0.36257, "time": 0.23121}
{"mode": "train", "epoch": 9, "iter": 9450, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.26443, "decode.acc_seg": 71.44986, "aux.loss_ce": 0.1202, "aux.acc_seg": 69.96331, "loss": 0.38462, "time": 0.23002}
{"mode": "train", "epoch": 9, "iter": 9500, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.26193, "decode.acc_seg": 71.94749, "aux.loss_ce": 0.12557, "aux.acc_seg": 70.31421, "loss": 0.3875, "time": 0.23307}
{"mode": "train", "epoch": 9, "iter": 9550, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.2797, "decode.acc_seg": 71.54912, "aux.loss_ce": 0.1259, "aux.acc_seg": 70.13364, "loss": 0.4056, "time": 0.23295}
{"mode": "train", "epoch": 9, "iter": 9600, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.25312, "decode.acc_seg": 69.71926, "aux.loss_ce": 0.11781, "aux.acc_seg": 68.53683, "loss": 0.37093, "time": 0.23216}
{"mode": "train", "epoch": 9, "iter": 9650, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.26971, "decode.acc_seg": 69.69714, "aux.loss_ce": 0.12294, "aux.acc_seg": 68.45827, "loss": 0.39265, "time": 0.23161}
{"mode": "train", "epoch": 9, "iter": 9700, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.29195, "decode.acc_seg": 72.56146, "aux.loss_ce": 0.12835, "aux.acc_seg": 71.13926, "loss": 0.4203, "time": 0.23507}
{"mode": "train", "epoch": 10, "iter": 9750, "lr": 1e-05, "memory": 15696, "data_time": 0.04384, "decode.loss_ce": 0.29553, "decode.acc_seg": 68.007, "aux.loss_ce": 0.13135, "aux.acc_seg": 66.7174, "loss": 0.42688, "time": 0.27677}
{"mode": "train", "epoch": 10, "iter": 9800, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.24342, "decode.acc_seg": 73.08557, "aux.loss_ce": 0.11431, "aux.acc_seg": 71.74358, "loss": 0.35773, "time": 0.23594}
{"mode": "train", "epoch": 10, "iter": 9850, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.23266, "decode.acc_seg": 72.24696, "aux.loss_ce": 0.11047, "aux.acc_seg": 70.69573, "loss": 0.34312, "time": 0.23385}
{"mode": "train", "epoch": 10, "iter": 9900, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.2761, "decode.acc_seg": 71.92205, "aux.loss_ce": 0.12501, "aux.acc_seg": 70.51738, "loss": 0.40112, "time": 0.23304}
{"mode": "train", "epoch": 10, "iter": 9950, "lr": 1e-05, "memory": 15696, "data_time": 0.0029, "decode.loss_ce": 0.28112, "decode.acc_seg": 72.9033, "aux.loss_ce": 0.12407, "aux.acc_seg": 72.15357, "loss": 0.40519, "time": 0.23369}
{"mode": "train", "epoch": 10, "iter": 10000, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.26741, "decode.acc_seg": 70.01025, "aux.loss_ce": 0.12204, "aux.acc_seg": 68.59317, "loss": 0.38945, "time": 0.23393}
{"mode": "train", "epoch": 10, "iter": 10050, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.26252, "decode.acc_seg": 73.78069, "aux.loss_ce": 0.12073, "aux.acc_seg": 72.40801, "loss": 0.38325, "time": 0.23343}
{"mode": "train", "epoch": 10, "iter": 10100, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.28966, "decode.acc_seg": 73.29928, "aux.loss_ce": 0.13052, "aux.acc_seg": 71.96156, "loss": 0.42018, "time": 0.23211}
{"mode": "train", "epoch": 10, "iter": 10150, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.24817, "decode.acc_seg": 73.08556, "aux.loss_ce": 0.11357, "aux.acc_seg": 71.87995, "loss": 0.36174, "time": 0.23503}
{"mode": "train", "epoch": 10, "iter": 10200, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.25207, "decode.acc_seg": 70.93842, "aux.loss_ce": 0.12027, "aux.acc_seg": 68.91642, "loss": 0.37234, "time": 0.23551}
{"mode": "train", "epoch": 10, "iter": 10250, "lr": 1e-05, "memory": 15696, "data_time": 0.00278, "decode.loss_ce": 0.25051, "decode.acc_seg": 71.73695, "aux.loss_ce": 0.11769, "aux.acc_seg": 70.2574, "loss": 0.3682, "time": 0.23192}
{"mode": "train", "epoch": 10, "iter": 10300, "lr": 1e-05, "memory": 15696, "data_time": 0.00281, "decode.loss_ce": 0.26055, "decode.acc_seg": 72.6535, "aux.loss_ce": 0.12196, "aux.acc_seg": 71.71095, "loss": 0.38251, "time": 0.23384}
{"mode": "train", "epoch": 10, "iter": 10350, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.24771, "decode.acc_seg": 72.99325, "aux.loss_ce": 0.11974, "aux.acc_seg": 71.14179, "loss": 0.36745, "time": 0.2329}
{"mode": "train", "epoch": 10, "iter": 10400, "lr": 1e-05, "memory": 15696, "data_time": 0.00286, "decode.loss_ce": 0.25791, "decode.acc_seg": 73.38687, "aux.loss_ce": 0.1178, "aux.acc_seg": 72.05053, "loss": 0.3757, "time": 0.23322}
{"mode": "train", "epoch": 10, "iter": 10450, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.24341, "decode.acc_seg": 73.5795, "aux.loss_ce": 0.11625, "aux.acc_seg": 71.80978, "loss": 0.35966, "time": 0.23399}
{"mode": "train", "epoch": 10, "iter": 10500, "lr": 1e-05, "memory": 15696, "data_time": 0.00276, "decode.loss_ce": 0.23679, "decode.acc_seg": 69.99308, "aux.loss_ce": 0.10957, "aux.acc_seg": 68.90771, "loss": 0.34637, "time": 0.23396}
{"mode": "train", "epoch": 10, "iter": 10550, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.24329, "decode.acc_seg": 73.25379, "aux.loss_ce": 0.11554, "aux.acc_seg": 71.80716, "loss": 0.35883, "time": 0.23472}
{"mode": "train", "epoch": 10, "iter": 10600, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.24671, "decode.acc_seg": 73.60844, "aux.loss_ce": 0.11189, "aux.acc_seg": 72.69559, "loss": 0.3586, "time": 0.2336}
{"mode": "train", "epoch": 10, "iter": 10650, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.26583, "decode.acc_seg": 72.34766, "aux.loss_ce": 0.12045, "aux.acc_seg": 71.15889, "loss": 0.38628, "time": 0.23684}
{"mode": "train", "epoch": 10, "iter": 10700, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.20977, "decode.acc_seg": 70.13602, "aux.loss_ce": 0.10024, "aux.acc_seg": 68.70573, "loss": 0.31001, "time": 0.23108}
{"mode": "train", "epoch": 10, "iter": 10750, "lr": 1e-05, "memory": 15696, "data_time": 0.00292, "decode.loss_ce": 0.23703, "decode.acc_seg": 72.75576, "aux.loss_ce": 0.11779, "aux.acc_seg": 70.79118, "loss": 0.35482, "time": 0.2349}
{"mode": "train", "epoch": 10, "iter": 10800, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.23952, "decode.acc_seg": 73.9853, "aux.loss_ce": 0.11067, "aux.acc_seg": 72.78106, "loss": 0.35019, "time": 0.23314}
{"mode": "train", "epoch": 11, "iter": 10850, "lr": 1e-05, "memory": 15696, "data_time": 0.04435, "decode.loss_ce": 0.23477, "decode.acc_seg": 71.00778, "aux.loss_ce": 0.10953, "aux.acc_seg": 69.84579, "loss": 0.34431, "time": 0.27706}
{"mode": "train", "epoch": 11, "iter": 10900, "lr": 1e-05, "memory": 15696, "data_time": 0.00289, "decode.loss_ce": 0.24673, "decode.acc_seg": 72.89457, "aux.loss_ce": 0.11811, "aux.acc_seg": 71.49699, "loss": 0.36484, "time": 0.23438}
{"mode": "train", "epoch": 11, "iter": 10950, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.23554, "decode.acc_seg": 71.5627, "aux.loss_ce": 0.11038, "aux.acc_seg": 69.89533, "loss": 0.34592, "time": 0.23462}
{"mode": "train", "epoch": 11, "iter": 11000, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.25418, "decode.acc_seg": 71.73493, "aux.loss_ce": 0.11566, "aux.acc_seg": 70.5999, "loss": 0.36985, "time": 0.23442}
{"mode": "train", "epoch": 11, "iter": 11050, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.2655, "decode.acc_seg": 73.31323, "aux.loss_ce": 0.1217, "aux.acc_seg": 71.79642, "loss": 0.38719, "time": 0.23344}
{"mode": "train", "epoch": 11, "iter": 11100, "lr": 1e-05, "memory": 15696, "data_time": 0.00288, "decode.loss_ce": 0.23529, "decode.acc_seg": 70.99528, "aux.loss_ce": 0.11462, "aux.acc_seg": 69.36899, "loss": 0.34991, "time": 0.23299}
{"mode": "train", "epoch": 11, "iter": 11150, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.24464, "decode.acc_seg": 71.80783, "aux.loss_ce": 0.10858, "aux.acc_seg": 70.80296, "loss": 0.35322, "time": 0.23438}
{"mode": "train", "epoch": 11, "iter": 11200, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.22682, "decode.acc_seg": 73.56154, "aux.loss_ce": 0.10468, "aux.acc_seg": 72.58018, "loss": 0.3315, "time": 0.23831}
{"mode": "train", "epoch": 11, "iter": 11250, "lr": 1e-05, "memory": 15696, "data_time": 0.00281, "decode.loss_ce": 0.24097, "decode.acc_seg": 73.73062, "aux.loss_ce": 0.11302, "aux.acc_seg": 72.24672, "loss": 0.35399, "time": 0.23464}
{"mode": "train", "epoch": 11, "iter": 11300, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.25464, "decode.acc_seg": 73.70581, "aux.loss_ce": 0.1163, "aux.acc_seg": 72.53386, "loss": 0.37093, "time": 0.23514}
{"mode": "train", "epoch": 11, "iter": 11350, "lr": 1e-05, "memory": 15696, "data_time": 0.00276, "decode.loss_ce": 0.2605, "decode.acc_seg": 72.80422, "aux.loss_ce": 0.11906, "aux.acc_seg": 71.66055, "loss": 0.37956, "time": 0.23452}
{"mode": "train", "epoch": 11, "iter": 11400, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.23773, "decode.acc_seg": 72.55644, "aux.loss_ce": 0.11312, "aux.acc_seg": 70.69608, "loss": 0.35085, "time": 0.23826}
{"mode": "train", "epoch": 11, "iter": 11450, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.21803, "decode.acc_seg": 73.14283, "aux.loss_ce": 0.10255, "aux.acc_seg": 71.69151, "loss": 0.32057, "time": 0.23663}
{"mode": "train", "epoch": 11, "iter": 11500, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.25721, "decode.acc_seg": 72.49546, "aux.loss_ce": 0.11786, "aux.acc_seg": 71.20907, "loss": 0.37507, "time": 0.23564}
{"mode": "train", "epoch": 11, "iter": 11550, "lr": 1e-05, "memory": 15696, "data_time": 0.0028, "decode.loss_ce": 0.22618, "decode.acc_seg": 75.67559, "aux.loss_ce": 0.10762, "aux.acc_seg": 74.24818, "loss": 0.3338, "time": 0.23323}
{"mode": "train", "epoch": 11, "iter": 11600, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.21732, "decode.acc_seg": 73.27069, "aux.loss_ce": 0.10066, "aux.acc_seg": 72.16872, "loss": 0.31798, "time": 0.23205}
{"mode": "train", "epoch": 11, "iter": 11650, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.22878, "decode.acc_seg": 72.05867, "aux.loss_ce": 0.10436, "aux.acc_seg": 70.75158, "loss": 0.33314, "time": 0.23602}
{"mode": "train", "epoch": 11, "iter": 11700, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.23311, "decode.acc_seg": 69.86994, "aux.loss_ce": 0.10679, "aux.acc_seg": 68.68902, "loss": 0.3399, "time": 0.23436}
{"mode": "train", "epoch": 11, "iter": 11750, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.2562, "decode.acc_seg": 72.33618, "aux.loss_ce": 0.12107, "aux.acc_seg": 70.91117, "loss": 0.37727, "time": 0.23458}
{"mode": "train", "epoch": 11, "iter": 11800, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.24719, "decode.acc_seg": 69.43374, "aux.loss_ce": 0.11441, "aux.acc_seg": 67.97056, "loss": 0.3616, "time": 0.23379}
{"mode": "train", "epoch": 11, "iter": 11850, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.24015, "decode.acc_seg": 72.13747, "aux.loss_ce": 0.11289, "aux.acc_seg": 70.66033, "loss": 0.35304, "time": 0.2331}
{"mode": "train", "epoch": 11, "iter": 11900, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.23409, "decode.acc_seg": 72.93447, "aux.loss_ce": 0.11089, "aux.acc_seg": 71.45594, "loss": 0.34498, "time": 0.23597}
{"mode": "train", "epoch": 12, "iter": 11950, "lr": 1e-05, "memory": 15696, "data_time": 0.04476, "decode.loss_ce": 0.24683, "decode.acc_seg": 70.78754, "aux.loss_ce": 0.11452, "aux.acc_seg": 69.59472, "loss": 0.36135, "time": 0.28092}
{"mode": "train", "epoch": 12, "iter": 12000, "lr": 1e-05, "memory": 15696, "data_time": 0.00298, "decode.loss_ce": 0.2391, "decode.acc_seg": 74.75105, "aux.loss_ce": 0.11429, "aux.acc_seg": 73.28561, "loss": 0.35339, "time": 0.23583}
{"mode": "train", "epoch": 12, "iter": 12050, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.23548, "decode.acc_seg": 74.21016, "aux.loss_ce": 0.10891, "aux.acc_seg": 72.97247, "loss": 0.34439, "time": 0.23338}
{"mode": "train", "epoch": 12, "iter": 12100, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.28148, "decode.acc_seg": 69.60506, "aux.loss_ce": 0.12198, "aux.acc_seg": 68.89317, "loss": 0.40346, "time": 0.23355}
{"mode": "train", "epoch": 12, "iter": 12150, "lr": 1e-05, "memory": 15696, "data_time": 0.00302, "decode.loss_ce": 0.25513, "decode.acc_seg": 72.30307, "aux.loss_ce": 0.11633, "aux.acc_seg": 71.08077, "loss": 0.37147, "time": 0.23621}
{"mode": "train", "epoch": 12, "iter": 12200, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.22254, "decode.acc_seg": 71.33073, "aux.loss_ce": 0.10318, "aux.acc_seg": 70.00605, "loss": 0.32572, "time": 0.23459}
{"mode": "train", "epoch": 12, "iter": 12250, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.25142, "decode.acc_seg": 71.05053, "aux.loss_ce": 0.12064, "aux.acc_seg": 69.46527, "loss": 0.37207, "time": 0.23437}
{"mode": "train", "epoch": 12, "iter": 12300, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.22817, "decode.acc_seg": 74.18756, "aux.loss_ce": 0.10675, "aux.acc_seg": 72.99602, "loss": 0.33492, "time": 0.23149}
{"mode": "train", "epoch": 12, "iter": 12350, "lr": 1e-05, "memory": 15696, "data_time": 0.00277, "decode.loss_ce": 0.24817, "decode.acc_seg": 72.16516, "aux.loss_ce": 0.1143, "aux.acc_seg": 70.85947, "loss": 0.36247, "time": 0.2355}
{"mode": "train", "epoch": 12, "iter": 12400, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.23445, "decode.acc_seg": 72.17504, "aux.loss_ce": 0.10841, "aux.acc_seg": 70.70515, "loss": 0.34286, "time": 0.23129}
{"mode": "train", "epoch": 12, "iter": 12450, "lr": 1e-05, "memory": 15696, "data_time": 0.00305, "decode.loss_ce": 0.22287, "decode.acc_seg": 72.5905, "aux.loss_ce": 0.1051, "aux.acc_seg": 71.2914, "loss": 0.32797, "time": 0.23249}
{"mode": "train", "epoch": 12, "iter": 12500, "lr": 1e-05, "memory": 15696, "data_time": 0.00281, "decode.loss_ce": 0.25702, "decode.acc_seg": 71.70027, "aux.loss_ce": 0.11453, "aux.acc_seg": 70.1478, "loss": 0.37155, "time": 0.22897}
{"mode": "train", "epoch": 12, "iter": 12550, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.25327, "decode.acc_seg": 72.80147, "aux.loss_ce": 0.11899, "aux.acc_seg": 70.95387, "loss": 0.37226, "time": 0.23281}
{"mode": "train", "epoch": 12, "iter": 12600, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.22937, "decode.acc_seg": 73.99945, "aux.loss_ce": 0.1082, "aux.acc_seg": 72.61913, "loss": 0.33757, "time": 0.23457}
{"mode": "train", "epoch": 12, "iter": 12650, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.27092, "decode.acc_seg": 73.05874, "aux.loss_ce": 0.11922, "aux.acc_seg": 72.32398, "loss": 0.39014, "time": 0.23439}
{"mode": "train", "epoch": 12, "iter": 12700, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.23384, "decode.acc_seg": 73.09724, "aux.loss_ce": 0.11044, "aux.acc_seg": 71.73554, "loss": 0.34428, "time": 0.23482}
{"mode": "train", "epoch": 12, "iter": 12750, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.23225, "decode.acc_seg": 74.55715, "aux.loss_ce": 0.10582, "aux.acc_seg": 73.82723, "loss": 0.33807, "time": 0.23243}
{"mode": "train", "epoch": 12, "iter": 12800, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.25149, "decode.acc_seg": 75.30025, "aux.loss_ce": 0.1245, "aux.acc_seg": 73.1962, "loss": 0.37599, "time": 0.23501}
{"mode": "train", "epoch": 12, "iter": 12850, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.26598, "decode.acc_seg": 71.88174, "aux.loss_ce": 0.12705, "aux.acc_seg": 70.39954, "loss": 0.39303, "time": 0.24075}
{"mode": "train", "epoch": 12, "iter": 12900, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.25739, "decode.acc_seg": 72.5224, "aux.loss_ce": 0.11694, "aux.acc_seg": 71.35749, "loss": 0.37433, "time": 0.2343}
{"mode": "train", "epoch": 12, "iter": 12950, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.20199, "decode.acc_seg": 72.61474, "aux.loss_ce": 0.09633, "aux.acc_seg": 71.3226, "loss": 0.29832, "time": 0.23497}
{"mode": "train", "epoch": 13, "iter": 13000, "lr": 1e-05, "memory": 15696, "data_time": 0.04449, "decode.loss_ce": 0.25402, "decode.acc_seg": 75.55542, "aux.loss_ce": 0.11755, "aux.acc_seg": 73.95207, "loss": 0.37156, "time": 0.278}
{"mode": "train", "epoch": 13, "iter": 13050, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.23261, "decode.acc_seg": 73.84716, "aux.loss_ce": 0.10922, "aux.acc_seg": 72.54066, "loss": 0.34183, "time": 0.23502}
{"mode": "train", "epoch": 13, "iter": 13100, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.24622, "decode.acc_seg": 71.16209, "aux.loss_ce": 0.11476, "aux.acc_seg": 69.8337, "loss": 0.36097, "time": 0.23531}
{"mode": "train", "epoch": 13, "iter": 13150, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.22986, "decode.acc_seg": 72.05985, "aux.loss_ce": 0.11031, "aux.acc_seg": 70.54751, "loss": 0.34017, "time": 0.23254}
{"mode": "train", "epoch": 13, "iter": 13200, "lr": 1e-05, "memory": 15696, "data_time": 0.00277, "decode.loss_ce": 0.25964, "decode.acc_seg": 72.69954, "aux.loss_ce": 0.11785, "aux.acc_seg": 71.48386, "loss": 0.37748, "time": 0.23514}
{"mode": "train", "epoch": 13, "iter": 13250, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.23571, "decode.acc_seg": 75.51733, "aux.loss_ce": 0.11012, "aux.acc_seg": 74.18135, "loss": 0.34583, "time": 0.23473}
{"mode": "train", "epoch": 13, "iter": 13300, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.22034, "decode.acc_seg": 73.69242, "aux.loss_ce": 0.10232, "aux.acc_seg": 72.43172, "loss": 0.32266, "time": 0.23334}
{"mode": "train", "epoch": 13, "iter": 13350, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.22868, "decode.acc_seg": 74.3625, "aux.loss_ce": 0.11078, "aux.acc_seg": 72.81599, "loss": 0.33946, "time": 0.23528}
{"mode": "train", "epoch": 13, "iter": 13400, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.23003, "decode.acc_seg": 74.10819, "aux.loss_ce": 0.10768, "aux.acc_seg": 72.59895, "loss": 0.33771, "time": 0.23131}
{"mode": "train", "epoch": 13, "iter": 13450, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.24186, "decode.acc_seg": 72.5081, "aux.loss_ce": 0.11519, "aux.acc_seg": 70.6739, "loss": 0.35705, "time": 0.23422}
{"mode": "train", "epoch": 13, "iter": 13500, "lr": 1e-05, "memory": 15696, "data_time": 0.0028, "decode.loss_ce": 0.25421, "decode.acc_seg": 72.48349, "aux.loss_ce": 0.116, "aux.acc_seg": 71.28515, "loss": 0.37021, "time": 0.23226}
{"mode": "train", "epoch": 13, "iter": 13550, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.20382, "decode.acc_seg": 73.41589, "aux.loss_ce": 0.0965, "aux.acc_seg": 72.24995, "loss": 0.30032, "time": 0.23529}
{"mode": "train", "epoch": 13, "iter": 13600, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.22677, "decode.acc_seg": 70.34121, "aux.loss_ce": 0.1069, "aux.acc_seg": 68.90685, "loss": 0.33367, "time": 0.23811}
{"mode": "train", "epoch": 13, "iter": 13650, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.24107, "decode.acc_seg": 72.80528, "aux.loss_ce": 0.11124, "aux.acc_seg": 71.36526, "loss": 0.35231, "time": 0.23248}
{"mode": "train", "epoch": 13, "iter": 13700, "lr": 1e-05, "memory": 15696, "data_time": 0.00276, "decode.loss_ce": 0.2319, "decode.acc_seg": 70.85459, "aux.loss_ce": 0.10597, "aux.acc_seg": 69.61049, "loss": 0.33787, "time": 0.23418}
{"mode": "train", "epoch": 13, "iter": 13750, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.22185, "decode.acc_seg": 74.32628, "aux.loss_ce": 0.10762, "aux.acc_seg": 72.46795, "loss": 0.32947, "time": 0.23356}
{"mode": "train", "epoch": 13, "iter": 13800, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.2438, "decode.acc_seg": 74.37244, "aux.loss_ce": 0.11288, "aux.acc_seg": 72.92992, "loss": 0.35669, "time": 0.23253}
{"mode": "train", "epoch": 13, "iter": 13850, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.27212, "decode.acc_seg": 72.43658, "aux.loss_ce": 0.12566, "aux.acc_seg": 71.15225, "loss": 0.39779, "time": 0.23461}
{"mode": "train", "epoch": 13, "iter": 13900, "lr": 1e-05, "memory": 15696, "data_time": 0.00277, "decode.loss_ce": 0.23119, "decode.acc_seg": 74.71499, "aux.loss_ce": 0.10627, "aux.acc_seg": 73.60747, "loss": 0.33746, "time": 0.23545}
{"mode": "train", "epoch": 13, "iter": 13950, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.23661, "decode.acc_seg": 69.53718, "aux.loss_ce": 0.10912, "aux.acc_seg": 68.31391, "loss": 0.34573, "time": 0.23533}
{"mode": "train", "epoch": 13, "iter": 14000, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.20777, "decode.acc_seg": 71.23697, "aux.loss_ce": 0.09949, "aux.acc_seg": 69.83048, "loss": 0.30726, "time": 0.23138}
{"mode": "train", "epoch": 13, "iter": 14050, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.24314, "decode.acc_seg": 71.76346, "aux.loss_ce": 0.10785, "aux.acc_seg": 70.77574, "loss": 0.35099, "time": 0.23502}
{"mode": "train", "epoch": 14, "iter": 14100, "lr": 1e-05, "memory": 15696, "data_time": 0.04632, "decode.loss_ce": 0.22797, "decode.acc_seg": 72.82996, "aux.loss_ce": 0.10501, "aux.acc_seg": 71.68217, "loss": 0.33298, "time": 0.27568}
{"mode": "train", "epoch": 14, "iter": 14150, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.24347, "decode.acc_seg": 71.8295, "aux.loss_ce": 0.11209, "aux.acc_seg": 70.47909, "loss": 0.35555, "time": 0.23333}
{"mode": "train", "epoch": 14, "iter": 14200, "lr": 1e-05, "memory": 15696, "data_time": 0.0028, "decode.loss_ce": 0.22061, "decode.acc_seg": 73.60357, "aux.loss_ce": 0.10622, "aux.acc_seg": 72.14919, "loss": 0.32683, "time": 0.23355}
{"mode": "train", "epoch": 14, "iter": 14250, "lr": 1e-05, "memory": 15696, "data_time": 0.00293, "decode.loss_ce": 0.21979, "decode.acc_seg": 75.2108, "aux.loss_ce": 0.10623, "aux.acc_seg": 73.61649, "loss": 0.32601, "time": 0.23355}
{"mode": "train", "epoch": 14, "iter": 14300, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.23034, "decode.acc_seg": 73.12935, "aux.loss_ce": 0.10538, "aux.acc_seg": 72.16749, "loss": 0.33572, "time": 0.23219}
{"mode": "train", "epoch": 14, "iter": 14350, "lr": 1e-05, "memory": 15696, "data_time": 0.00303, "decode.loss_ce": 0.24092, "decode.acc_seg": 72.14671, "aux.loss_ce": 0.11126, "aux.acc_seg": 70.97983, "loss": 0.35218, "time": 0.23202}
{"mode": "train", "epoch": 14, "iter": 14400, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.24236, "decode.acc_seg": 73.55273, "aux.loss_ce": 0.11561, "aux.acc_seg": 71.85689, "loss": 0.35797, "time": 0.23347}
{"mode": "train", "epoch": 14, "iter": 14450, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.22952, "decode.acc_seg": 72.58536, "aux.loss_ce": 0.10607, "aux.acc_seg": 71.37364, "loss": 0.33559, "time": 0.23445}
{"mode": "train", "epoch": 14, "iter": 14500, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.2196, "decode.acc_seg": 73.5395, "aux.loss_ce": 0.10362, "aux.acc_seg": 72.10347, "loss": 0.32322, "time": 0.23098}
{"mode": "train", "epoch": 14, "iter": 14550, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.23145, "decode.acc_seg": 72.79023, "aux.loss_ce": 0.11052, "aux.acc_seg": 71.28491, "loss": 0.34197, "time": 0.23588}
{"mode": "train", "epoch": 14, "iter": 14600, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.22835, "decode.acc_seg": 73.44299, "aux.loss_ce": 0.10187, "aux.acc_seg": 72.70679, "loss": 0.33022, "time": 0.23579}
{"mode": "train", "epoch": 14, "iter": 14650, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.23763, "decode.acc_seg": 71.26896, "aux.loss_ce": 0.10782, "aux.acc_seg": 69.93951, "loss": 0.34545, "time": 0.23457}
{"mode": "train", "epoch": 14, "iter": 14700, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.21755, "decode.acc_seg": 73.84683, "aux.loss_ce": 0.10168, "aux.acc_seg": 72.73474, "loss": 0.31923, "time": 0.23595}
{"mode": "train", "epoch": 14, "iter": 14750, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.20366, "decode.acc_seg": 73.53781, "aux.loss_ce": 0.09528, "aux.acc_seg": 72.33467, "loss": 0.29894, "time": 0.23067}
{"mode": "train", "epoch": 14, "iter": 14800, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.23584, "decode.acc_seg": 74.25132, "aux.loss_ce": 0.10745, "aux.acc_seg": 72.99683, "loss": 0.34328, "time": 0.23108}
{"mode": "train", "epoch": 14, "iter": 14850, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.23764, "decode.acc_seg": 72.10116, "aux.loss_ce": 0.10787, "aux.acc_seg": 70.76352, "loss": 0.34551, "time": 0.23546}
{"mode": "train", "epoch": 14, "iter": 14900, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.231, "decode.acc_seg": 72.16034, "aux.loss_ce": 0.10567, "aux.acc_seg": 70.55411, "loss": 0.33667, "time": 0.23582}
{"mode": "train", "epoch": 14, "iter": 14950, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.25243, "decode.acc_seg": 72.48209, "aux.loss_ce": 0.11447, "aux.acc_seg": 71.35546, "loss": 0.3669, "time": 0.23189}
{"mode": "train", "epoch": 14, "iter": 15000, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.2513, "decode.acc_seg": 71.79032, "aux.loss_ce": 0.11714, "aux.acc_seg": 70.16808, "loss": 0.36844, "time": 0.23398}
{"mode": "train", "epoch": 14, "iter": 15050, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.22805, "decode.acc_seg": 75.41143, "aux.loss_ce": 0.10736, "aux.acc_seg": 74.13793, "loss": 0.33541, "time": 0.23472}
{"mode": "train", "epoch": 14, "iter": 15100, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.22969, "decode.acc_seg": 72.89948, "aux.loss_ce": 0.10723, "aux.acc_seg": 71.92051, "loss": 0.33692, "time": 0.23233}
{"mode": "train", "epoch": 14, "iter": 15150, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.2277, "decode.acc_seg": 74.21943, "aux.loss_ce": 0.10393, "aux.acc_seg": 73.16896, "loss": 0.33163, "time": 0.23152}
{"mode": "train", "epoch": 15, "iter": 15200, "lr": 1e-05, "memory": 15696, "data_time": 0.04466, "decode.loss_ce": 0.22009, "decode.acc_seg": 74.13861, "aux.loss_ce": 0.10461, "aux.acc_seg": 72.85331, "loss": 0.3247, "time": 0.27481}
{"mode": "train", "epoch": 15, "iter": 15250, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.22319, "decode.acc_seg": 74.76889, "aux.loss_ce": 0.10491, "aux.acc_seg": 73.29312, "loss": 0.3281, "time": 0.23354}
{"mode": "train", "epoch": 15, "iter": 15300, "lr": 1e-05, "memory": 15696, "data_time": 0.00289, "decode.loss_ce": 0.20642, "decode.acc_seg": 74.33864, "aux.loss_ce": 0.09511, "aux.acc_seg": 73.2191, "loss": 0.30153, "time": 0.23714}
{"mode": "train", "epoch": 15, "iter": 15350, "lr": 1e-05, "memory": 15696, "data_time": 0.00285, "decode.loss_ce": 0.24676, "decode.acc_seg": 71.98149, "aux.loss_ce": 0.11792, "aux.acc_seg": 70.11444, "loss": 0.36468, "time": 0.23614}
{"mode": "train", "epoch": 15, "iter": 15400, "lr": 1e-05, "memory": 15696, "data_time": 0.00276, "decode.loss_ce": 0.25812, "decode.acc_seg": 73.60265, "aux.loss_ce": 0.11983, "aux.acc_seg": 72.57925, "loss": 0.37796, "time": 0.23846}
{"mode": "train", "epoch": 15, "iter": 15450, "lr": 1e-05, "memory": 15696, "data_time": 0.00278, "decode.loss_ce": 0.21969, "decode.acc_seg": 74.54962, "aux.loss_ce": 0.10091, "aux.acc_seg": 73.33116, "loss": 0.3206, "time": 0.23376}
{"mode": "train", "epoch": 15, "iter": 15500, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.231, "decode.acc_seg": 73.27149, "aux.loss_ce": 0.10629, "aux.acc_seg": 72.01956, "loss": 0.33729, "time": 0.23141}
{"mode": "train", "epoch": 15, "iter": 15550, "lr": 1e-05, "memory": 15696, "data_time": 0.0029, "decode.loss_ce": 0.21257, "decode.acc_seg": 74.66135, "aux.loss_ce": 0.09684, "aux.acc_seg": 73.81248, "loss": 0.30941, "time": 0.23518}
{"mode": "train", "epoch": 15, "iter": 15600, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.20207, "decode.acc_seg": 74.14379, "aux.loss_ce": 0.09057, "aux.acc_seg": 73.21278, "loss": 0.29264, "time": 0.23379}
{"mode": "train", "epoch": 15, "iter": 15650, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.20593, "decode.acc_seg": 73.98775, "aux.loss_ce": 0.10051, "aux.acc_seg": 72.21152, "loss": 0.30644, "time": 0.23468}
{"mode": "train", "epoch": 15, "iter": 15700, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.21499, "decode.acc_seg": 73.49921, "aux.loss_ce": 0.10067, "aux.acc_seg": 72.25224, "loss": 0.31566, "time": 0.23487}
{"mode": "train", "epoch": 15, "iter": 15750, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.2355, "decode.acc_seg": 73.97943, "aux.loss_ce": 0.10702, "aux.acc_seg": 73.00469, "loss": 0.34251, "time": 0.23352}
{"mode": "train", "epoch": 15, "iter": 15800, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.22152, "decode.acc_seg": 72.54003, "aux.loss_ce": 0.10478, "aux.acc_seg": 71.03099, "loss": 0.32629, "time": 0.23297}
{"mode": "train", "epoch": 15, "iter": 15850, "lr": 1e-05, "memory": 15696, "data_time": 0.003, "decode.loss_ce": 0.2079, "decode.acc_seg": 75.46546, "aux.loss_ce": 0.09532, "aux.acc_seg": 74.54756, "loss": 0.30322, "time": 0.2344}
{"mode": "train", "epoch": 15, "iter": 15900, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.21244, "decode.acc_seg": 73.83597, "aux.loss_ce": 0.10397, "aux.acc_seg": 71.85642, "loss": 0.31641, "time": 0.23439}
{"mode": "train", "epoch": 15, "iter": 15950, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.23513, "decode.acc_seg": 73.58541, "aux.loss_ce": 0.109, "aux.acc_seg": 72.27982, "loss": 0.34413, "time": 0.23237}
{"mode": "train", "epoch": 15, "iter": 16000, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.22396, "decode.acc_seg": 73.929, "aux.loss_ce": 0.10272, "aux.acc_seg": 72.78573, "loss": 0.32668, "time": 0.28957}
{"mode": "val", "epoch": 15, "iter": 632, "lr": 1e-05, "aAcc": 0.8929, "mIoU": 0.7978, "mAcc": 0.8825, "mFscore": 0.8858, "mPrecision": 0.8893, "mRecall": 0.8825, "IoU.impervious_surface": 0.8329, "IoU.building": 0.9137, "IoU.low_vegetation": 0.7307, "IoU.tree": 0.7187, "IoU.car": 0.7931, "IoU.clutter": NaN, "Acc.impervious_surface": 0.9138, "Acc.building": 0.9549, "Acc.low_vegetation": 0.8491, "Acc.tree": 0.8236, "Acc.car": 0.8712, "Acc.clutter": NaN, "Fscore.impervious_surface": 0.9088, "Fscore.building": 0.9549, "Fscore.low_vegetation": 0.8444, "Fscore.tree": 0.8363, "Fscore.car": 0.8846, "Fscore.clutter": NaN, "Precision.impervious_surface": 0.9039, "Precision.building": 0.9549, "Precision.low_vegetation": 0.8398, "Precision.tree": 0.8494, "Precision.car": 0.8985, "Precision.clutter": NaN, "Recall.impervious_surface": 0.9138, "Recall.building": 0.9549, "Recall.low_vegetation": 0.8491, "Recall.tree": 0.8236, "Recall.car": 0.8712, "Recall.clutter": NaN}
{"mode": "train", "epoch": 15, "iter": 16050, "lr": 1e-05, "memory": 15696, "data_time": 1.03718, "decode.loss_ce": 0.20584, "decode.acc_seg": 73.80204, "aux.loss_ce": 0.09544, "aux.acc_seg": 72.47479, "loss": 0.30128, "time": 1.26903}
{"mode": "train", "epoch": 15, "iter": 16100, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.23114, "decode.acc_seg": 72.51469, "aux.loss_ce": 0.11145, "aux.acc_seg": 70.73179, "loss": 0.34259, "time": 0.23492}
{"mode": "train", "epoch": 15, "iter": 16150, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.22734, "decode.acc_seg": 72.47081, "aux.loss_ce": 0.10793, "aux.acc_seg": 71.38704, "loss": 0.33527, "time": 0.23332}
{"mode": "train", "epoch": 15, "iter": 16200, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.22307, "decode.acc_seg": 71.85406, "aux.loss_ce": 0.10476, "aux.acc_seg": 70.38233, "loss": 0.32783, "time": 0.23349}
{"mode": "train", "epoch": 16, "iter": 16250, "lr": 1e-05, "memory": 15696, "data_time": 0.0444, "decode.loss_ce": 0.21588, "decode.acc_seg": 72.60861, "aux.loss_ce": 0.09969, "aux.acc_seg": 71.34213, "loss": 0.31557, "time": 0.27747}
{"mode": "train", "epoch": 16, "iter": 16300, "lr": 1e-05, "memory": 15696, "data_time": 0.00278, "decode.loss_ce": 0.22017, "decode.acc_seg": 74.95727, "aux.loss_ce": 0.10386, "aux.acc_seg": 73.72373, "loss": 0.32403, "time": 0.23386}
{"mode": "train", "epoch": 16, "iter": 16350, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.23916, "decode.acc_seg": 73.77084, "aux.loss_ce": 0.10827, "aux.acc_seg": 72.84184, "loss": 0.34743, "time": 0.2331}
{"mode": "train", "epoch": 16, "iter": 16400, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.21356, "decode.acc_seg": 73.85823, "aux.loss_ce": 0.10088, "aux.acc_seg": 72.08542, "loss": 0.31444, "time": 0.23358}
{"mode": "train", "epoch": 16, "iter": 16450, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.22056, "decode.acc_seg": 74.75728, "aux.loss_ce": 0.10183, "aux.acc_seg": 73.68096, "loss": 0.32238, "time": 0.23291}
{"mode": "train", "epoch": 16, "iter": 16500, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.22634, "decode.acc_seg": 72.74606, "aux.loss_ce": 0.10252, "aux.acc_seg": 71.52892, "loss": 0.32886, "time": 0.23463}
{"mode": "train", "epoch": 16, "iter": 16550, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.2205, "decode.acc_seg": 73.19905, "aux.loss_ce": 0.10965, "aux.acc_seg": 71.48619, "loss": 0.33015, "time": 0.2343}
{"mode": "train", "epoch": 16, "iter": 16600, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.19124, "decode.acc_seg": 72.92511, "aux.loss_ce": 0.08988, "aux.acc_seg": 71.69167, "loss": 0.28113, "time": 0.23192}
{"mode": "train", "epoch": 16, "iter": 16650, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.25283, "decode.acc_seg": 74.83965, "aux.loss_ce": 0.11304, "aux.acc_seg": 73.76665, "loss": 0.36587, "time": 0.2319}
{"mode": "train", "epoch": 16, "iter": 16700, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.20705, "decode.acc_seg": 72.11697, "aux.loss_ce": 0.10156, "aux.acc_seg": 70.54476, "loss": 0.30861, "time": 0.23209}
{"mode": "train", "epoch": 16, "iter": 16750, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.23815, "decode.acc_seg": 72.32463, "aux.loss_ce": 0.10822, "aux.acc_seg": 70.98055, "loss": 0.34637, "time": 0.23462}
{"mode": "train", "epoch": 16, "iter": 16800, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.25496, "decode.acc_seg": 72.91021, "aux.loss_ce": 0.1168, "aux.acc_seg": 71.94259, "loss": 0.37176, "time": 0.23273}
{"mode": "train", "epoch": 16, "iter": 16850, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.22961, "decode.acc_seg": 73.66066, "aux.loss_ce": 0.1095, "aux.acc_seg": 72.54156, "loss": 0.33912, "time": 0.23091}
{"mode": "train", "epoch": 16, "iter": 16900, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.18482, "decode.acc_seg": 72.40779, "aux.loss_ce": 0.08815, "aux.acc_seg": 71.05022, "loss": 0.27297, "time": 0.23148}
{"mode": "train", "epoch": 16, "iter": 16950, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.22326, "decode.acc_seg": 73.10333, "aux.loss_ce": 0.10333, "aux.acc_seg": 71.70575, "loss": 0.32659, "time": 0.23277}
{"mode": "train", "epoch": 16, "iter": 17000, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.217, "decode.acc_seg": 71.63461, "aux.loss_ce": 0.10101, "aux.acc_seg": 70.34517, "loss": 0.31801, "time": 0.2295}
{"mode": "train", "epoch": 16, "iter": 17050, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.20225, "decode.acc_seg": 73.55597, "aux.loss_ce": 0.09855, "aux.acc_seg": 71.88287, "loss": 0.3008, "time": 0.23}
{"mode": "train", "epoch": 16, "iter": 17100, "lr": 1e-05, "memory": 15696, "data_time": 0.00285, "decode.loss_ce": 0.22126, "decode.acc_seg": 73.40233, "aux.loss_ce": 0.10266, "aux.acc_seg": 71.95625, "loss": 0.32392, "time": 0.23227}
{"mode": "train", "epoch": 16, "iter": 17150, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.2129, "decode.acc_seg": 72.46109, "aux.loss_ce": 0.10084, "aux.acc_seg": 71.09059, "loss": 0.31375, "time": 0.23214}
{"mode": "train", "epoch": 16, "iter": 17200, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.20901, "decode.acc_seg": 76.01731, "aux.loss_ce": 0.09674, "aux.acc_seg": 75.03964, "loss": 0.30575, "time": 0.23394}
{"mode": "train", "epoch": 16, "iter": 17250, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.23718, "decode.acc_seg": 75.16414, "aux.loss_ce": 0.1087, "aux.acc_seg": 73.98134, "loss": 0.34588, "time": 0.23341}
{"mode": "train", "epoch": 16, "iter": 17300, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.21809, "decode.acc_seg": 73.5751, "aux.loss_ce": 0.10676, "aux.acc_seg": 72.10096, "loss": 0.32485, "time": 0.23156}
{"mode": "train", "epoch": 17, "iter": 17350, "lr": 1e-05, "memory": 15696, "data_time": 0.04509, "decode.loss_ce": 0.22069, "decode.acc_seg": 72.29568, "aux.loss_ce": 0.10177, "aux.acc_seg": 71.1626, "loss": 0.32246, "time": 0.27528}
{"mode": "train", "epoch": 17, "iter": 17400, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.21508, "decode.acc_seg": 74.09163, "aux.loss_ce": 0.10424, "aux.acc_seg": 72.43269, "loss": 0.31932, "time": 0.23222}
{"mode": "train", "epoch": 17, "iter": 17450, "lr": 1e-05, "memory": 15696, "data_time": 0.00277, "decode.loss_ce": 0.18816, "decode.acc_seg": 73.16159, "aux.loss_ce": 0.08847, "aux.acc_seg": 72.1161, "loss": 0.27663, "time": 0.23122}
{"mode": "train", "epoch": 17, "iter": 17500, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.21141, "decode.acc_seg": 74.44135, "aux.loss_ce": 0.09905, "aux.acc_seg": 73.41005, "loss": 0.31046, "time": 0.23124}
{"mode": "train", "epoch": 17, "iter": 17550, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.2179, "decode.acc_seg": 77.50246, "aux.loss_ce": 0.10594, "aux.acc_seg": 75.70018, "loss": 0.32384, "time": 0.23171}
{"mode": "train", "epoch": 17, "iter": 17600, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.20838, "decode.acc_seg": 75.85113, "aux.loss_ce": 0.10083, "aux.acc_seg": 74.23914, "loss": 0.30921, "time": 0.23384}
{"mode": "train", "epoch": 17, "iter": 17650, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.20825, "decode.acc_seg": 74.3892, "aux.loss_ce": 0.09571, "aux.acc_seg": 73.12632, "loss": 0.30396, "time": 0.23453}
{"mode": "train", "epoch": 17, "iter": 17700, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.21317, "decode.acc_seg": 73.97192, "aux.loss_ce": 0.10314, "aux.acc_seg": 72.37574, "loss": 0.31631, "time": 0.23282}
{"mode": "train", "epoch": 17, "iter": 17750, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.23598, "decode.acc_seg": 71.99384, "aux.loss_ce": 0.11206, "aux.acc_seg": 70.45665, "loss": 0.34804, "time": 0.23173}
{"mode": "train", "epoch": 17, "iter": 17800, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.22581, "decode.acc_seg": 72.3233, "aux.loss_ce": 0.1051, "aux.acc_seg": 71.10455, "loss": 0.3309, "time": 0.23076}
{"mode": "train", "epoch": 17, "iter": 17850, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.21421, "decode.acc_seg": 75.34238, "aux.loss_ce": 0.098, "aux.acc_seg": 74.29896, "loss": 0.31221, "time": 0.2311}
{"mode": "train", "epoch": 17, "iter": 17900, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.21546, "decode.acc_seg": 73.24645, "aux.loss_ce": 0.10241, "aux.acc_seg": 71.90725, "loss": 0.31787, "time": 0.2318}
{"mode": "train", "epoch": 17, "iter": 17950, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.20656, "decode.acc_seg": 73.49081, "aux.loss_ce": 0.10138, "aux.acc_seg": 71.68477, "loss": 0.30794, "time": 0.23256}
{"mode": "train", "epoch": 17, "iter": 18000, "lr": 1e-05, "memory": 15696, "data_time": 0.00279, "decode.loss_ce": 0.22381, "decode.acc_seg": 73.28484, "aux.loss_ce": 0.10738, "aux.acc_seg": 71.66068, "loss": 0.33118, "time": 0.23178}
{"mode": "train", "epoch": 17, "iter": 18050, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.22915, "decode.acc_seg": 72.0754, "aux.loss_ce": 0.10882, "aux.acc_seg": 70.55564, "loss": 0.33797, "time": 0.23192}
{"mode": "train", "epoch": 17, "iter": 18100, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.22532, "decode.acc_seg": 75.8744, "aux.loss_ce": 0.10609, "aux.acc_seg": 74.2436, "loss": 0.33142, "time": 0.23094}
{"mode": "train", "epoch": 17, "iter": 18150, "lr": 1e-05, "memory": 15696, "data_time": 0.00285, "decode.loss_ce": 0.2141, "decode.acc_seg": 73.97784, "aux.loss_ce": 0.10397, "aux.acc_seg": 72.28748, "loss": 0.31807, "time": 0.23451}
{"mode": "train", "epoch": 17, "iter": 18200, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.22125, "decode.acc_seg": 76.59312, "aux.loss_ce": 0.10242, "aux.acc_seg": 75.38017, "loss": 0.32367, "time": 0.23224}
{"mode": "train", "epoch": 17, "iter": 18250, "lr": 1e-05, "memory": 15696, "data_time": 0.00287, "decode.loss_ce": 0.20728, "decode.acc_seg": 72.78969, "aux.loss_ce": 0.09688, "aux.acc_seg": 71.58205, "loss": 0.30416, "time": 0.23183}
{"mode": "train", "epoch": 17, "iter": 18300, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.20614, "decode.acc_seg": 72.41664, "aux.loss_ce": 0.09972, "aux.acc_seg": 70.92575, "loss": 0.30587, "time": 0.23132}
{"mode": "train", "epoch": 17, "iter": 18350, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.19195, "decode.acc_seg": 75.68818, "aux.loss_ce": 0.09322, "aux.acc_seg": 74.30998, "loss": 0.28517, "time": 0.23388}
{"mode": "train", "epoch": 17, "iter": 18400, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.18754, "decode.acc_seg": 74.13465, "aux.loss_ce": 0.09196, "aux.acc_seg": 72.70094, "loss": 0.2795, "time": 0.22839}
{"mode": "train", "epoch": 18, "iter": 18450, "lr": 1e-05, "memory": 15696, "data_time": 0.04641, "decode.loss_ce": 0.20682, "decode.acc_seg": 77.79278, "aux.loss_ce": 0.09955, "aux.acc_seg": 76.19903, "loss": 0.30637, "time": 0.27594}
{"mode": "train", "epoch": 18, "iter": 18500, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.20449, "decode.acc_seg": 73.39364, "aux.loss_ce": 0.09757, "aux.acc_seg": 71.97359, "loss": 0.30205, "time": 0.23096}
{"mode": "train", "epoch": 18, "iter": 18550, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.21249, "decode.acc_seg": 75.54014, "aux.loss_ce": 0.10111, "aux.acc_seg": 74.11024, "loss": 0.3136, "time": 0.22803}
{"mode": "train", "epoch": 18, "iter": 18600, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.22134, "decode.acc_seg": 75.95821, "aux.loss_ce": 0.10652, "aux.acc_seg": 74.66209, "loss": 0.32786, "time": 0.23379}
{"mode": "train", "epoch": 18, "iter": 18650, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.23858, "decode.acc_seg": 71.412, "aux.loss_ce": 0.11069, "aux.acc_seg": 70.30981, "loss": 0.34927, "time": 0.23173}
{"mode": "train", "epoch": 18, "iter": 18700, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.2069, "decode.acc_seg": 72.07971, "aux.loss_ce": 0.09611, "aux.acc_seg": 70.98873, "loss": 0.30301, "time": 0.23131}
{"mode": "train", "epoch": 18, "iter": 18750, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.22629, "decode.acc_seg": 73.59802, "aux.loss_ce": 0.10569, "aux.acc_seg": 72.1481, "loss": 0.33198, "time": 0.23065}
{"mode": "train", "epoch": 18, "iter": 18800, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.2248, "decode.acc_seg": 71.00621, "aux.loss_ce": 0.10779, "aux.acc_seg": 69.41566, "loss": 0.33259, "time": 0.23177}
{"mode": "train", "epoch": 18, "iter": 18850, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.20404, "decode.acc_seg": 73.25251, "aux.loss_ce": 0.09548, "aux.acc_seg": 72.19386, "loss": 0.29952, "time": 0.22791}
{"mode": "train", "epoch": 18, "iter": 18900, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.20536, "decode.acc_seg": 74.10289, "aux.loss_ce": 0.09872, "aux.acc_seg": 72.66965, "loss": 0.30407, "time": 0.23077}
{"mode": "train", "epoch": 18, "iter": 18950, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.19291, "decode.acc_seg": 75.48398, "aux.loss_ce": 0.09528, "aux.acc_seg": 73.83066, "loss": 0.28818, "time": 0.23218}
{"mode": "train", "epoch": 18, "iter": 19000, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.20351, "decode.acc_seg": 73.90609, "aux.loss_ce": 0.0963, "aux.acc_seg": 72.36983, "loss": 0.29981, "time": 0.23104}
{"mode": "train", "epoch": 18, "iter": 19050, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.18714, "decode.acc_seg": 73.69935, "aux.loss_ce": 0.09068, "aux.acc_seg": 72.32668, "loss": 0.27782, "time": 0.23228}
{"mode": "train", "epoch": 18, "iter": 19100, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.21362, "decode.acc_seg": 72.61646, "aux.loss_ce": 0.09855, "aux.acc_seg": 71.57672, "loss": 0.31217, "time": 0.22968}
{"mode": "train", "epoch": 18, "iter": 19150, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.22274, "decode.acc_seg": 74.22821, "aux.loss_ce": 0.10615, "aux.acc_seg": 72.74639, "loss": 0.32889, "time": 0.23175}
{"mode": "train", "epoch": 18, "iter": 19200, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.23078, "decode.acc_seg": 74.60285, "aux.loss_ce": 0.10583, "aux.acc_seg": 73.51193, "loss": 0.33661, "time": 0.23116}
{"mode": "train", "epoch": 18, "iter": 19250, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.19597, "decode.acc_seg": 72.19635, "aux.loss_ce": 0.09127, "aux.acc_seg": 70.91694, "loss": 0.28723, "time": 0.23059}
{"mode": "train", "epoch": 18, "iter": 19300, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.20607, "decode.acc_seg": 72.71975, "aux.loss_ce": 0.09565, "aux.acc_seg": 71.75454, "loss": 0.30172, "time": 0.22779}
{"mode": "train", "epoch": 18, "iter": 19350, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.20061, "decode.acc_seg": 74.66355, "aux.loss_ce": 0.09186, "aux.acc_seg": 73.60055, "loss": 0.29248, "time": 0.22983}
{"mode": "train", "epoch": 18, "iter": 19400, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.18449, "decode.acc_seg": 73.22327, "aux.loss_ce": 0.0921, "aux.acc_seg": 71.19335, "loss": 0.2766, "time": 0.22956}
{"mode": "train", "epoch": 18, "iter": 19450, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.1913, "decode.acc_seg": 73.82108, "aux.loss_ce": 0.09195, "aux.acc_seg": 72.47546, "loss": 0.28325, "time": 0.23154}
{"mode": "train", "epoch": 19, "iter": 19500, "lr": 1e-05, "memory": 15696, "data_time": 0.04402, "decode.loss_ce": 0.21688, "decode.acc_seg": 72.75778, "aux.loss_ce": 0.10249, "aux.acc_seg": 71.38641, "loss": 0.31937, "time": 0.2757}
{"mode": "train", "epoch": 19, "iter": 19550, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.21606, "decode.acc_seg": 74.36518, "aux.loss_ce": 0.10212, "aux.acc_seg": 72.91239, "loss": 0.31818, "time": 0.23118}
{"mode": "train", "epoch": 19, "iter": 19600, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.19343, "decode.acc_seg": 72.77458, "aux.loss_ce": 0.08985, "aux.acc_seg": 71.99309, "loss": 0.28328, "time": 0.23219}
{"mode": "train", "epoch": 19, "iter": 19650, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.19389, "decode.acc_seg": 72.99797, "aux.loss_ce": 0.09501, "aux.acc_seg": 71.37418, "loss": 0.2889, "time": 0.23196}
{"mode": "train", "epoch": 19, "iter": 19700, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.20036, "decode.acc_seg": 73.63789, "aux.loss_ce": 0.09222, "aux.acc_seg": 72.63671, "loss": 0.29258, "time": 0.2322}
{"mode": "train", "epoch": 19, "iter": 19750, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.20748, "decode.acc_seg": 72.93325, "aux.loss_ce": 0.09757, "aux.acc_seg": 71.69587, "loss": 0.30505, "time": 0.22744}
{"mode": "train", "epoch": 19, "iter": 19800, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.20407, "decode.acc_seg": 75.6493, "aux.loss_ce": 0.09769, "aux.acc_seg": 74.65405, "loss": 0.30176, "time": 0.22987}
{"mode": "train", "epoch": 19, "iter": 19850, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.18713, "decode.acc_seg": 74.19391, "aux.loss_ce": 0.09185, "aux.acc_seg": 72.67498, "loss": 0.27898, "time": 0.23311}
{"mode": "train", "epoch": 19, "iter": 19900, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.20869, "decode.acc_seg": 73.26404, "aux.loss_ce": 0.09764, "aux.acc_seg": 71.79807, "loss": 0.30632, "time": 0.23331}
{"mode": "train", "epoch": 19, "iter": 19950, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.19937, "decode.acc_seg": 72.64198, "aux.loss_ce": 0.0988, "aux.acc_seg": 70.84503, "loss": 0.29817, "time": 0.23225}
{"mode": "train", "epoch": 19, "iter": 20000, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.2007, "decode.acc_seg": 75.07075, "aux.loss_ce": 0.09851, "aux.acc_seg": 73.30846, "loss": 0.29921, "time": 0.22865}
{"mode": "train", "epoch": 19, "iter": 20050, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.19957, "decode.acc_seg": 72.41554, "aux.loss_ce": 0.09191, "aux.acc_seg": 71.48764, "loss": 0.29148, "time": 0.22931}
{"mode": "train", "epoch": 19, "iter": 20100, "lr": 1e-05, "memory": 15696, "data_time": 0.00281, "decode.loss_ce": 0.19165, "decode.acc_seg": 73.87466, "aux.loss_ce": 0.09291, "aux.acc_seg": 72.65116, "loss": 0.28456, "time": 0.23217}
{"mode": "train", "epoch": 19, "iter": 20150, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.20233, "decode.acc_seg": 72.78754, "aux.loss_ce": 0.1006, "aux.acc_seg": 71.09166, "loss": 0.30293, "time": 0.23066}
{"mode": "train", "epoch": 19, "iter": 20200, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.20228, "decode.acc_seg": 75.30141, "aux.loss_ce": 0.09407, "aux.acc_seg": 74.13152, "loss": 0.29636, "time": 0.22986}
{"mode": "train", "epoch": 19, "iter": 20250, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.21288, "decode.acc_seg": 74.49245, "aux.loss_ce": 0.10206, "aux.acc_seg": 72.9877, "loss": 0.31494, "time": 0.22849}
{"mode": "train", "epoch": 19, "iter": 20300, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.204, "decode.acc_seg": 75.13864, "aux.loss_ce": 0.09502, "aux.acc_seg": 73.91869, "loss": 0.29902, "time": 0.23277}
{"mode": "train", "epoch": 19, "iter": 20350, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.19674, "decode.acc_seg": 72.77105, "aux.loss_ce": 0.09877, "aux.acc_seg": 71.02603, "loss": 0.29551, "time": 0.23299}
{"mode": "train", "epoch": 19, "iter": 20400, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.20155, "decode.acc_seg": 75.01289, "aux.loss_ce": 0.09893, "aux.acc_seg": 73.54009, "loss": 0.30048, "time": 0.23253}
{"mode": "train", "epoch": 19, "iter": 20450, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.21828, "decode.acc_seg": 74.7802, "aux.loss_ce": 0.10293, "aux.acc_seg": 73.06964, "loss": 0.32121, "time": 0.23497}
{"mode": "train", "epoch": 19, "iter": 20500, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.21144, "decode.acc_seg": 76.13914, "aux.loss_ce": 0.10037, "aux.acc_seg": 74.94436, "loss": 0.31181, "time": 0.23031}
{"mode": "train", "epoch": 19, "iter": 20550, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.19211, "decode.acc_seg": 75.0843, "aux.loss_ce": 0.09, "aux.acc_seg": 73.88371, "loss": 0.28211, "time": 0.22954}
{"mode": "train", "epoch": 20, "iter": 20600, "lr": 1e-05, "memory": 15696, "data_time": 0.04629, "decode.loss_ce": 0.22, "decode.acc_seg": 71.81198, "aux.loss_ce": 0.1053, "aux.acc_seg": 70.542, "loss": 0.3253, "time": 0.27504}
{"mode": "train", "epoch": 20, "iter": 20650, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.21635, "decode.acc_seg": 73.18775, "aux.loss_ce": 0.09884, "aux.acc_seg": 72.12308, "loss": 0.31519, "time": 0.23068}
{"mode": "train", "epoch": 20, "iter": 20700, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.19739, "decode.acc_seg": 74.887, "aux.loss_ce": 0.09028, "aux.acc_seg": 73.92913, "loss": 0.28767, "time": 0.22896}
{"mode": "train", "epoch": 20, "iter": 20750, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.19182, "decode.acc_seg": 70.94155, "aux.loss_ce": 0.09005, "aux.acc_seg": 69.82175, "loss": 0.28187, "time": 0.22943}
{"mode": "train", "epoch": 20, "iter": 20800, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.19005, "decode.acc_seg": 75.12744, "aux.loss_ce": 0.09098, "aux.acc_seg": 73.79206, "loss": 0.28102, "time": 0.23103}
{"mode": "train", "epoch": 20, "iter": 20850, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.21113, "decode.acc_seg": 75.20623, "aux.loss_ce": 0.09959, "aux.acc_seg": 73.83765, "loss": 0.31072, "time": 0.23141}
{"mode": "train", "epoch": 20, "iter": 20900, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.19998, "decode.acc_seg": 73.23161, "aux.loss_ce": 0.09973, "aux.acc_seg": 71.45097, "loss": 0.29971, "time": 0.23196}
{"mode": "train", "epoch": 20, "iter": 20950, "lr": 1e-05, "memory": 15696, "data_time": 0.0028, "decode.loss_ce": 0.21523, "decode.acc_seg": 72.0516, "aux.loss_ce": 0.10401, "aux.acc_seg": 70.4293, "loss": 0.31924, "time": 0.22845}
{"mode": "train", "epoch": 20, "iter": 21000, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.19988, "decode.acc_seg": 74.79945, "aux.loss_ce": 0.09337, "aux.acc_seg": 73.27116, "loss": 0.29325, "time": 0.23153}
{"mode": "train", "epoch": 20, "iter": 21050, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.20446, "decode.acc_seg": 74.14827, "aux.loss_ce": 0.09607, "aux.acc_seg": 72.79741, "loss": 0.30054, "time": 0.23079}
{"mode": "train", "epoch": 20, "iter": 21100, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.18729, "decode.acc_seg": 73.79149, "aux.loss_ce": 0.08906, "aux.acc_seg": 72.56357, "loss": 0.27634, "time": 0.2311}
{"mode": "train", "epoch": 20, "iter": 21150, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.17888, "decode.acc_seg": 73.38001, "aux.loss_ce": 0.083, "aux.acc_seg": 72.32347, "loss": 0.26188, "time": 0.22936}
{"mode": "train", "epoch": 20, "iter": 21200, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.18572, "decode.acc_seg": 75.33734, "aux.loss_ce": 0.09047, "aux.acc_seg": 73.83204, "loss": 0.27619, "time": 0.23134}
{"mode": "train", "epoch": 20, "iter": 21250, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.19412, "decode.acc_seg": 75.8739, "aux.loss_ce": 0.09763, "aux.acc_seg": 73.74059, "loss": 0.29175, "time": 0.2305}
{"mode": "train", "epoch": 20, "iter": 21300, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.18661, "decode.acc_seg": 72.58193, "aux.loss_ce": 0.08711, "aux.acc_seg": 71.68083, "loss": 0.27372, "time": 0.23074}
{"mode": "train", "epoch": 20, "iter": 21350, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.19416, "decode.acc_seg": 72.84009, "aux.loss_ce": 0.09257, "aux.acc_seg": 71.29998, "loss": 0.28674, "time": 0.23238}
{"mode": "train", "epoch": 20, "iter": 21400, "lr": 1e-05, "memory": 15696, "data_time": 0.00286, "decode.loss_ce": 0.18987, "decode.acc_seg": 72.36147, "aux.loss_ce": 0.08944, "aux.acc_seg": 70.94362, "loss": 0.27931, "time": 0.2321}
{"mode": "train", "epoch": 20, "iter": 21450, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.20323, "decode.acc_seg": 73.35735, "aux.loss_ce": 0.09533, "aux.acc_seg": 72.29108, "loss": 0.29855, "time": 0.22813}
{"mode": "train", "epoch": 20, "iter": 21500, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.21446, "decode.acc_seg": 73.00047, "aux.loss_ce": 0.09562, "aux.acc_seg": 72.09194, "loss": 0.31009, "time": 0.2269}
{"mode": "train", "epoch": 20, "iter": 21550, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.21256, "decode.acc_seg": 74.93814, "aux.loss_ce": 0.09739, "aux.acc_seg": 74.02907, "loss": 0.30995, "time": 0.22732}
{"mode": "train", "epoch": 20, "iter": 21600, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.2093, "decode.acc_seg": 73.643, "aux.loss_ce": 0.10096, "aux.acc_seg": 72.45377, "loss": 0.31027, "time": 0.22951}
{"mode": "train", "epoch": 20, "iter": 21650, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.20714, "decode.acc_seg": 75.67835, "aux.loss_ce": 0.09864, "aux.acc_seg": 74.40999, "loss": 0.30578, "time": 0.23091}
{"mode": "train", "epoch": 21, "iter": 21700, "lr": 1e-05, "memory": 15696, "data_time": 0.04538, "decode.loss_ce": 0.18662, "decode.acc_seg": 74.11119, "aux.loss_ce": 0.09141, "aux.acc_seg": 72.43458, "loss": 0.27803, "time": 0.27432}
{"mode": "train", "epoch": 21, "iter": 21750, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.18585, "decode.acc_seg": 73.33871, "aux.loss_ce": 0.09217, "aux.acc_seg": 71.56149, "loss": 0.27802, "time": 0.22931}
{"mode": "train", "epoch": 21, "iter": 21800, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.20584, "decode.acc_seg": 76.14164, "aux.loss_ce": 0.09439, "aux.acc_seg": 75.00158, "loss": 0.30023, "time": 0.23044}
{"mode": "train", "epoch": 21, "iter": 21850, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.18043, "decode.acc_seg": 75.19324, "aux.loss_ce": 0.08901, "aux.acc_seg": 73.72945, "loss": 0.26945, "time": 0.23046}
{"mode": "train", "epoch": 21, "iter": 21900, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.19354, "decode.acc_seg": 73.23394, "aux.loss_ce": 0.08869, "aux.acc_seg": 72.30346, "loss": 0.28223, "time": 0.22972}
{"mode": "train", "epoch": 21, "iter": 21950, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.19592, "decode.acc_seg": 72.06762, "aux.loss_ce": 0.09331, "aux.acc_seg": 71.08897, "loss": 0.28923, "time": 0.23098}
{"mode": "train", "epoch": 21, "iter": 22000, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.19925, "decode.acc_seg": 75.57668, "aux.loss_ce": 0.09345, "aux.acc_seg": 74.43786, "loss": 0.2927, "time": 0.22802}
{"mode": "train", "epoch": 21, "iter": 22050, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.19898, "decode.acc_seg": 72.40426, "aux.loss_ce": 0.09192, "aux.acc_seg": 71.15833, "loss": 0.2909, "time": 0.228}
{"mode": "train", "epoch": 21, "iter": 22100, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.19698, "decode.acc_seg": 75.45921, "aux.loss_ce": 0.09343, "aux.acc_seg": 74.27086, "loss": 0.29042, "time": 0.23136}
{"mode": "train", "epoch": 21, "iter": 22150, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.18683, "decode.acc_seg": 73.46849, "aux.loss_ce": 0.09231, "aux.acc_seg": 71.75708, "loss": 0.27914, "time": 0.23002}
{"mode": "train", "epoch": 21, "iter": 22200, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.20268, "decode.acc_seg": 74.06108, "aux.loss_ce": 0.09546, "aux.acc_seg": 72.8567, "loss": 0.29814, "time": 0.22812}
{"mode": "train", "epoch": 21, "iter": 22250, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.18608, "decode.acc_seg": 74.15507, "aux.loss_ce": 0.08766, "aux.acc_seg": 73.06647, "loss": 0.27374, "time": 0.23}
{"mode": "train", "epoch": 21, "iter": 22300, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.17637, "decode.acc_seg": 75.20023, "aux.loss_ce": 0.08679, "aux.acc_seg": 73.76653, "loss": 0.26316, "time": 0.22959}
{"mode": "train", "epoch": 21, "iter": 22350, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.21089, "decode.acc_seg": 73.97568, "aux.loss_ce": 0.0951, "aux.acc_seg": 72.99375, "loss": 0.30599, "time": 0.23075}
{"mode": "train", "epoch": 21, "iter": 22400, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.19784, "decode.acc_seg": 75.91992, "aux.loss_ce": 0.09205, "aux.acc_seg": 74.76932, "loss": 0.28989, "time": 0.23147}
{"mode": "train", "epoch": 21, "iter": 22450, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.20652, "decode.acc_seg": 72.59889, "aux.loss_ce": 0.09262, "aux.acc_seg": 71.81251, "loss": 0.29915, "time": 0.23108}
{"mode": "train", "epoch": 21, "iter": 22500, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.18811, "decode.acc_seg": 74.03522, "aux.loss_ce": 0.08744, "aux.acc_seg": 73.01482, "loss": 0.27555, "time": 0.23117}
{"mode": "train", "epoch": 21, "iter": 22550, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.21106, "decode.acc_seg": 73.77069, "aux.loss_ce": 0.09937, "aux.acc_seg": 72.35038, "loss": 0.31043, "time": 0.22927}
{"mode": "train", "epoch": 21, "iter": 22600, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.21306, "decode.acc_seg": 72.23435, "aux.loss_ce": 0.09941, "aux.acc_seg": 71.06981, "loss": 0.31247, "time": 0.22965}
{"mode": "train", "epoch": 21, "iter": 22650, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.21038, "decode.acc_seg": 72.90021, "aux.loss_ce": 0.09818, "aux.acc_seg": 71.49703, "loss": 0.30856, "time": 0.22985}
{"mode": "train", "epoch": 21, "iter": 22700, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.19734, "decode.acc_seg": 73.04341, "aux.loss_ce": 0.09697, "aux.acc_seg": 71.687, "loss": 0.29431, "time": 0.23066}
{"mode": "train", "epoch": 22, "iter": 22750, "lr": 1e-05, "memory": 15696, "data_time": 0.04498, "decode.loss_ce": 0.20746, "decode.acc_seg": 75.82996, "aux.loss_ce": 0.09815, "aux.acc_seg": 74.33123, "loss": 0.30562, "time": 0.27339}
{"mode": "train", "epoch": 22, "iter": 22800, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.18778, "decode.acc_seg": 72.24474, "aux.loss_ce": 0.09079, "aux.acc_seg": 70.93273, "loss": 0.27857, "time": 0.23064}
{"mode": "train", "epoch": 22, "iter": 22850, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.19112, "decode.acc_seg": 75.5928, "aux.loss_ce": 0.09224, "aux.acc_seg": 74.12873, "loss": 0.28336, "time": 0.23407}
{"mode": "train", "epoch": 22, "iter": 22900, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.1837, "decode.acc_seg": 75.35888, "aux.loss_ce": 0.08691, "aux.acc_seg": 73.98801, "loss": 0.27061, "time": 0.23147}
{"mode": "train", "epoch": 22, "iter": 22950, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.18462, "decode.acc_seg": 75.37496, "aux.loss_ce": 0.09162, "aux.acc_seg": 73.75016, "loss": 0.27624, "time": 0.22968}
{"mode": "train", "epoch": 22, "iter": 23000, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.20096, "decode.acc_seg": 76.53069, "aux.loss_ce": 0.09129, "aux.acc_seg": 75.5819, "loss": 0.29225, "time": 0.22921}
{"mode": "train", "epoch": 22, "iter": 23050, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.18289, "decode.acc_seg": 76.44153, "aux.loss_ce": 0.08896, "aux.acc_seg": 75.04029, "loss": 0.27185, "time": 0.22982}
{"mode": "train", "epoch": 22, "iter": 23100, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.19935, "decode.acc_seg": 76.53821, "aux.loss_ce": 0.09482, "aux.acc_seg": 75.07607, "loss": 0.29417, "time": 0.23159}
{"mode": "train", "epoch": 22, "iter": 23150, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.20025, "decode.acc_seg": 73.20322, "aux.loss_ce": 0.09441, "aux.acc_seg": 72.19511, "loss": 0.29466, "time": 0.23296}
{"mode": "train", "epoch": 22, "iter": 23200, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.20422, "decode.acc_seg": 75.86115, "aux.loss_ce": 0.0973, "aux.acc_seg": 74.45434, "loss": 0.30152, "time": 0.22906}
{"mode": "train", "epoch": 22, "iter": 23250, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.19599, "decode.acc_seg": 75.03614, "aux.loss_ce": 0.0946, "aux.acc_seg": 73.45278, "loss": 0.29058, "time": 0.23323}
{"mode": "train", "epoch": 22, "iter": 23300, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.18744, "decode.acc_seg": 72.70495, "aux.loss_ce": 0.08959, "aux.acc_seg": 71.27184, "loss": 0.27703, "time": 0.2313}
{"mode": "train", "epoch": 22, "iter": 23350, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.18643, "decode.acc_seg": 73.39818, "aux.loss_ce": 0.09055, "aux.acc_seg": 72.0885, "loss": 0.27698, "time": 0.22756}
{"mode": "train", "epoch": 22, "iter": 23400, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.16452, "decode.acc_seg": 75.86453, "aux.loss_ce": 0.07746, "aux.acc_seg": 74.81905, "loss": 0.24197, "time": 0.23023}
{"mode": "train", "epoch": 22, "iter": 23450, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.20705, "decode.acc_seg": 76.4768, "aux.loss_ce": 0.0954, "aux.acc_seg": 75.30032, "loss": 0.30245, "time": 0.23195}
{"mode": "train", "epoch": 22, "iter": 23500, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.18861, "decode.acc_seg": 74.93974, "aux.loss_ce": 0.09238, "aux.acc_seg": 73.41905, "loss": 0.28099, "time": 0.23005}
{"mode": "train", "epoch": 22, "iter": 23550, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.18072, "decode.acc_seg": 74.93842, "aux.loss_ce": 0.08688, "aux.acc_seg": 73.59678, "loss": 0.26761, "time": 0.23172}
{"mode": "train", "epoch": 22, "iter": 23600, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.18839, "decode.acc_seg": 74.66271, "aux.loss_ce": 0.09041, "aux.acc_seg": 73.26382, "loss": 0.27881, "time": 0.2314}
{"mode": "train", "epoch": 22, "iter": 23650, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.2108, "decode.acc_seg": 74.5452, "aux.loss_ce": 0.10373, "aux.acc_seg": 72.64152, "loss": 0.31453, "time": 0.23074}
{"mode": "train", "epoch": 22, "iter": 23700, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.18996, "decode.acc_seg": 73.93402, "aux.loss_ce": 0.08929, "aux.acc_seg": 72.7478, "loss": 0.27925, "time": 0.2304}
{"mode": "train", "epoch": 22, "iter": 23750, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.20072, "decode.acc_seg": 71.79961, "aux.loss_ce": 0.09559, "aux.acc_seg": 70.6965, "loss": 0.29631, "time": 0.2278}
{"mode": "train", "epoch": 22, "iter": 23800, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.18895, "decode.acc_seg": 71.81439, "aux.loss_ce": 0.08786, "aux.acc_seg": 70.64471, "loss": 0.27681, "time": 0.2305}
{"mode": "train", "epoch": 23, "iter": 23850, "lr": 1e-05, "memory": 15696, "data_time": 0.04739, "decode.loss_ce": 0.20741, "decode.acc_seg": 72.76528, "aux.loss_ce": 0.10268, "aux.acc_seg": 71.25283, "loss": 0.3101, "time": 0.27216}
{"mode": "train", "epoch": 23, "iter": 23900, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.18956, "decode.acc_seg": 72.37863, "aux.loss_ce": 0.08967, "aux.acc_seg": 71.08927, "loss": 0.27923, "time": 0.22861}
{"mode": "train", "epoch": 23, "iter": 23950, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.20297, "decode.acc_seg": 73.77809, "aux.loss_ce": 0.09451, "aux.acc_seg": 72.68453, "loss": 0.29749, "time": 0.22852}
{"mode": "train", "epoch": 23, "iter": 24000, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.19251, "decode.acc_seg": 74.58622, "aux.loss_ce": 0.08887, "aux.acc_seg": 73.48028, "loss": 0.28138, "time": 0.22626}
{"mode": "train", "epoch": 23, "iter": 24050, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.18844, "decode.acc_seg": 75.21121, "aux.loss_ce": 0.09219, "aux.acc_seg": 73.55469, "loss": 0.28063, "time": 0.22869}
{"mode": "train", "epoch": 23, "iter": 24100, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.19739, "decode.acc_seg": 74.6434, "aux.loss_ce": 0.09713, "aux.acc_seg": 73.10078, "loss": 0.29452, "time": 0.22982}
{"mode": "train", "epoch": 23, "iter": 24150, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.21857, "decode.acc_seg": 72.90736, "aux.loss_ce": 0.09918, "aux.acc_seg": 71.86607, "loss": 0.31775, "time": 0.22992}
{"mode": "train", "epoch": 23, "iter": 24200, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.18178, "decode.acc_seg": 74.71504, "aux.loss_ce": 0.09072, "aux.acc_seg": 73.01426, "loss": 0.27249, "time": 0.22823}
{"mode": "train", "epoch": 23, "iter": 24250, "lr": 1e-05, "memory": 15696, "data_time": 0.00281, "decode.loss_ce": 0.1803, "decode.acc_seg": 73.38424, "aux.loss_ce": 0.09011, "aux.acc_seg": 71.96218, "loss": 0.2704, "time": 0.22974}
{"mode": "train", "epoch": 23, "iter": 24300, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.18653, "decode.acc_seg": 74.99374, "aux.loss_ce": 0.08764, "aux.acc_seg": 74.05478, "loss": 0.27417, "time": 0.2299}
{"mode": "train", "epoch": 23, "iter": 24350, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.20165, "decode.acc_seg": 74.57382, "aux.loss_ce": 0.09452, "aux.acc_seg": 73.29912, "loss": 0.29617, "time": 0.2293}
{"mode": "train", "epoch": 23, "iter": 24400, "lr": 1e-05, "memory": 15696, "data_time": 0.0025, "decode.loss_ce": 0.18213, "decode.acc_seg": 75.33051, "aux.loss_ce": 0.08495, "aux.acc_seg": 74.28418, "loss": 0.26708, "time": 0.22966}
{"mode": "train", "epoch": 23, "iter": 24450, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.17987, "decode.acc_seg": 73.80965, "aux.loss_ce": 0.08645, "aux.acc_seg": 72.50486, "loss": 0.26633, "time": 0.2272}
{"mode": "train", "epoch": 23, "iter": 24500, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.17461, "decode.acc_seg": 76.25799, "aux.loss_ce": 0.08228, "aux.acc_seg": 75.11116, "loss": 0.2569, "time": 0.23311}
{"mode": "train", "epoch": 23, "iter": 24550, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.18048, "decode.acc_seg": 75.48415, "aux.loss_ce": 0.0873, "aux.acc_seg": 74.04729, "loss": 0.26778, "time": 0.23019}
{"mode": "train", "epoch": 23, "iter": 24600, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.2271, "decode.acc_seg": 73.31969, "aux.loss_ce": 0.10341, "aux.acc_seg": 72.24597, "loss": 0.33051, "time": 0.23004}
{"mode": "train", "epoch": 23, "iter": 24650, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.1863, "decode.acc_seg": 74.78817, "aux.loss_ce": 0.08691, "aux.acc_seg": 73.63372, "loss": 0.27321, "time": 0.22726}
{"mode": "train", "epoch": 23, "iter": 24700, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.19284, "decode.acc_seg": 73.64448, "aux.loss_ce": 0.09223, "aux.acc_seg": 72.50468, "loss": 0.28506, "time": 0.23156}
{"mode": "train", "epoch": 23, "iter": 24750, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.20463, "decode.acc_seg": 75.51013, "aux.loss_ce": 0.09542, "aux.acc_seg": 73.94442, "loss": 0.30005, "time": 0.23004}
{"mode": "train", "epoch": 23, "iter": 24800, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.17887, "decode.acc_seg": 74.24953, "aux.loss_ce": 0.08237, "aux.acc_seg": 73.26499, "loss": 0.26124, "time": 0.23171}
{"mode": "train", "epoch": 23, "iter": 24850, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.17895, "decode.acc_seg": 76.32556, "aux.loss_ce": 0.09094, "aux.acc_seg": 74.71201, "loss": 0.26989, "time": 0.22864}
{"mode": "train", "epoch": 23, "iter": 24900, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.16635, "decode.acc_seg": 73.58473, "aux.loss_ce": 0.07806, "aux.acc_seg": 72.55849, "loss": 0.2444, "time": 0.22724}
{"mode": "train", "epoch": 24, "iter": 24950, "lr": 1e-05, "memory": 15696, "data_time": 0.04524, "decode.loss_ce": 0.16739, "decode.acc_seg": 75.05765, "aux.loss_ce": 0.0791, "aux.acc_seg": 74.03799, "loss": 0.24648, "time": 0.27098}
{"mode": "train", "epoch": 24, "iter": 25000, "lr": 1e-05, "memory": 15696, "data_time": 0.00251, "decode.loss_ce": 0.19218, "decode.acc_seg": 72.60894, "aux.loss_ce": 0.09472, "aux.acc_seg": 71.07735, "loss": 0.2869, "time": 0.23026}
{"mode": "train", "epoch": 24, "iter": 25050, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.19683, "decode.acc_seg": 73.08249, "aux.loss_ce": 0.09056, "aux.acc_seg": 72.06328, "loss": 0.28738, "time": 0.22918}
{"mode": "train", "epoch": 24, "iter": 25100, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.19349, "decode.acc_seg": 73.34785, "aux.loss_ce": 0.09179, "aux.acc_seg": 72.23653, "loss": 0.28528, "time": 0.22906}
{"mode": "train", "epoch": 24, "iter": 25150, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.17196, "decode.acc_seg": 75.725, "aux.loss_ce": 0.08593, "aux.acc_seg": 74.35514, "loss": 0.25789, "time": 0.23046}
{"mode": "train", "epoch": 24, "iter": 25200, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.19281, "decode.acc_seg": 74.08927, "aux.loss_ce": 0.08799, "aux.acc_seg": 73.10596, "loss": 0.28079, "time": 0.22759}
{"mode": "train", "epoch": 24, "iter": 25250, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.1864, "decode.acc_seg": 75.76755, "aux.loss_ce": 0.09412, "aux.acc_seg": 73.9442, "loss": 0.28052, "time": 0.23189}
{"mode": "train", "epoch": 24, "iter": 25300, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.19636, "decode.acc_seg": 74.92802, "aux.loss_ce": 0.09519, "aux.acc_seg": 73.3621, "loss": 0.29155, "time": 0.22951}
{"mode": "train", "epoch": 24, "iter": 25350, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.19844, "decode.acc_seg": 72.14433, "aux.loss_ce": 0.09805, "aux.acc_seg": 70.75723, "loss": 0.29649, "time": 0.2289}
{"mode": "train", "epoch": 24, "iter": 25400, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.19016, "decode.acc_seg": 75.2959, "aux.loss_ce": 0.09149, "aux.acc_seg": 73.98074, "loss": 0.28165, "time": 0.23145}
{"mode": "train", "epoch": 24, "iter": 25450, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.20923, "decode.acc_seg": 74.72392, "aux.loss_ce": 0.09745, "aux.acc_seg": 73.52393, "loss": 0.30667, "time": 0.2324}
{"mode": "train", "epoch": 24, "iter": 25500, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.18003, "decode.acc_seg": 75.17572, "aux.loss_ce": 0.08657, "aux.acc_seg": 73.83967, "loss": 0.2666, "time": 0.23005}
{"mode": "train", "epoch": 24, "iter": 25550, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.19342, "decode.acc_seg": 75.07737, "aux.loss_ce": 0.09222, "aux.acc_seg": 73.62957, "loss": 0.28564, "time": 0.23001}
{"mode": "train", "epoch": 24, "iter": 25600, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.18849, "decode.acc_seg": 77.5633, "aux.loss_ce": 0.09334, "aux.acc_seg": 75.82853, "loss": 0.28183, "time": 0.23167}
{"mode": "train", "epoch": 24, "iter": 25650, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.1818, "decode.acc_seg": 73.16763, "aux.loss_ce": 0.08723, "aux.acc_seg": 72.01094, "loss": 0.26903, "time": 0.22923}
{"mode": "train", "epoch": 24, "iter": 25700, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.19327, "decode.acc_seg": 72.51264, "aux.loss_ce": 0.08683, "aux.acc_seg": 71.5592, "loss": 0.28011, "time": 0.2302}
{"mode": "train", "epoch": 24, "iter": 25750, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.23303, "decode.acc_seg": 73.07119, "aux.loss_ce": 0.10378, "aux.acc_seg": 72.21983, "loss": 0.33681, "time": 0.2284}
{"mode": "train", "epoch": 24, "iter": 25800, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.1883, "decode.acc_seg": 74.79315, "aux.loss_ce": 0.09388, "aux.acc_seg": 72.96227, "loss": 0.28218, "time": 0.22845}
{"mode": "train", "epoch": 24, "iter": 25850, "lr": 1e-05, "memory": 15696, "data_time": 0.00313, "decode.loss_ce": 0.17201, "decode.acc_seg": 74.55354, "aux.loss_ce": 0.08311, "aux.acc_seg": 73.46548, "loss": 0.25512, "time": 0.22929}
{"mode": "train", "epoch": 24, "iter": 25900, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.17838, "decode.acc_seg": 72.55413, "aux.loss_ce": 0.0815, "aux.acc_seg": 71.60637, "loss": 0.25988, "time": 0.22717}
{"mode": "train", "epoch": 24, "iter": 25950, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.19235, "decode.acc_seg": 75.64185, "aux.loss_ce": 0.09743, "aux.acc_seg": 74.04502, "loss": 0.28978, "time": 0.22917}
{"mode": "train", "epoch": 25, "iter": 26000, "lr": 1e-05, "memory": 15696, "data_time": 0.04562, "decode.loss_ce": 0.2004, "decode.acc_seg": 74.65889, "aux.loss_ce": 0.0935, "aux.acc_seg": 73.29094, "loss": 0.29391, "time": 0.27153}
{"mode": "train", "epoch": 25, "iter": 26050, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.19343, "decode.acc_seg": 74.9185, "aux.loss_ce": 0.09099, "aux.acc_seg": 73.69982, "loss": 0.28443, "time": 0.23096}
{"mode": "train", "epoch": 25, "iter": 26100, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.20328, "decode.acc_seg": 73.03502, "aux.loss_ce": 0.09559, "aux.acc_seg": 71.54521, "loss": 0.29887, "time": 0.23022}
{"mode": "train", "epoch": 25, "iter": 26150, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.17939, "decode.acc_seg": 75.96437, "aux.loss_ce": 0.08761, "aux.acc_seg": 74.69485, "loss": 0.267, "time": 0.23004}
{"mode": "train", "epoch": 25, "iter": 26200, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.19333, "decode.acc_seg": 76.15454, "aux.loss_ce": 0.09509, "aux.acc_seg": 74.55233, "loss": 0.28843, "time": 0.22785}
{"mode": "train", "epoch": 25, "iter": 26250, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.18141, "decode.acc_seg": 75.39202, "aux.loss_ce": 0.08488, "aux.acc_seg": 74.32398, "loss": 0.2663, "time": 0.23068}
{"mode": "train", "epoch": 25, "iter": 26300, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.19375, "decode.acc_seg": 74.83012, "aux.loss_ce": 0.0961, "aux.acc_seg": 73.35533, "loss": 0.28984, "time": 0.22919}
{"mode": "train", "epoch": 25, "iter": 26350, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.1993, "decode.acc_seg": 75.81844, "aux.loss_ce": 0.09566, "aux.acc_seg": 74.16721, "loss": 0.29496, "time": 0.22987}
{"mode": "train", "epoch": 25, "iter": 26400, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.1856, "decode.acc_seg": 73.41997, "aux.loss_ce": 0.08817, "aux.acc_seg": 72.04911, "loss": 0.27378, "time": 0.22779}
{"mode": "train", "epoch": 25, "iter": 26450, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.18882, "decode.acc_seg": 77.82592, "aux.loss_ce": 0.09299, "aux.acc_seg": 76.28564, "loss": 0.2818, "time": 0.22781}
{"mode": "train", "epoch": 25, "iter": 26500, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.19683, "decode.acc_seg": 74.18143, "aux.loss_ce": 0.09275, "aux.acc_seg": 72.94633, "loss": 0.28958, "time": 0.22813}
{"mode": "train", "epoch": 25, "iter": 26550, "lr": 1e-05, "memory": 15696, "data_time": 0.00278, "decode.loss_ce": 0.20071, "decode.acc_seg": 73.62555, "aux.loss_ce": 0.09499, "aux.acc_seg": 72.45425, "loss": 0.2957, "time": 0.22692}
{"mode": "train", "epoch": 25, "iter": 26600, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.19946, "decode.acc_seg": 74.96851, "aux.loss_ce": 0.09692, "aux.acc_seg": 73.53653, "loss": 0.29638, "time": 0.22983}
{"mode": "train", "epoch": 25, "iter": 26650, "lr": 1e-05, "memory": 15696, "data_time": 0.00277, "decode.loss_ce": 0.18446, "decode.acc_seg": 75.62968, "aux.loss_ce": 0.08734, "aux.acc_seg": 74.69309, "loss": 0.27181, "time": 0.2301}
{"mode": "train", "epoch": 25, "iter": 26700, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.15922, "decode.acc_seg": 74.45812, "aux.loss_ce": 0.07669, "aux.acc_seg": 73.3645, "loss": 0.23591, "time": 0.23005}
{"mode": "train", "epoch": 25, "iter": 26750, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.18387, "decode.acc_seg": 75.69913, "aux.loss_ce": 0.09104, "aux.acc_seg": 74.11657, "loss": 0.27491, "time": 0.22943}
{"mode": "train", "epoch": 25, "iter": 26800, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.18319, "decode.acc_seg": 73.38339, "aux.loss_ce": 0.08689, "aux.acc_seg": 72.10734, "loss": 0.27008, "time": 0.22674}
{"mode": "train", "epoch": 25, "iter": 26850, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.17942, "decode.acc_seg": 73.97284, "aux.loss_ce": 0.08796, "aux.acc_seg": 72.35708, "loss": 0.26738, "time": 0.23059}
{"mode": "train", "epoch": 25, "iter": 26900, "lr": 1e-05, "memory": 15696, "data_time": 0.00248, "decode.loss_ce": 0.17808, "decode.acc_seg": 75.7675, "aux.loss_ce": 0.09138, "aux.acc_seg": 73.94505, "loss": 0.26946, "time": 0.22825}
{"mode": "train", "epoch": 25, "iter": 26950, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.19371, "decode.acc_seg": 73.96759, "aux.loss_ce": 0.09282, "aux.acc_seg": 72.54318, "loss": 0.28653, "time": 0.22541}
{"mode": "train", "epoch": 25, "iter": 27000, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.19069, "decode.acc_seg": 74.0096, "aux.loss_ce": 0.08841, "aux.acc_seg": 72.76725, "loss": 0.2791, "time": 0.22819}
{"mode": "train", "epoch": 25, "iter": 27050, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.19615, "decode.acc_seg": 72.30453, "aux.loss_ce": 0.09522, "aux.acc_seg": 70.70835, "loss": 0.29137, "time": 0.22961}
{"mode": "train", "epoch": 26, "iter": 27100, "lr": 1e-05, "memory": 15696, "data_time": 0.0446, "decode.loss_ce": 0.18742, "decode.acc_seg": 76.31246, "aux.loss_ce": 0.08872, "aux.acc_seg": 74.84946, "loss": 0.27614, "time": 0.27158}
{"mode": "train", "epoch": 26, "iter": 27150, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.18081, "decode.acc_seg": 74.83752, "aux.loss_ce": 0.08994, "aux.acc_seg": 73.17263, "loss": 0.27075, "time": 0.22832}
{"mode": "train", "epoch": 26, "iter": 27200, "lr": 1e-05, "memory": 15696, "data_time": 0.00278, "decode.loss_ce": 0.18417, "decode.acc_seg": 74.58646, "aux.loss_ce": 0.0887, "aux.acc_seg": 73.35131, "loss": 0.27287, "time": 0.23077}
{"mode": "train", "epoch": 26, "iter": 27250, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.18411, "decode.acc_seg": 73.17603, "aux.loss_ce": 0.0865, "aux.acc_seg": 72.0687, "loss": 0.27061, "time": 0.22996}
{"mode": "train", "epoch": 26, "iter": 27300, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.17549, "decode.acc_seg": 73.99829, "aux.loss_ce": 0.08557, "aux.acc_seg": 72.82598, "loss": 0.26106, "time": 0.22915}
{"mode": "train", "epoch": 26, "iter": 27350, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.17626, "decode.acc_seg": 75.71072, "aux.loss_ce": 0.08481, "aux.acc_seg": 74.37689, "loss": 0.26107, "time": 0.22799}
{"mode": "train", "epoch": 26, "iter": 27400, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.16533, "decode.acc_seg": 77.26636, "aux.loss_ce": 0.08099, "aux.acc_seg": 75.98329, "loss": 0.24632, "time": 0.23015}
{"mode": "train", "epoch": 26, "iter": 27450, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.18109, "decode.acc_seg": 72.9727, "aux.loss_ce": 0.08453, "aux.acc_seg": 71.87605, "loss": 0.26562, "time": 0.23089}
{"mode": "train", "epoch": 26, "iter": 27500, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.17777, "decode.acc_seg": 76.3189, "aux.loss_ce": 0.08827, "aux.acc_seg": 74.96282, "loss": 0.26605, "time": 0.23138}
{"mode": "train", "epoch": 26, "iter": 27550, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.17645, "decode.acc_seg": 74.61876, "aux.loss_ce": 0.08854, "aux.acc_seg": 73.03116, "loss": 0.26499, "time": 0.2321}
{"mode": "train", "epoch": 26, "iter": 27600, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.17677, "decode.acc_seg": 74.69881, "aux.loss_ce": 0.08253, "aux.acc_seg": 73.6922, "loss": 0.2593, "time": 0.22717}
{"mode": "train", "epoch": 26, "iter": 27650, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.1837, "decode.acc_seg": 74.89897, "aux.loss_ce": 0.08724, "aux.acc_seg": 73.44477, "loss": 0.27095, "time": 0.22796}
{"mode": "train", "epoch": 26, "iter": 27700, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.18861, "decode.acc_seg": 73.4695, "aux.loss_ce": 0.08824, "aux.acc_seg": 72.37631, "loss": 0.27686, "time": 0.22943}
{"mode": "train", "epoch": 26, "iter": 27750, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.19233, "decode.acc_seg": 74.20789, "aux.loss_ce": 0.0952, "aux.acc_seg": 72.81716, "loss": 0.28753, "time": 0.23016}
{"mode": "train", "epoch": 26, "iter": 27800, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.17477, "decode.acc_seg": 74.78194, "aux.loss_ce": 0.08609, "aux.acc_seg": 73.4342, "loss": 0.26087, "time": 0.22896}
{"mode": "train", "epoch": 26, "iter": 27850, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.18264, "decode.acc_seg": 76.56182, "aux.loss_ce": 0.08575, "aux.acc_seg": 75.47402, "loss": 0.26839, "time": 0.23013}
{"mode": "train", "epoch": 26, "iter": 27900, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.19737, "decode.acc_seg": 75.0702, "aux.loss_ce": 0.09387, "aux.acc_seg": 73.53295, "loss": 0.29124, "time": 0.22984}
{"mode": "train", "epoch": 26, "iter": 27950, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.20197, "decode.acc_seg": 76.04173, "aux.loss_ce": 0.09504, "aux.acc_seg": 74.61655, "loss": 0.29701, "time": 0.22887}
{"mode": "train", "epoch": 26, "iter": 28000, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.16718, "decode.acc_seg": 76.18088, "aux.loss_ce": 0.07995, "aux.acc_seg": 74.89644, "loss": 0.24713, "time": 0.22936}
{"mode": "train", "epoch": 26, "iter": 28050, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.1789, "decode.acc_seg": 73.49419, "aux.loss_ce": 0.08589, "aux.acc_seg": 72.12864, "loss": 0.26479, "time": 0.23051}
{"mode": "train", "epoch": 26, "iter": 28100, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.19226, "decode.acc_seg": 74.67551, "aux.loss_ce": 0.0935, "aux.acc_seg": 73.07322, "loss": 0.28577, "time": 0.22582}
{"mode": "train", "epoch": 26, "iter": 28150, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.17739, "decode.acc_seg": 72.51688, "aux.loss_ce": 0.08251, "aux.acc_seg": 71.56697, "loss": 0.25989, "time": 0.22854}
{"mode": "train", "epoch": 27, "iter": 28200, "lr": 1e-05, "memory": 15696, "data_time": 0.04553, "decode.loss_ce": 0.17381, "decode.acc_seg": 76.22892, "aux.loss_ce": 0.08333, "aux.acc_seg": 75.01634, "loss": 0.25714, "time": 0.27093}
{"mode": "train", "epoch": 27, "iter": 28250, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.16267, "decode.acc_seg": 74.75528, "aux.loss_ce": 0.0796, "aux.acc_seg": 73.47444, "loss": 0.24227, "time": 0.22909}
{"mode": "train", "epoch": 27, "iter": 28300, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.16545, "decode.acc_seg": 76.82742, "aux.loss_ce": 0.08098, "aux.acc_seg": 75.51748, "loss": 0.24644, "time": 0.22879}
{"mode": "train", "epoch": 27, "iter": 28350, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.18005, "decode.acc_seg": 75.62544, "aux.loss_ce": 0.08438, "aux.acc_seg": 74.40831, "loss": 0.26443, "time": 0.22745}
{"mode": "train", "epoch": 27, "iter": 28400, "lr": 1e-05, "memory": 15696, "data_time": 0.0025, "decode.loss_ce": 0.17449, "decode.acc_seg": 75.33098, "aux.loss_ce": 0.08438, "aux.acc_seg": 73.82407, "loss": 0.25887, "time": 0.22794}
{"mode": "train", "epoch": 27, "iter": 28450, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.18211, "decode.acc_seg": 75.89339, "aux.loss_ce": 0.08746, "aux.acc_seg": 74.47122, "loss": 0.26956, "time": 0.23152}
{"mode": "train", "epoch": 27, "iter": 28500, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.18395, "decode.acc_seg": 74.84469, "aux.loss_ce": 0.09114, "aux.acc_seg": 73.19434, "loss": 0.27509, "time": 0.23053}
{"mode": "train", "epoch": 27, "iter": 28550, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.15988, "decode.acc_seg": 75.02423, "aux.loss_ce": 0.07954, "aux.acc_seg": 73.61997, "loss": 0.23942, "time": 0.22912}
{"mode": "train", "epoch": 27, "iter": 28600, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.19143, "decode.acc_seg": 75.73393, "aux.loss_ce": 0.08613, "aux.acc_seg": 74.76666, "loss": 0.27756, "time": 0.22631}
{"mode": "train", "epoch": 27, "iter": 28650, "lr": 1e-05, "memory": 15696, "data_time": 0.0025, "decode.loss_ce": 0.18709, "decode.acc_seg": 73.76502, "aux.loss_ce": 0.08937, "aux.acc_seg": 72.18787, "loss": 0.27646, "time": 0.22844}
{"mode": "train", "epoch": 27, "iter": 28700, "lr": 1e-05, "memory": 15696, "data_time": 0.00251, "decode.loss_ce": 0.18687, "decode.acc_seg": 72.80833, "aux.loss_ce": 0.0885, "aux.acc_seg": 71.6264, "loss": 0.27536, "time": 0.22892}
{"mode": "train", "epoch": 27, "iter": 28750, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.20855, "decode.acc_seg": 72.50317, "aux.loss_ce": 0.09466, "aux.acc_seg": 71.49004, "loss": 0.30321, "time": 0.22808}
{"mode": "train", "epoch": 27, "iter": 28800, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.1926, "decode.acc_seg": 74.74338, "aux.loss_ce": 0.08848, "aux.acc_seg": 73.63476, "loss": 0.28108, "time": 0.22658}
{"mode": "train", "epoch": 27, "iter": 28850, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.15947, "decode.acc_seg": 74.39411, "aux.loss_ce": 0.08105, "aux.acc_seg": 72.80678, "loss": 0.24052, "time": 0.2275}
{"mode": "train", "epoch": 27, "iter": 28900, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.18751, "decode.acc_seg": 73.18933, "aux.loss_ce": 0.08896, "aux.acc_seg": 71.92832, "loss": 0.27646, "time": 0.22693}
{"mode": "train", "epoch": 27, "iter": 28950, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.19135, "decode.acc_seg": 76.04853, "aux.loss_ce": 0.09509, "aux.acc_seg": 74.30597, "loss": 0.28644, "time": 0.23135}
{"mode": "train", "epoch": 27, "iter": 29000, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.18329, "decode.acc_seg": 74.24642, "aux.loss_ce": 0.08615, "aux.acc_seg": 73.19225, "loss": 0.26944, "time": 0.23018}
{"mode": "train", "epoch": 27, "iter": 29050, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.19566, "decode.acc_seg": 75.64177, "aux.loss_ce": 0.0973, "aux.acc_seg": 73.90095, "loss": 0.29296, "time": 0.23068}
{"mode": "train", "epoch": 27, "iter": 29100, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.1773, "decode.acc_seg": 76.80116, "aux.loss_ce": 0.08707, "aux.acc_seg": 75.38249, "loss": 0.26437, "time": 0.2289}
{"mode": "train", "epoch": 27, "iter": 29150, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.18011, "decode.acc_seg": 76.36903, "aux.loss_ce": 0.0871, "aux.acc_seg": 75.13215, "loss": 0.26721, "time": 0.2282}
{"mode": "train", "epoch": 27, "iter": 29200, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.17605, "decode.acc_seg": 75.70764, "aux.loss_ce": 0.08434, "aux.acc_seg": 74.19852, "loss": 0.26039, "time": 0.22855}
{"mode": "train", "epoch": 28, "iter": 29250, "lr": 1e-05, "memory": 15696, "data_time": 0.04591, "decode.loss_ce": 0.17725, "decode.acc_seg": 74.72381, "aux.loss_ce": 0.08559, "aux.acc_seg": 73.23264, "loss": 0.26284, "time": 0.27351}
{"mode": "train", "epoch": 28, "iter": 29300, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.17719, "decode.acc_seg": 74.24564, "aux.loss_ce": 0.0902, "aux.acc_seg": 72.62403, "loss": 0.26739, "time": 0.23001}
{"mode": "train", "epoch": 28, "iter": 29350, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.16962, "decode.acc_seg": 74.73047, "aux.loss_ce": 0.0825, "aux.acc_seg": 73.39508, "loss": 0.25212, "time": 0.22797}
{"mode": "train", "epoch": 28, "iter": 29400, "lr": 1e-05, "memory": 15696, "data_time": 0.00251, "decode.loss_ce": 0.17148, "decode.acc_seg": 75.08956, "aux.loss_ce": 0.08649, "aux.acc_seg": 73.49076, "loss": 0.25798, "time": 0.22954}
{"mode": "train", "epoch": 28, "iter": 29450, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.18279, "decode.acc_seg": 73.33973, "aux.loss_ce": 0.08782, "aux.acc_seg": 72.20528, "loss": 0.27061, "time": 0.22989}
{"mode": "train", "epoch": 28, "iter": 29500, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.18163, "decode.acc_seg": 75.49746, "aux.loss_ce": 0.08517, "aux.acc_seg": 74.28829, "loss": 0.26679, "time": 0.22953}
{"mode": "train", "epoch": 28, "iter": 29550, "lr": 1e-05, "memory": 15696, "data_time": 0.0025, "decode.loss_ce": 0.17105, "decode.acc_seg": 74.2428, "aux.loss_ce": 0.08254, "aux.acc_seg": 72.91902, "loss": 0.25359, "time": 0.23198}
{"mode": "train", "epoch": 28, "iter": 29600, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.18748, "decode.acc_seg": 76.31424, "aux.loss_ce": 0.08885, "aux.acc_seg": 75.18481, "loss": 0.27633, "time": 0.23008}
{"mode": "train", "epoch": 28, "iter": 29650, "lr": 1e-05, "memory": 15696, "data_time": 0.00251, "decode.loss_ce": 0.17124, "decode.acc_seg": 77.20446, "aux.loss_ce": 0.08586, "aux.acc_seg": 75.34769, "loss": 0.2571, "time": 0.22847}
{"mode": "train", "epoch": 28, "iter": 29700, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.1648, "decode.acc_seg": 74.96032, "aux.loss_ce": 0.08228, "aux.acc_seg": 73.63659, "loss": 0.24708, "time": 0.22911}
{"mode": "train", "epoch": 28, "iter": 29750, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.1723, "decode.acc_seg": 74.86101, "aux.loss_ce": 0.08006, "aux.acc_seg": 74.03646, "loss": 0.25236, "time": 0.229}
{"mode": "train", "epoch": 28, "iter": 29800, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.18059, "decode.acc_seg": 73.37569, "aux.loss_ce": 0.08944, "aux.acc_seg": 72.30054, "loss": 0.27003, "time": 0.22856}
{"mode": "train", "epoch": 28, "iter": 29850, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.18813, "decode.acc_seg": 75.28877, "aux.loss_ce": 0.08954, "aux.acc_seg": 74.00389, "loss": 0.27767, "time": 0.22823}
{"mode": "train", "epoch": 28, "iter": 29900, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.16813, "decode.acc_seg": 76.79652, "aux.loss_ce": 0.07932, "aux.acc_seg": 75.78381, "loss": 0.24745, "time": 0.22819}
{"mode": "train", "epoch": 28, "iter": 29950, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.17131, "decode.acc_seg": 74.63273, "aux.loss_ce": 0.08132, "aux.acc_seg": 73.393, "loss": 0.25262, "time": 0.23153}
{"mode": "train", "epoch": 28, "iter": 30000, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.18502, "decode.acc_seg": 75.91862, "aux.loss_ce": 0.08937, "aux.acc_seg": 74.52359, "loss": 0.27439, "time": 0.23014}
{"mode": "train", "epoch": 28, "iter": 30050, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.18865, "decode.acc_seg": 73.25838, "aux.loss_ce": 0.0876, "aux.acc_seg": 72.23715, "loss": 0.27625, "time": 0.22966}
{"mode": "train", "epoch": 28, "iter": 30100, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.17358, "decode.acc_seg": 74.09537, "aux.loss_ce": 0.08368, "aux.acc_seg": 72.58579, "loss": 0.25726, "time": 0.22816}
{"mode": "train", "epoch": 28, "iter": 30150, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.17171, "decode.acc_seg": 76.67429, "aux.loss_ce": 0.08677, "aux.acc_seg": 75.2212, "loss": 0.25848, "time": 0.22823}
{"mode": "train", "epoch": 28, "iter": 30200, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.18613, "decode.acc_seg": 75.89397, "aux.loss_ce": 0.08817, "aux.acc_seg": 74.62947, "loss": 0.27431, "time": 0.23059}
{"mode": "train", "epoch": 28, "iter": 30250, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.17454, "decode.acc_seg": 73.90888, "aux.loss_ce": 0.08952, "aux.acc_seg": 72.45124, "loss": 0.26405, "time": 0.2305}
{"mode": "train", "epoch": 28, "iter": 30300, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.18034, "decode.acc_seg": 75.11796, "aux.loss_ce": 0.08396, "aux.acc_seg": 73.96285, "loss": 0.2643, "time": 0.23047}
{"mode": "train", "epoch": 29, "iter": 30350, "lr": 1e-05, "memory": 15696, "data_time": 0.04455, "decode.loss_ce": 0.1732, "decode.acc_seg": 74.37806, "aux.loss_ce": 0.08498, "aux.acc_seg": 72.9765, "loss": 0.25818, "time": 0.27115}
{"mode": "train", "epoch": 29, "iter": 30400, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.17431, "decode.acc_seg": 74.195, "aux.loss_ce": 0.08569, "aux.acc_seg": 72.74415, "loss": 0.26, "time": 0.2303}
{"mode": "train", "epoch": 29, "iter": 30450, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.18192, "decode.acc_seg": 73.39798, "aux.loss_ce": 0.08792, "aux.acc_seg": 72.18726, "loss": 0.26985, "time": 0.22879}
{"mode": "train", "epoch": 29, "iter": 30500, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.18581, "decode.acc_seg": 73.61162, "aux.loss_ce": 0.08344, "aux.acc_seg": 72.40534, "loss": 0.26925, "time": 0.23059}
{"mode": "train", "epoch": 29, "iter": 30550, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.18789, "decode.acc_seg": 76.13386, "aux.loss_ce": 0.09345, "aux.acc_seg": 74.68575, "loss": 0.28133, "time": 0.2292}
{"mode": "train", "epoch": 29, "iter": 30600, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.17082, "decode.acc_seg": 76.02828, "aux.loss_ce": 0.08714, "aux.acc_seg": 74.25736, "loss": 0.25796, "time": 0.22996}
{"mode": "train", "epoch": 29, "iter": 30650, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.17762, "decode.acc_seg": 75.69358, "aux.loss_ce": 0.08797, "aux.acc_seg": 74.28674, "loss": 0.26559, "time": 0.23285}
{"mode": "train", "epoch": 29, "iter": 30700, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.16859, "decode.acc_seg": 72.27409, "aux.loss_ce": 0.08238, "aux.acc_seg": 70.95532, "loss": 0.25097, "time": 0.22877}
{"mode": "train", "epoch": 29, "iter": 30750, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.18289, "decode.acc_seg": 74.42332, "aux.loss_ce": 0.08616, "aux.acc_seg": 73.38529, "loss": 0.26905, "time": 0.23032}
{"mode": "train", "epoch": 29, "iter": 30800, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.15993, "decode.acc_seg": 73.44706, "aux.loss_ce": 0.08142, "aux.acc_seg": 71.75709, "loss": 0.24135, "time": 0.22562}
{"mode": "train", "epoch": 29, "iter": 30850, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.16883, "decode.acc_seg": 75.32446, "aux.loss_ce": 0.08401, "aux.acc_seg": 74.01482, "loss": 0.25284, "time": 0.22642}
{"mode": "train", "epoch": 29, "iter": 30900, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.16231, "decode.acc_seg": 74.22897, "aux.loss_ce": 0.08703, "aux.acc_seg": 72.4253, "loss": 0.24934, "time": 0.2283}
{"mode": "train", "epoch": 29, "iter": 30950, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.17218, "decode.acc_seg": 74.05857, "aux.loss_ce": 0.08092, "aux.acc_seg": 73.06218, "loss": 0.2531, "time": 0.23049}
{"mode": "train", "epoch": 29, "iter": 31000, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.15703, "decode.acc_seg": 76.30866, "aux.loss_ce": 0.07837, "aux.acc_seg": 74.92241, "loss": 0.2354, "time": 0.22778}
{"mode": "train", "epoch": 29, "iter": 31050, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.17081, "decode.acc_seg": 76.2595, "aux.loss_ce": 0.08506, "aux.acc_seg": 74.73159, "loss": 0.25587, "time": 0.22933}
{"mode": "train", "epoch": 29, "iter": 31100, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.14998, "decode.acc_seg": 73.31914, "aux.loss_ce": 0.07108, "aux.acc_seg": 72.449, "loss": 0.22105, "time": 0.23087}
{"mode": "train", "epoch": 29, "iter": 31150, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.15922, "decode.acc_seg": 75.03507, "aux.loss_ce": 0.07749, "aux.acc_seg": 73.83533, "loss": 0.23671, "time": 0.22776}
{"mode": "train", "epoch": 29, "iter": 31200, "lr": 1e-05, "memory": 15696, "data_time": 0.00248, "decode.loss_ce": 0.16332, "decode.acc_seg": 76.70041, "aux.loss_ce": 0.08076, "aux.acc_seg": 75.44819, "loss": 0.24408, "time": 0.22796}
{"mode": "train", "epoch": 29, "iter": 31250, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.17438, "decode.acc_seg": 74.77169, "aux.loss_ce": 0.08552, "aux.acc_seg": 73.34045, "loss": 0.2599, "time": 0.22875}
{"mode": "train", "epoch": 29, "iter": 31300, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.16032, "decode.acc_seg": 74.93694, "aux.loss_ce": 0.07516, "aux.acc_seg": 73.98553, "loss": 0.23548, "time": 0.22765}
{"mode": "train", "epoch": 29, "iter": 31350, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.16613, "decode.acc_seg": 73.85261, "aux.loss_ce": 0.08251, "aux.acc_seg": 72.42995, "loss": 0.24864, "time": 0.22978}
{"mode": "train", "epoch": 29, "iter": 31400, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.16977, "decode.acc_seg": 76.34514, "aux.loss_ce": 0.08408, "aux.acc_seg": 75.10659, "loss": 0.25385, "time": 0.22981}
{"mode": "train", "epoch": 30, "iter": 31450, "lr": 1e-05, "memory": 15696, "data_time": 0.04572, "decode.loss_ce": 0.16105, "decode.acc_seg": 75.09399, "aux.loss_ce": 0.0776, "aux.acc_seg": 73.94927, "loss": 0.23865, "time": 0.27243}
{"mode": "train", "epoch": 30, "iter": 31500, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.15534, "decode.acc_seg": 76.14398, "aux.loss_ce": 0.076, "aux.acc_seg": 74.88502, "loss": 0.23135, "time": 0.22851}
{"mode": "train", "epoch": 30, "iter": 31550, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.18691, "decode.acc_seg": 75.38967, "aux.loss_ce": 0.09037, "aux.acc_seg": 73.97408, "loss": 0.27728, "time": 0.22798}
{"mode": "train", "epoch": 30, "iter": 31600, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.17618, "decode.acc_seg": 77.35275, "aux.loss_ce": 0.08556, "aux.acc_seg": 76.14744, "loss": 0.26174, "time": 0.22706}
{"mode": "train", "epoch": 30, "iter": 31650, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.14678, "decode.acc_seg": 73.07802, "aux.loss_ce": 0.07153, "aux.acc_seg": 71.99408, "loss": 0.21831, "time": 0.22807}
{"mode": "train", "epoch": 30, "iter": 31700, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.16557, "decode.acc_seg": 73.90125, "aux.loss_ce": 0.07952, "aux.acc_seg": 72.68858, "loss": 0.24509, "time": 0.23062}
{"mode": "train", "epoch": 30, "iter": 31750, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.16531, "decode.acc_seg": 76.67837, "aux.loss_ce": 0.08053, "aux.acc_seg": 75.44327, "loss": 0.24584, "time": 0.23018}
{"mode": "train", "epoch": 30, "iter": 31800, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.17282, "decode.acc_seg": 77.01573, "aux.loss_ce": 0.08608, "aux.acc_seg": 75.50771, "loss": 0.25891, "time": 0.22816}
{"mode": "train", "epoch": 30, "iter": 31850, "lr": 1e-05, "memory": 15696, "data_time": 0.00248, "decode.loss_ce": 0.20148, "decode.acc_seg": 72.1281, "aux.loss_ce": 0.09236, "aux.acc_seg": 70.89121, "loss": 0.29384, "time": 0.22614}
{"mode": "train", "epoch": 30, "iter": 31900, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.16749, "decode.acc_seg": 75.62929, "aux.loss_ce": 0.08497, "aux.acc_seg": 74.0807, "loss": 0.25246, "time": 0.22865}
{"mode": "train", "epoch": 30, "iter": 31950, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.17097, "decode.acc_seg": 75.68555, "aux.loss_ce": 0.08603, "aux.acc_seg": 74.29455, "loss": 0.257, "time": 0.22922}
{"mode": "train", "epoch": 30, "iter": 32000, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.17298, "decode.acc_seg": 75.60047, "aux.loss_ce": 0.08623, "aux.acc_seg": 74.04497, "loss": 0.2592, "time": 0.27943}
{"mode": "val", "epoch": 30, "iter": 632, "lr": 1e-05, "aAcc": 0.9052, "mIoU": 0.8203, "mAcc": 0.8976, "mFscore": 0.8997, "mPrecision": 0.902, "mRecall": 0.8976, "IoU.impervious_surface": 0.8599, "IoU.building": 0.9226, "IoU.low_vegetation": 0.7532, "IoU.tree": 0.7361, "IoU.car": 0.8296, "IoU.clutter": NaN, "Acc.impervious_surface": 0.9199, "Acc.building": 0.9681, "Acc.low_vegetation": 0.8658, "Acc.tree": 0.839, "Acc.car": 0.8951, "Acc.clutter": NaN, "Fscore.impervious_surface": 0.9247, "Fscore.building": 0.9597, "Fscore.low_vegetation": 0.8592, "Fscore.tree": 0.848, "Fscore.car": 0.9069, "Fscore.clutter": NaN, "Precision.impervious_surface": 0.9295, "Precision.building": 0.9515, "Precision.low_vegetation": 0.8528, "Precision.tree": 0.8572, "Precision.car": 0.9189, "Precision.clutter": NaN, "Recall.impervious_surface": 0.9199, "Recall.building": 0.9681, "Recall.low_vegetation": 0.8658, "Recall.tree": 0.839, "Recall.car": 0.8951, "Recall.clutter": NaN}
{"mode": "train", "epoch": 30, "iter": 32050, "lr": 1e-05, "memory": 15696, "data_time": 0.84227, "decode.loss_ce": 0.16765, "decode.acc_seg": 76.54337, "aux.loss_ce": 0.08101, "aux.acc_seg": 75.30979, "loss": 0.24866, "time": 1.06906}
{"mode": "train", "epoch": 30, "iter": 32100, "lr": 1e-05, "memory": 15696, "data_time": 0.00278, "decode.loss_ce": 0.18748, "decode.acc_seg": 76.16165, "aux.loss_ce": 0.08937, "aux.acc_seg": 74.98372, "loss": 0.27685, "time": 0.2287}
{"mode": "train", "epoch": 30, "iter": 32150, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.18784, "decode.acc_seg": 73.19141, "aux.loss_ce": 0.0875, "aux.acc_seg": 72.1845, "loss": 0.27534, "time": 0.22735}
{"mode": "train", "epoch": 30, "iter": 32200, "lr": 1e-05, "memory": 15696, "data_time": 0.0025, "decode.loss_ce": 0.17792, "decode.acc_seg": 73.94195, "aux.loss_ce": 0.08279, "aux.acc_seg": 72.92558, "loss": 0.26072, "time": 0.22773}
{"mode": "train", "epoch": 30, "iter": 32250, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.17295, "decode.acc_seg": 74.93312, "aux.loss_ce": 0.08133, "aux.acc_seg": 73.88682, "loss": 0.25429, "time": 0.22816}
{"mode": "train", "epoch": 30, "iter": 32300, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.1702, "decode.acc_seg": 76.59972, "aux.loss_ce": 0.08246, "aux.acc_seg": 75.40797, "loss": 0.25266, "time": 0.22575}
{"mode": "train", "epoch": 30, "iter": 32350, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.18058, "decode.acc_seg": 76.57546, "aux.loss_ce": 0.08924, "aux.acc_seg": 75.20096, "loss": 0.26982, "time": 0.22961}
{"mode": "train", "epoch": 30, "iter": 32400, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.16646, "decode.acc_seg": 76.33504, "aux.loss_ce": 0.08459, "aux.acc_seg": 74.69671, "loss": 0.25105, "time": 0.22859}
{"mode": "train", "epoch": 30, "iter": 32450, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.16615, "decode.acc_seg": 75.65271, "aux.loss_ce": 0.08119, "aux.acc_seg": 74.50255, "loss": 0.24734, "time": 0.23201}
{"mode": "train", "epoch": 31, "iter": 32500, "lr": 1e-05, "memory": 15696, "data_time": 0.04539, "decode.loss_ce": 0.17199, "decode.acc_seg": 76.2719, "aux.loss_ce": 0.08198, "aux.acc_seg": 75.10792, "loss": 0.25396, "time": 0.27097}
{"mode": "train", "epoch": 31, "iter": 32550, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.18437, "decode.acc_seg": 76.19092, "aux.loss_ce": 0.09366, "aux.acc_seg": 74.67583, "loss": 0.27803, "time": 0.22781}
{"mode": "train", "epoch": 31, "iter": 32600, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.17049, "decode.acc_seg": 75.70627, "aux.loss_ce": 0.08382, "aux.acc_seg": 74.17009, "loss": 0.25431, "time": 0.22945}
{"mode": "train", "epoch": 31, "iter": 32650, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.17157, "decode.acc_seg": 78.34852, "aux.loss_ce": 0.08399, "aux.acc_seg": 77.01354, "loss": 0.25556, "time": 0.22896}
{"mode": "train", "epoch": 31, "iter": 32700, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.17387, "decode.acc_seg": 75.21904, "aux.loss_ce": 0.08314, "aux.acc_seg": 74.11337, "loss": 0.25701, "time": 0.2301}
{"mode": "train", "epoch": 31, "iter": 32750, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.16185, "decode.acc_seg": 75.22512, "aux.loss_ce": 0.07816, "aux.acc_seg": 74.1865, "loss": 0.24002, "time": 0.22822}
{"mode": "train", "epoch": 31, "iter": 32800, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.15898, "decode.acc_seg": 74.0967, "aux.loss_ce": 0.08341, "aux.acc_seg": 72.29819, "loss": 0.24239, "time": 0.22874}
{"mode": "train", "epoch": 31, "iter": 32850, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.1572, "decode.acc_seg": 75.74253, "aux.loss_ce": 0.07837, "aux.acc_seg": 74.26384, "loss": 0.23557, "time": 0.22736}
{"mode": "train", "epoch": 31, "iter": 32900, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.17181, "decode.acc_seg": 75.99115, "aux.loss_ce": 0.08515, "aux.acc_seg": 74.55346, "loss": 0.25695, "time": 0.2278}
{"mode": "train", "epoch": 31, "iter": 32950, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.1793, "decode.acc_seg": 73.96816, "aux.loss_ce": 0.09144, "aux.acc_seg": 72.31301, "loss": 0.27074, "time": 0.23011}
{"mode": "train", "epoch": 31, "iter": 33000, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.15731, "decode.acc_seg": 73.72074, "aux.loss_ce": 0.07743, "aux.acc_seg": 72.40456, "loss": 0.23474, "time": 0.22991}
{"mode": "train", "epoch": 31, "iter": 33050, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.17956, "decode.acc_seg": 75.03434, "aux.loss_ce": 0.08385, "aux.acc_seg": 74.0647, "loss": 0.26341, "time": 0.23117}
{"mode": "train", "epoch": 31, "iter": 33100, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.18095, "decode.acc_seg": 73.30848, "aux.loss_ce": 0.09502, "aux.acc_seg": 71.50797, "loss": 0.27597, "time": 0.22887}
{"mode": "train", "epoch": 31, "iter": 33150, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.17516, "decode.acc_seg": 76.91831, "aux.loss_ce": 0.0819, "aux.acc_seg": 76.01324, "loss": 0.25706, "time": 0.227}
{"mode": "train", "epoch": 31, "iter": 33200, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.17892, "decode.acc_seg": 76.74639, "aux.loss_ce": 0.08543, "aux.acc_seg": 75.61664, "loss": 0.26436, "time": 0.22844}
{"mode": "train", "epoch": 31, "iter": 33250, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.17679, "decode.acc_seg": 75.74519, "aux.loss_ce": 0.08647, "aux.acc_seg": 74.29138, "loss": 0.26326, "time": 0.22938}
{"mode": "train", "epoch": 31, "iter": 33300, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.16448, "decode.acc_seg": 75.22214, "aux.loss_ce": 0.08266, "aux.acc_seg": 73.57629, "loss": 0.24714, "time": 0.22924}
{"mode": "train", "epoch": 31, "iter": 33350, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.1792, "decode.acc_seg": 75.69991, "aux.loss_ce": 0.08379, "aux.acc_seg": 74.4079, "loss": 0.26299, "time": 0.22679}
{"mode": "train", "epoch": 31, "iter": 33400, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.15908, "decode.acc_seg": 76.72253, "aux.loss_ce": 0.07517, "aux.acc_seg": 75.71395, "loss": 0.23425, "time": 0.22756}
{"mode": "train", "epoch": 31, "iter": 33450, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.15955, "decode.acc_seg": 74.42612, "aux.loss_ce": 0.07867, "aux.acc_seg": 73.09299, "loss": 0.23822, "time": 0.22869}
{"mode": "train", "epoch": 31, "iter": 33500, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.15052, "decode.acc_seg": 74.22204, "aux.loss_ce": 0.0767, "aux.acc_seg": 72.75916, "loss": 0.22722, "time": 0.2284}
{"mode": "train", "epoch": 31, "iter": 33550, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.20727, "decode.acc_seg": 74.16667, "aux.loss_ce": 0.0956, "aux.acc_seg": 72.88707, "loss": 0.30287, "time": 0.22897}
{"mode": "train", "epoch": 32, "iter": 33600, "lr": 1e-05, "memory": 15696, "data_time": 0.04393, "decode.loss_ce": 0.16818, "decode.acc_seg": 74.31889, "aux.loss_ce": 0.0811, "aux.acc_seg": 73.00605, "loss": 0.24928, "time": 0.27403}
{"mode": "train", "epoch": 32, "iter": 33650, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.18923, "decode.acc_seg": 76.15164, "aux.loss_ce": 0.09349, "aux.acc_seg": 74.49452, "loss": 0.28272, "time": 0.23101}
{"mode": "train", "epoch": 32, "iter": 33700, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.1646, "decode.acc_seg": 74.59261, "aux.loss_ce": 0.08181, "aux.acc_seg": 73.21124, "loss": 0.24641, "time": 0.23092}
{"mode": "train", "epoch": 32, "iter": 33750, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.16039, "decode.acc_seg": 74.23353, "aux.loss_ce": 0.08088, "aux.acc_seg": 72.92736, "loss": 0.24127, "time": 0.22728}
{"mode": "train", "epoch": 32, "iter": 33800, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.16415, "decode.acc_seg": 76.71527, "aux.loss_ce": 0.08207, "aux.acc_seg": 75.4991, "loss": 0.24621, "time": 0.22752}
{"mode": "train", "epoch": 32, "iter": 33850, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.15934, "decode.acc_seg": 74.55472, "aux.loss_ce": 0.07848, "aux.acc_seg": 73.2064, "loss": 0.23782, "time": 0.22704}
{"mode": "train", "epoch": 32, "iter": 33900, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.17881, "decode.acc_seg": 74.57149, "aux.loss_ce": 0.08697, "aux.acc_seg": 73.20539, "loss": 0.26578, "time": 0.22902}
{"mode": "train", "epoch": 32, "iter": 33950, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.16491, "decode.acc_seg": 76.8332, "aux.loss_ce": 0.08433, "aux.acc_seg": 75.3226, "loss": 0.24925, "time": 0.2292}
{"mode": "train", "epoch": 32, "iter": 34000, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.15519, "decode.acc_seg": 75.5007, "aux.loss_ce": 0.07633, "aux.acc_seg": 74.29236, "loss": 0.23152, "time": 0.23174}
{"mode": "train", "epoch": 32, "iter": 34050, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.15713, "decode.acc_seg": 75.11562, "aux.loss_ce": 0.07772, "aux.acc_seg": 73.65319, "loss": 0.23486, "time": 0.22976}
{"mode": "train", "epoch": 32, "iter": 34100, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.17492, "decode.acc_seg": 74.82883, "aux.loss_ce": 0.08204, "aux.acc_seg": 73.90022, "loss": 0.25696, "time": 0.23023}
{"mode": "train", "epoch": 32, "iter": 34150, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.17635, "decode.acc_seg": 75.55577, "aux.loss_ce": 0.0855, "aux.acc_seg": 74.12975, "loss": 0.26185, "time": 0.22967}
{"mode": "train", "epoch": 32, "iter": 34200, "lr": 1e-05, "memory": 15696, "data_time": 0.00251, "decode.loss_ce": 0.18941, "decode.acc_seg": 71.87614, "aux.loss_ce": 0.08408, "aux.acc_seg": 70.70812, "loss": 0.27349, "time": 0.22977}
{"mode": "train", "epoch": 32, "iter": 34250, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.19452, "decode.acc_seg": 73.8265, "aux.loss_ce": 0.09229, "aux.acc_seg": 72.68226, "loss": 0.28681, "time": 0.22863}
{"mode": "train", "epoch": 32, "iter": 34300, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.17703, "decode.acc_seg": 74.44153, "aux.loss_ce": 0.08359, "aux.acc_seg": 73.21933, "loss": 0.26062, "time": 0.22712}
{"mode": "train", "epoch": 32, "iter": 34350, "lr": 1e-05, "memory": 15696, "data_time": 0.00251, "decode.loss_ce": 0.15599, "decode.acc_seg": 74.48907, "aux.loss_ce": 0.07868, "aux.acc_seg": 73.08723, "loss": 0.23467, "time": 0.22908}
{"mode": "train", "epoch": 32, "iter": 34400, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.17976, "decode.acc_seg": 74.28032, "aux.loss_ce": 0.0879, "aux.acc_seg": 72.95304, "loss": 0.26766, "time": 0.22787}
{"mode": "train", "epoch": 32, "iter": 34450, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.18738, "decode.acc_seg": 73.57901, "aux.loss_ce": 0.08769, "aux.acc_seg": 72.58272, "loss": 0.27507, "time": 0.22875}
{"mode": "train", "epoch": 32, "iter": 34500, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.17318, "decode.acc_seg": 74.43748, "aux.loss_ce": 0.08359, "aux.acc_seg": 73.09553, "loss": 0.25677, "time": 0.23074}
{"mode": "train", "epoch": 32, "iter": 34550, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.16332, "decode.acc_seg": 74.25947, "aux.loss_ce": 0.07701, "aux.acc_seg": 73.32422, "loss": 0.24032, "time": 0.22687}
{"mode": "train", "epoch": 32, "iter": 34600, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.15825, "decode.acc_seg": 74.99168, "aux.loss_ce": 0.07816, "aux.acc_seg": 73.65397, "loss": 0.23641, "time": 0.22901}
{"mode": "train", "epoch": 32, "iter": 34650, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.1539, "decode.acc_seg": 76.11385, "aux.loss_ce": 0.07854, "aux.acc_seg": 74.5741, "loss": 0.23244, "time": 0.22846}
{"mode": "train", "epoch": 33, "iter": 34700, "lr": 1e-05, "memory": 15696, "data_time": 0.04316, "decode.loss_ce": 0.15787, "decode.acc_seg": 71.70298, "aux.loss_ce": 0.07322, "aux.acc_seg": 70.90906, "loss": 0.23108, "time": 0.27069}
{"mode": "train", "epoch": 33, "iter": 34750, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.15275, "decode.acc_seg": 75.45228, "aux.loss_ce": 0.07855, "aux.acc_seg": 73.94816, "loss": 0.2313, "time": 0.22765}
{"mode": "train", "epoch": 33, "iter": 34800, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.16884, "decode.acc_seg": 75.50233, "aux.loss_ce": 0.08467, "aux.acc_seg": 73.98873, "loss": 0.25351, "time": 0.22885}
{"mode": "train", "epoch": 33, "iter": 34850, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.15331, "decode.acc_seg": 77.05712, "aux.loss_ce": 0.07262, "aux.acc_seg": 75.92888, "loss": 0.22592, "time": 0.22646}
{"mode": "train", "epoch": 33, "iter": 34900, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.15683, "decode.acc_seg": 77.61731, "aux.loss_ce": 0.07933, "aux.acc_seg": 76.22111, "loss": 0.23616, "time": 0.22782}
{"mode": "train", "epoch": 33, "iter": 34950, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.16795, "decode.acc_seg": 75.90112, "aux.loss_ce": 0.07883, "aux.acc_seg": 74.92642, "loss": 0.24678, "time": 0.23018}
{"mode": "train", "epoch": 33, "iter": 35000, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.16549, "decode.acc_seg": 77.71201, "aux.loss_ce": 0.07905, "aux.acc_seg": 76.56674, "loss": 0.24455, "time": 0.22997}
{"mode": "train", "epoch": 33, "iter": 35050, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.18041, "decode.acc_seg": 74.96548, "aux.loss_ce": 0.08658, "aux.acc_seg": 73.66691, "loss": 0.26699, "time": 0.22909}
{"mode": "train", "epoch": 33, "iter": 35100, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.17614, "decode.acc_seg": 76.21424, "aux.loss_ce": 0.08704, "aux.acc_seg": 74.55833, "loss": 0.26318, "time": 0.22852}
{"mode": "train", "epoch": 33, "iter": 35150, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.16534, "decode.acc_seg": 75.9478, "aux.loss_ce": 0.08212, "aux.acc_seg": 74.39893, "loss": 0.24747, "time": 0.22668}
{"mode": "train", "epoch": 33, "iter": 35200, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.178, "decode.acc_seg": 76.13752, "aux.loss_ce": 0.08492, "aux.acc_seg": 75.13447, "loss": 0.26292, "time": 0.23089}
{"mode": "train", "epoch": 33, "iter": 35250, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.15298, "decode.acc_seg": 75.92386, "aux.loss_ce": 0.07626, "aux.acc_seg": 74.57476, "loss": 0.22924, "time": 0.23023}
{"mode": "train", "epoch": 33, "iter": 35300, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.14991, "decode.acc_seg": 73.97406, "aux.loss_ce": 0.07112, "aux.acc_seg": 73.09474, "loss": 0.22103, "time": 0.22593}
{"mode": "train", "epoch": 33, "iter": 35350, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.17197, "decode.acc_seg": 75.21445, "aux.loss_ce": 0.08238, "aux.acc_seg": 73.94366, "loss": 0.25434, "time": 0.22584}
{"mode": "train", "epoch": 33, "iter": 35400, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.1691, "decode.acc_seg": 75.14957, "aux.loss_ce": 0.0831, "aux.acc_seg": 73.9455, "loss": 0.2522, "time": 0.22657}
{"mode": "train", "epoch": 33, "iter": 35450, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.15639, "decode.acc_seg": 75.16623, "aux.loss_ce": 0.07886, "aux.acc_seg": 73.90368, "loss": 0.23525, "time": 0.2285}
{"mode": "train", "epoch": 33, "iter": 35500, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.16618, "decode.acc_seg": 75.72665, "aux.loss_ce": 0.08039, "aux.acc_seg": 74.48637, "loss": 0.24657, "time": 0.22805}
{"mode": "train", "epoch": 33, "iter": 35550, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.15109, "decode.acc_seg": 77.69006, "aux.loss_ce": 0.07585, "aux.acc_seg": 76.26972, "loss": 0.22694, "time": 0.22868}
{"mode": "train", "epoch": 33, "iter": 35600, "lr": 1e-05, "memory": 15696, "data_time": 0.00251, "decode.loss_ce": 0.14856, "decode.acc_seg": 76.4752, "aux.loss_ce": 0.07417, "aux.acc_seg": 75.11768, "loss": 0.22273, "time": 0.22935}
{"mode": "train", "epoch": 33, "iter": 35650, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.16088, "decode.acc_seg": 75.28217, "aux.loss_ce": 0.07438, "aux.acc_seg": 74.4031, "loss": 0.23526, "time": 0.23518}
{"mode": "train", "epoch": 33, "iter": 35700, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.14682, "decode.acc_seg": 73.77705, "aux.loss_ce": 0.07203, "aux.acc_seg": 72.4983, "loss": 0.21885, "time": 0.22832}
{"mode": "train", "epoch": 34, "iter": 35750, "lr": 1e-05, "memory": 15696, "data_time": 0.04545, "decode.loss_ce": 0.15954, "decode.acc_seg": 76.49716, "aux.loss_ce": 0.0767, "aux.acc_seg": 75.27535, "loss": 0.23624, "time": 0.27436}
{"mode": "train", "epoch": 34, "iter": 35800, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.15819, "decode.acc_seg": 74.57012, "aux.loss_ce": 0.08156, "aux.acc_seg": 73.19814, "loss": 0.23975, "time": 0.22771}
{"mode": "train", "epoch": 34, "iter": 35850, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.17192, "decode.acc_seg": 77.26404, "aux.loss_ce": 0.08222, "aux.acc_seg": 76.11881, "loss": 0.25413, "time": 0.22982}
{"mode": "train", "epoch": 34, "iter": 35900, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.16544, "decode.acc_seg": 74.44514, "aux.loss_ce": 0.07779, "aux.acc_seg": 73.31297, "loss": 0.24323, "time": 0.22773}
{"mode": "train", "epoch": 34, "iter": 35950, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.17191, "decode.acc_seg": 76.85583, "aux.loss_ce": 0.08468, "aux.acc_seg": 75.45154, "loss": 0.25659, "time": 0.22854}
{"mode": "train", "epoch": 34, "iter": 36000, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.168, "decode.acc_seg": 74.6949, "aux.loss_ce": 0.08052, "aux.acc_seg": 73.53775, "loss": 0.24853, "time": 0.22987}
{"mode": "train", "epoch": 34, "iter": 36050, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.16048, "decode.acc_seg": 75.03869, "aux.loss_ce": 0.07575, "aux.acc_seg": 74.12116, "loss": 0.23623, "time": 0.23175}
{"mode": "train", "epoch": 34, "iter": 36100, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.16474, "decode.acc_seg": 74.24518, "aux.loss_ce": 0.07823, "aux.acc_seg": 73.16025, "loss": 0.24297, "time": 0.22964}
{"mode": "train", "epoch": 34, "iter": 36150, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.1639, "decode.acc_seg": 76.82457, "aux.loss_ce": 0.08114, "aux.acc_seg": 75.51686, "loss": 0.24504, "time": 0.22884}
{"mode": "train", "epoch": 34, "iter": 36200, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.17826, "decode.acc_seg": 74.64763, "aux.loss_ce": 0.08717, "aux.acc_seg": 73.31404, "loss": 0.26543, "time": 0.23013}
{"mode": "train", "epoch": 34, "iter": 36250, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.16537, "decode.acc_seg": 77.57746, "aux.loss_ce": 0.07908, "aux.acc_seg": 76.39601, "loss": 0.24445, "time": 0.23011}
{"mode": "train", "epoch": 34, "iter": 36300, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.15205, "decode.acc_seg": 74.05542, "aux.loss_ce": 0.07449, "aux.acc_seg": 72.89986, "loss": 0.22654, "time": 0.23038}
{"mode": "train", "epoch": 34, "iter": 36350, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.15079, "decode.acc_seg": 77.0839, "aux.loss_ce": 0.07265, "aux.acc_seg": 76.04349, "loss": 0.22343, "time": 0.22995}
{"mode": "train", "epoch": 34, "iter": 36400, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.16135, "decode.acc_seg": 77.11746, "aux.loss_ce": 0.07991, "aux.acc_seg": 75.67943, "loss": 0.24126, "time": 0.2284}
{"mode": "train", "epoch": 34, "iter": 36450, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.1625, "decode.acc_seg": 76.36804, "aux.loss_ce": 0.07659, "aux.acc_seg": 75.33045, "loss": 0.23909, "time": 0.23223}
{"mode": "train", "epoch": 34, "iter": 36500, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.14925, "decode.acc_seg": 74.50994, "aux.loss_ce": 0.07081, "aux.acc_seg": 73.5784, "loss": 0.22006, "time": 0.22743}
{"mode": "train", "epoch": 34, "iter": 36550, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.16268, "decode.acc_seg": 76.11914, "aux.loss_ce": 0.07643, "aux.acc_seg": 75.19538, "loss": 0.23911, "time": 0.22768}
{"mode": "train", "epoch": 34, "iter": 36600, "lr": 1e-05, "memory": 15696, "data_time": 0.0028, "decode.loss_ce": 0.16295, "decode.acc_seg": 74.50662, "aux.loss_ce": 0.08138, "aux.acc_seg": 73.10503, "loss": 0.24433, "time": 0.22609}
{"mode": "train", "epoch": 34, "iter": 36650, "lr": 1e-05, "memory": 15696, "data_time": 0.0025, "decode.loss_ce": 0.15898, "decode.acc_seg": 74.33792, "aux.loss_ce": 0.076, "aux.acc_seg": 73.39638, "loss": 0.23498, "time": 0.22726}
{"mode": "train", "epoch": 34, "iter": 36700, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.15191, "decode.acc_seg": 76.55813, "aux.loss_ce": 0.07148, "aux.acc_seg": 75.56267, "loss": 0.22338, "time": 0.22775}
{"mode": "train", "epoch": 34, "iter": 36750, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.19795, "decode.acc_seg": 72.8634, "aux.loss_ce": 0.09296, "aux.acc_seg": 71.35253, "loss": 0.29091, "time": 0.22942}
{"mode": "train", "epoch": 34, "iter": 36800, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.18447, "decode.acc_seg": 73.99603, "aux.loss_ce": 0.08531, "aux.acc_seg": 72.93616, "loss": 0.26978, "time": 0.22819}
{"mode": "train", "epoch": 35, "iter": 36850, "lr": 1e-05, "memory": 15696, "data_time": 0.04543, "decode.loss_ce": 0.16186, "decode.acc_seg": 75.19616, "aux.loss_ce": 0.08199, "aux.acc_seg": 73.58457, "loss": 0.24385, "time": 0.27052}
{"mode": "train", "epoch": 35, "iter": 36900, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.15586, "decode.acc_seg": 76.19951, "aux.loss_ce": 0.07772, "aux.acc_seg": 74.93461, "loss": 0.23358, "time": 0.22792}
{"mode": "train", "epoch": 35, "iter": 36950, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.16929, "decode.acc_seg": 75.94414, "aux.loss_ce": 0.08114, "aux.acc_seg": 74.78139, "loss": 0.25043, "time": 0.22955}
{"mode": "train", "epoch": 35, "iter": 37000, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.16702, "decode.acc_seg": 76.47137, "aux.loss_ce": 0.08012, "aux.acc_seg": 75.26642, "loss": 0.24715, "time": 0.22782}
{"mode": "train", "epoch": 35, "iter": 37050, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.16428, "decode.acc_seg": 74.81018, "aux.loss_ce": 0.08015, "aux.acc_seg": 73.55401, "loss": 0.24443, "time": 0.22889}
{"mode": "train", "epoch": 35, "iter": 37100, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.16372, "decode.acc_seg": 77.56147, "aux.loss_ce": 0.08207, "aux.acc_seg": 76.09148, "loss": 0.24579, "time": 0.23042}
{"mode": "train", "epoch": 35, "iter": 37150, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.18997, "decode.acc_seg": 76.49395, "aux.loss_ce": 0.09344, "aux.acc_seg": 75.07854, "loss": 0.28341, "time": 0.23129}
{"mode": "train", "epoch": 35, "iter": 37200, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.19211, "decode.acc_seg": 73.03422, "aux.loss_ce": 0.09048, "aux.acc_seg": 72.21349, "loss": 0.28259, "time": 0.23111}
{"mode": "train", "epoch": 35, "iter": 37250, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.16559, "decode.acc_seg": 74.21969, "aux.loss_ce": 0.0801, "aux.acc_seg": 73.07154, "loss": 0.24569, "time": 0.22915}
{"mode": "train", "epoch": 35, "iter": 37300, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.15516, "decode.acc_seg": 75.9117, "aux.loss_ce": 0.07668, "aux.acc_seg": 74.79399, "loss": 0.23184, "time": 0.22901}
{"mode": "train", "epoch": 35, "iter": 37350, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.18935, "decode.acc_seg": 74.31691, "aux.loss_ce": 0.0892, "aux.acc_seg": 72.96187, "loss": 0.27855, "time": 0.22795}
{"mode": "train", "epoch": 35, "iter": 37400, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.1648, "decode.acc_seg": 76.32319, "aux.loss_ce": 0.0782, "aux.acc_seg": 75.34513, "loss": 0.24299, "time": 0.22881}
{"mode": "train", "epoch": 35, "iter": 37450, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.1615, "decode.acc_seg": 77.80796, "aux.loss_ce": 0.07863, "aux.acc_seg": 76.59594, "loss": 0.24013, "time": 0.22973}
{"mode": "train", "epoch": 35, "iter": 37500, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.15127, "decode.acc_seg": 75.29285, "aux.loss_ce": 0.07408, "aux.acc_seg": 74.16041, "loss": 0.22534, "time": 0.23134}
{"mode": "train", "epoch": 35, "iter": 37550, "lr": 1e-05, "memory": 15696, "data_time": 0.00272, "decode.loss_ce": 0.1633, "decode.acc_seg": 76.00636, "aux.loss_ce": 0.07978, "aux.acc_seg": 74.76388, "loss": 0.24309, "time": 0.23118}
{"mode": "train", "epoch": 35, "iter": 37600, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.18318, "decode.acc_seg": 74.71494, "aux.loss_ce": 0.08831, "aux.acc_seg": 73.2923, "loss": 0.27149, "time": 0.22966}
{"mode": "train", "epoch": 35, "iter": 37650, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.14264, "decode.acc_seg": 72.655, "aux.loss_ce": 0.07194, "aux.acc_seg": 71.36865, "loss": 0.21458, "time": 0.2291}
{"mode": "train", "epoch": 35, "iter": 37700, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.15159, "decode.acc_seg": 75.32057, "aux.loss_ce": 0.07443, "aux.acc_seg": 74.01928, "loss": 0.22602, "time": 0.22904}
{"mode": "train", "epoch": 35, "iter": 37750, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.15639, "decode.acc_seg": 75.65804, "aux.loss_ce": 0.07767, "aux.acc_seg": 74.31866, "loss": 0.23406, "time": 0.22751}
{"mode": "train", "epoch": 35, "iter": 37800, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.16368, "decode.acc_seg": 76.24862, "aux.loss_ce": 0.08384, "aux.acc_seg": 74.63057, "loss": 0.24751, "time": 0.22643}
{"mode": "train", "epoch": 35, "iter": 37850, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.15507, "decode.acc_seg": 76.83547, "aux.loss_ce": 0.0741, "aux.acc_seg": 75.90679, "loss": 0.22917, "time": 0.22606}
{"mode": "train", "epoch": 35, "iter": 37900, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.1676, "decode.acc_seg": 75.99527, "aux.loss_ce": 0.08024, "aux.acc_seg": 74.70755, "loss": 0.24784, "time": 0.22942}
{"mode": "train", "epoch": 36, "iter": 37950, "lr": 1e-05, "memory": 15696, "data_time": 0.04573, "decode.loss_ce": 0.15746, "decode.acc_seg": 74.35869, "aux.loss_ce": 0.07792, "aux.acc_seg": 72.97149, "loss": 0.23539, "time": 0.27315}
{"mode": "train", "epoch": 36, "iter": 38000, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.15651, "decode.acc_seg": 75.60229, "aux.loss_ce": 0.0765, "aux.acc_seg": 74.64303, "loss": 0.233, "time": 0.23046}
{"mode": "train", "epoch": 36, "iter": 38050, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.15103, "decode.acc_seg": 74.20708, "aux.loss_ce": 0.07477, "aux.acc_seg": 72.95521, "loss": 0.22581, "time": 0.23007}
{"mode": "train", "epoch": 36, "iter": 38100, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.15653, "decode.acc_seg": 76.94055, "aux.loss_ce": 0.0769, "aux.acc_seg": 75.73545, "loss": 0.23343, "time": 0.23206}
{"mode": "train", "epoch": 36, "iter": 38150, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.14875, "decode.acc_seg": 74.9838, "aux.loss_ce": 0.07389, "aux.acc_seg": 73.78033, "loss": 0.22265, "time": 0.23061}
{"mode": "train", "epoch": 36, "iter": 38200, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.14721, "decode.acc_seg": 75.67326, "aux.loss_ce": 0.07536, "aux.acc_seg": 74.18809, "loss": 0.22257, "time": 0.23073}
{"mode": "train", "epoch": 36, "iter": 38250, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.16927, "decode.acc_seg": 77.04462, "aux.loss_ce": 0.08215, "aux.acc_seg": 75.83888, "loss": 0.25143, "time": 0.23156}
{"mode": "train", "epoch": 36, "iter": 38300, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.1387, "decode.acc_seg": 76.26463, "aux.loss_ce": 0.06706, "aux.acc_seg": 75.32572, "loss": 0.20576, "time": 0.22686}
{"mode": "train", "epoch": 36, "iter": 38350, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.15534, "decode.acc_seg": 75.0473, "aux.loss_ce": 0.08172, "aux.acc_seg": 73.35409, "loss": 0.23706, "time": 0.2286}
{"mode": "train", "epoch": 36, "iter": 38400, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.16225, "decode.acc_seg": 75.37007, "aux.loss_ce": 0.07801, "aux.acc_seg": 74.05601, "loss": 0.24026, "time": 0.22987}
{"mode": "train", "epoch": 36, "iter": 38450, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.16396, "decode.acc_seg": 75.1262, "aux.loss_ce": 0.08358, "aux.acc_seg": 73.6623, "loss": 0.24754, "time": 0.23226}
{"mode": "train", "epoch": 36, "iter": 38500, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.15437, "decode.acc_seg": 74.90053, "aux.loss_ce": 0.07645, "aux.acc_seg": 73.65411, "loss": 0.23083, "time": 0.22662}
{"mode": "train", "epoch": 36, "iter": 38550, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.15748, "decode.acc_seg": 75.79614, "aux.loss_ce": 0.07708, "aux.acc_seg": 74.48357, "loss": 0.23456, "time": 0.22851}
{"mode": "train", "epoch": 36, "iter": 38600, "lr": 1e-05, "memory": 15696, "data_time": 0.00277, "decode.loss_ce": 0.15207, "decode.acc_seg": 75.42313, "aux.loss_ce": 0.0746, "aux.acc_seg": 74.27441, "loss": 0.22667, "time": 0.22971}
{"mode": "train", "epoch": 36, "iter": 38650, "lr": 1e-05, "memory": 15696, "data_time": 0.00291, "decode.loss_ce": 0.16695, "decode.acc_seg": 75.76599, "aux.loss_ce": 0.07923, "aux.acc_seg": 74.72221, "loss": 0.24618, "time": 0.23034}
{"mode": "train", "epoch": 36, "iter": 38700, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.16994, "decode.acc_seg": 76.4157, "aux.loss_ce": 0.08317, "aux.acc_seg": 75.17373, "loss": 0.25311, "time": 0.22883}
{"mode": "train", "epoch": 36, "iter": 38750, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.15984, "decode.acc_seg": 73.98141, "aux.loss_ce": 0.0755, "aux.acc_seg": 72.97875, "loss": 0.23534, "time": 0.22695}
{"mode": "train", "epoch": 36, "iter": 38800, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.15014, "decode.acc_seg": 74.0899, "aux.loss_ce": 0.0744, "aux.acc_seg": 73.16649, "loss": 0.22454, "time": 0.22803}
{"mode": "train", "epoch": 36, "iter": 38850, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.16407, "decode.acc_seg": 74.13216, "aux.loss_ce": 0.08038, "aux.acc_seg": 73.12226, "loss": 0.24445, "time": 0.22694}
{"mode": "train", "epoch": 36, "iter": 38900, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.17019, "decode.acc_seg": 75.03056, "aux.loss_ce": 0.08282, "aux.acc_seg": 73.69919, "loss": 0.25301, "time": 0.23088}
{"mode": "train", "epoch": 36, "iter": 38950, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.15647, "decode.acc_seg": 75.67043, "aux.loss_ce": 0.07476, "aux.acc_seg": 74.56561, "loss": 0.23123, "time": 0.23095}
{"mode": "train", "epoch": 37, "iter": 39000, "lr": 1e-05, "memory": 15696, "data_time": 0.04602, "decode.loss_ce": 0.16232, "decode.acc_seg": 76.20469, "aux.loss_ce": 0.07797, "aux.acc_seg": 75.13551, "loss": 0.24029, "time": 0.27166}
{"mode": "train", "epoch": 37, "iter": 39050, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.16513, "decode.acc_seg": 76.69638, "aux.loss_ce": 0.08178, "aux.acc_seg": 75.17424, "loss": 0.24691, "time": 0.22628}
{"mode": "train", "epoch": 37, "iter": 39100, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.16042, "decode.acc_seg": 76.02837, "aux.loss_ce": 0.07845, "aux.acc_seg": 74.83076, "loss": 0.23887, "time": 0.22791}
{"mode": "train", "epoch": 37, "iter": 39150, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.16906, "decode.acc_seg": 76.36106, "aux.loss_ce": 0.08171, "aux.acc_seg": 75.01794, "loss": 0.25077, "time": 0.23028}
{"mode": "train", "epoch": 37, "iter": 39200, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.15945, "decode.acc_seg": 76.08368, "aux.loss_ce": 0.07601, "aux.acc_seg": 74.9605, "loss": 0.23546, "time": 0.23104}
{"mode": "train", "epoch": 37, "iter": 39250, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.15326, "decode.acc_seg": 74.15585, "aux.loss_ce": 0.07206, "aux.acc_seg": 73.1328, "loss": 0.22532, "time": 0.22665}
{"mode": "train", "epoch": 37, "iter": 39300, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.17324, "decode.acc_seg": 74.29762, "aux.loss_ce": 0.08789, "aux.acc_seg": 72.80888, "loss": 0.26112, "time": 0.22907}
{"mode": "train", "epoch": 37, "iter": 39350, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.14989, "decode.acc_seg": 76.32628, "aux.loss_ce": 0.07372, "aux.acc_seg": 75.16895, "loss": 0.22361, "time": 0.22984}
{"mode": "train", "epoch": 37, "iter": 39400, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.16387, "decode.acc_seg": 75.91547, "aux.loss_ce": 0.08243, "aux.acc_seg": 74.31245, "loss": 0.2463, "time": 0.23117}
{"mode": "train", "epoch": 37, "iter": 39450, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.1562, "decode.acc_seg": 75.59242, "aux.loss_ce": 0.07757, "aux.acc_seg": 74.37267, "loss": 0.23376, "time": 0.23011}
{"mode": "train", "epoch": 37, "iter": 39500, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.16973, "decode.acc_seg": 74.40534, "aux.loss_ce": 0.08008, "aux.acc_seg": 72.93875, "loss": 0.24981, "time": 0.22773}
{"mode": "train", "epoch": 37, "iter": 39550, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.15263, "decode.acc_seg": 76.39859, "aux.loss_ce": 0.08021, "aux.acc_seg": 74.72463, "loss": 0.23284, "time": 0.228}
{"mode": "train", "epoch": 37, "iter": 39600, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.16786, "decode.acc_seg": 74.7266, "aux.loss_ce": 0.07831, "aux.acc_seg": 73.35144, "loss": 0.24617, "time": 0.22777}
{"mode": "train", "epoch": 37, "iter": 39650, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.15836, "decode.acc_seg": 76.71027, "aux.loss_ce": 0.08077, "aux.acc_seg": 75.11336, "loss": 0.23912, "time": 0.23177}
{"mode": "train", "epoch": 37, "iter": 39700, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.18011, "decode.acc_seg": 77.29819, "aux.loss_ce": 0.08645, "aux.acc_seg": 76.08781, "loss": 0.26656, "time": 0.23075}
{"mode": "train", "epoch": 37, "iter": 39750, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.14931, "decode.acc_seg": 76.62092, "aux.loss_ce": 0.07243, "aux.acc_seg": 75.56164, "loss": 0.22174, "time": 0.22828}
{"mode": "train", "epoch": 37, "iter": 39800, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.16252, "decode.acc_seg": 77.23896, "aux.loss_ce": 0.07822, "aux.acc_seg": 76.21659, "loss": 0.24074, "time": 0.22834}
{"mode": "train", "epoch": 37, "iter": 39850, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.14936, "decode.acc_seg": 77.97915, "aux.loss_ce": 0.07316, "aux.acc_seg": 76.70115, "loss": 0.22252, "time": 0.22823}
{"mode": "train", "epoch": 37, "iter": 39900, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.15063, "decode.acc_seg": 73.95513, "aux.loss_ce": 0.07418, "aux.acc_seg": 72.64036, "loss": 0.22481, "time": 0.22931}
{"mode": "train", "epoch": 37, "iter": 39950, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.14718, "decode.acc_seg": 76.85662, "aux.loss_ce": 0.07447, "aux.acc_seg": 75.4834, "loss": 0.22166, "time": 0.23007}
{"mode": "train", "epoch": 37, "iter": 40000, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.14472, "decode.acc_seg": 75.87637, "aux.loss_ce": 0.07619, "aux.acc_seg": 74.16282, "loss": 0.22091, "time": 0.22736}
{"mode": "train", "epoch": 37, "iter": 40050, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.16759, "decode.acc_seg": 74.88665, "aux.loss_ce": 0.07948, "aux.acc_seg": 73.6993, "loss": 0.24707, "time": 0.2261}
{"mode": "train", "epoch": 38, "iter": 40100, "lr": 1e-05, "memory": 15696, "data_time": 0.04395, "decode.loss_ce": 0.16578, "decode.acc_seg": 75.82837, "aux.loss_ce": 0.08088, "aux.acc_seg": 74.79376, "loss": 0.24666, "time": 0.27143}
{"mode": "train", "epoch": 38, "iter": 40150, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.16141, "decode.acc_seg": 74.25203, "aux.loss_ce": 0.08218, "aux.acc_seg": 72.78062, "loss": 0.24359, "time": 0.2265}
{"mode": "train", "epoch": 38, "iter": 40200, "lr": 1e-05, "memory": 15696, "data_time": 0.00251, "decode.loss_ce": 0.15962, "decode.acc_seg": 72.23214, "aux.loss_ce": 0.07524, "aux.acc_seg": 70.98275, "loss": 0.23486, "time": 0.22771}
{"mode": "train", "epoch": 38, "iter": 40250, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.16218, "decode.acc_seg": 76.79803, "aux.loss_ce": 0.0769, "aux.acc_seg": 75.69498, "loss": 0.23908, "time": 0.22737}
{"mode": "train", "epoch": 38, "iter": 40300, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.15625, "decode.acc_seg": 74.92143, "aux.loss_ce": 0.0782, "aux.acc_seg": 73.69426, "loss": 0.23445, "time": 0.22688}
{"mode": "train", "epoch": 38, "iter": 40350, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.1497, "decode.acc_seg": 74.50768, "aux.loss_ce": 0.07499, "aux.acc_seg": 73.26148, "loss": 0.22469, "time": 0.2286}
{"mode": "train", "epoch": 38, "iter": 40400, "lr": 1e-05, "memory": 15696, "data_time": 0.00283, "decode.loss_ce": 0.14695, "decode.acc_seg": 74.79247, "aux.loss_ce": 0.07405, "aux.acc_seg": 73.27849, "loss": 0.221, "time": 0.2299}
{"mode": "train", "epoch": 38, "iter": 40450, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.15686, "decode.acc_seg": 74.58661, "aux.loss_ce": 0.08115, "aux.acc_seg": 72.97675, "loss": 0.23801, "time": 0.2286}
{"mode": "train", "epoch": 38, "iter": 40500, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.15931, "decode.acc_seg": 77.03022, "aux.loss_ce": 0.08056, "aux.acc_seg": 75.68302, "loss": 0.23987, "time": 0.22839}
{"mode": "train", "epoch": 38, "iter": 40550, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.16765, "decode.acc_seg": 75.45555, "aux.loss_ce": 0.08453, "aux.acc_seg": 73.84801, "loss": 0.25218, "time": 0.22732}
{"mode": "train", "epoch": 38, "iter": 40600, "lr": 1e-05, "memory": 15696, "data_time": 0.00251, "decode.loss_ce": 0.1425, "decode.acc_seg": 75.74382, "aux.loss_ce": 0.07076, "aux.acc_seg": 74.56863, "loss": 0.21326, "time": 0.22823}
{"mode": "train", "epoch": 38, "iter": 40650, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.14974, "decode.acc_seg": 75.28516, "aux.loss_ce": 0.07473, "aux.acc_seg": 73.93924, "loss": 0.22447, "time": 0.2302}
{"mode": "train", "epoch": 38, "iter": 40700, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.16427, "decode.acc_seg": 77.41095, "aux.loss_ce": 0.07757, "aux.acc_seg": 76.30685, "loss": 0.24185, "time": 0.23016}
{"mode": "train", "epoch": 38, "iter": 40750, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.15528, "decode.acc_seg": 77.29389, "aux.loss_ce": 0.08043, "aux.acc_seg": 75.83729, "loss": 0.23571, "time": 0.22709}
{"mode": "train", "epoch": 38, "iter": 40800, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.16344, "decode.acc_seg": 75.9661, "aux.loss_ce": 0.07647, "aux.acc_seg": 74.99427, "loss": 0.23991, "time": 0.22658}
{"mode": "train", "epoch": 38, "iter": 40850, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.15682, "decode.acc_seg": 74.53556, "aux.loss_ce": 0.07538, "aux.acc_seg": 73.40923, "loss": 0.23221, "time": 0.23226}
{"mode": "train", "epoch": 38, "iter": 40900, "lr": 1e-05, "memory": 15696, "data_time": 0.00249, "decode.loss_ce": 0.14942, "decode.acc_seg": 77.49921, "aux.loss_ce": 0.07719, "aux.acc_seg": 75.8686, "loss": 0.22661, "time": 0.23023}
{"mode": "train", "epoch": 38, "iter": 40950, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.14084, "decode.acc_seg": 77.34441, "aux.loss_ce": 0.07007, "aux.acc_seg": 76.17921, "loss": 0.21091, "time": 0.22873}
{"mode": "train", "epoch": 38, "iter": 41000, "lr": 1e-05, "memory": 15696, "data_time": 0.00251, "decode.loss_ce": 0.15737, "decode.acc_seg": 75.54545, "aux.loss_ce": 0.08046, "aux.acc_seg": 74.03337, "loss": 0.23782, "time": 0.2285}
{"mode": "train", "epoch": 38, "iter": 41050, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.13785, "decode.acc_seg": 76.44014, "aux.loss_ce": 0.06901, "aux.acc_seg": 75.1083, "loss": 0.20686, "time": 0.22743}
{"mode": "train", "epoch": 38, "iter": 41100, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.22662, "decode.acc_seg": 74.28631, "aux.loss_ce": 0.09622, "aux.acc_seg": 73.56252, "loss": 0.32284, "time": 0.22933}
{"mode": "train", "epoch": 38, "iter": 41150, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.16357, "decode.acc_seg": 72.19553, "aux.loss_ce": 0.08002, "aux.acc_seg": 70.82369, "loss": 0.24359, "time": 0.22895}
{"mode": "train", "epoch": 39, "iter": 41200, "lr": 1e-05, "memory": 15696, "data_time": 0.04428, "decode.loss_ce": 0.18295, "decode.acc_seg": 75.10344, "aux.loss_ce": 0.09023, "aux.acc_seg": 73.63249, "loss": 0.27319, "time": 0.27061}
{"mode": "train", "epoch": 39, "iter": 41250, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.17268, "decode.acc_seg": 72.62573, "aux.loss_ce": 0.08303, "aux.acc_seg": 71.38523, "loss": 0.25571, "time": 0.23018}
{"mode": "train", "epoch": 39, "iter": 41300, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.15641, "decode.acc_seg": 77.30058, "aux.loss_ce": 0.07866, "aux.acc_seg": 75.6569, "loss": 0.23507, "time": 0.22619}
{"mode": "train", "epoch": 39, "iter": 41350, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.15739, "decode.acc_seg": 77.71291, "aux.loss_ce": 0.07842, "aux.acc_seg": 76.40983, "loss": 0.23582, "time": 0.22629}
{"mode": "train", "epoch": 39, "iter": 41400, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.15065, "decode.acc_seg": 75.19033, "aux.loss_ce": 0.07812, "aux.acc_seg": 73.49486, "loss": 0.22877, "time": 0.22808}
{"mode": "train", "epoch": 39, "iter": 41450, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.15906, "decode.acc_seg": 75.46373, "aux.loss_ce": 0.07371, "aux.acc_seg": 74.70627, "loss": 0.23277, "time": 0.2286}
{"mode": "train", "epoch": 39, "iter": 41500, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.15291, "decode.acc_seg": 75.52213, "aux.loss_ce": 0.07679, "aux.acc_seg": 73.89488, "loss": 0.22971, "time": 0.22916}
{"mode": "train", "epoch": 39, "iter": 41550, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.1519, "decode.acc_seg": 74.62873, "aux.loss_ce": 0.07219, "aux.acc_seg": 73.45463, "loss": 0.22409, "time": 0.23058}
{"mode": "train", "epoch": 39, "iter": 41600, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.15289, "decode.acc_seg": 78.40409, "aux.loss_ce": 0.07754, "aux.acc_seg": 76.95416, "loss": 0.23044, "time": 0.22682}
{"mode": "train", "epoch": 39, "iter": 41650, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.15535, "decode.acc_seg": 77.9559, "aux.loss_ce": 0.0825, "aux.acc_seg": 76.3371, "loss": 0.23785, "time": 0.23136}
{"mode": "train", "epoch": 39, "iter": 41700, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.15929, "decode.acc_seg": 75.8849, "aux.loss_ce": 0.08282, "aux.acc_seg": 74.23048, "loss": 0.24211, "time": 0.22982}
{"mode": "train", "epoch": 39, "iter": 41750, "lr": 1e-05, "memory": 15696, "data_time": 0.00251, "decode.loss_ce": 0.16043, "decode.acc_seg": 76.72052, "aux.loss_ce": 0.07714, "aux.acc_seg": 75.64055, "loss": 0.23757, "time": 0.22905}
{"mode": "train", "epoch": 39, "iter": 41800, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.15594, "decode.acc_seg": 75.82332, "aux.loss_ce": 0.07669, "aux.acc_seg": 74.55429, "loss": 0.23263, "time": 0.22655}
{"mode": "train", "epoch": 39, "iter": 41850, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.16328, "decode.acc_seg": 74.2618, "aux.loss_ce": 0.07825, "aux.acc_seg": 73.15647, "loss": 0.24153, "time": 0.22763}
{"mode": "train", "epoch": 39, "iter": 41900, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.1639, "decode.acc_seg": 77.25793, "aux.loss_ce": 0.08195, "aux.acc_seg": 75.9365, "loss": 0.24585, "time": 0.22947}
{"mode": "train", "epoch": 39, "iter": 41950, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.1582, "decode.acc_seg": 74.26233, "aux.loss_ce": 0.0745, "aux.acc_seg": 73.22536, "loss": 0.2327, "time": 0.22978}
{"mode": "train", "epoch": 39, "iter": 42000, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.15769, "decode.acc_seg": 77.11372, "aux.loss_ce": 0.07448, "aux.acc_seg": 76.16233, "loss": 0.23218, "time": 0.23123}
{"mode": "train", "epoch": 39, "iter": 42050, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.15641, "decode.acc_seg": 76.63058, "aux.loss_ce": 0.0758, "aux.acc_seg": 75.57658, "loss": 0.23221, "time": 0.23008}
{"mode": "train", "epoch": 39, "iter": 42100, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.15022, "decode.acc_seg": 75.99814, "aux.loss_ce": 0.07312, "aux.acc_seg": 74.87995, "loss": 0.22334, "time": 0.23059}
{"mode": "train", "epoch": 39, "iter": 42150, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.15036, "decode.acc_seg": 74.96433, "aux.loss_ce": 0.07439, "aux.acc_seg": 73.71334, "loss": 0.22475, "time": 0.23087}
{"mode": "train", "epoch": 39, "iter": 42200, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.14851, "decode.acc_seg": 78.38457, "aux.loss_ce": 0.06964, "aux.acc_seg": 77.70083, "loss": 0.21816, "time": 0.22948}
{"mode": "train", "epoch": 40, "iter": 42250, "lr": 1e-05, "memory": 15696, "data_time": 0.04415, "decode.loss_ce": 0.15043, "decode.acc_seg": 77.52514, "aux.loss_ce": 0.07401, "aux.acc_seg": 76.3525, "loss": 0.22444, "time": 0.27159}
{"mode": "train", "epoch": 40, "iter": 42300, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.15853, "decode.acc_seg": 75.6791, "aux.loss_ce": 0.07762, "aux.acc_seg": 74.55129, "loss": 0.23615, "time": 0.22848}
{"mode": "train", "epoch": 40, "iter": 42350, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.15507, "decode.acc_seg": 76.51193, "aux.loss_ce": 0.07481, "aux.acc_seg": 75.45609, "loss": 0.22988, "time": 0.22731}
{"mode": "train", "epoch": 40, "iter": 42400, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.13839, "decode.acc_seg": 74.92642, "aux.loss_ce": 0.07024, "aux.acc_seg": 73.55413, "loss": 0.20863, "time": 0.22837}
{"mode": "train", "epoch": 40, "iter": 42450, "lr": 1e-05, "memory": 15696, "data_time": 0.00251, "decode.loss_ce": 0.13968, "decode.acc_seg": 78.21463, "aux.loss_ce": 0.07121, "aux.acc_seg": 76.8489, "loss": 0.21089, "time": 0.22828}
{"mode": "train", "epoch": 40, "iter": 42500, "lr": 1e-05, "memory": 15696, "data_time": 0.00251, "decode.loss_ce": 0.15399, "decode.acc_seg": 76.69386, "aux.loss_ce": 0.07328, "aux.acc_seg": 75.70603, "loss": 0.22727, "time": 0.22642}
{"mode": "train", "epoch": 40, "iter": 42550, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.12931, "decode.acc_seg": 75.34049, "aux.loss_ce": 0.06525, "aux.acc_seg": 74.2231, "loss": 0.19456, "time": 0.22994}
{"mode": "train", "epoch": 40, "iter": 42600, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.14174, "decode.acc_seg": 74.65899, "aux.loss_ce": 0.06726, "aux.acc_seg": 73.86778, "loss": 0.209, "time": 0.22902}
{"mode": "train", "epoch": 40, "iter": 42650, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.18138, "decode.acc_seg": 74.95724, "aux.loss_ce": 0.08973, "aux.acc_seg": 73.52734, "loss": 0.27111, "time": 0.22754}
{"mode": "train", "epoch": 40, "iter": 42700, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.14675, "decode.acc_seg": 74.58084, "aux.loss_ce": 0.07445, "aux.acc_seg": 73.1223, "loss": 0.2212, "time": 0.22915}
{"mode": "train", "epoch": 40, "iter": 42750, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.14816, "decode.acc_seg": 76.65607, "aux.loss_ce": 0.07517, "aux.acc_seg": 75.34267, "loss": 0.22333, "time": 0.22929}
{"mode": "train", "epoch": 40, "iter": 42800, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.16417, "decode.acc_seg": 76.28024, "aux.loss_ce": 0.07902, "aux.acc_seg": 75.00262, "loss": 0.24319, "time": 0.22891}
{"mode": "train", "epoch": 40, "iter": 42850, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.16018, "decode.acc_seg": 77.21602, "aux.loss_ce": 0.08131, "aux.acc_seg": 75.71926, "loss": 0.24149, "time": 0.22832}
{"mode": "train", "epoch": 40, "iter": 42900, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.14862, "decode.acc_seg": 76.19609, "aux.loss_ce": 0.07617, "aux.acc_seg": 74.67161, "loss": 0.22479, "time": 0.22882}
{"mode": "train", "epoch": 40, "iter": 42950, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.15008, "decode.acc_seg": 76.87581, "aux.loss_ce": 0.07206, "aux.acc_seg": 75.87299, "loss": 0.22214, "time": 0.23051}
{"mode": "train", "epoch": 40, "iter": 43000, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.13778, "decode.acc_seg": 77.1748, "aux.loss_ce": 0.06946, "aux.acc_seg": 75.9839, "loss": 0.20724, "time": 0.23062}
{"mode": "train", "epoch": 40, "iter": 43050, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.14968, "decode.acc_seg": 76.56296, "aux.loss_ce": 0.07242, "aux.acc_seg": 75.37505, "loss": 0.2221, "time": 0.22773}
{"mode": "train", "epoch": 40, "iter": 43100, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.15088, "decode.acc_seg": 76.67674, "aux.loss_ce": 0.07274, "aux.acc_seg": 75.52549, "loss": 0.22362, "time": 0.22678}
{"mode": "train", "epoch": 40, "iter": 43150, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.15986, "decode.acc_seg": 75.35875, "aux.loss_ce": 0.07422, "aux.acc_seg": 74.30791, "loss": 0.23408, "time": 0.23077}
{"mode": "train", "epoch": 40, "iter": 43200, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.15989, "decode.acc_seg": 76.25723, "aux.loss_ce": 0.08107, "aux.acc_seg": 74.80326, "loss": 0.24096, "time": 0.23016}
{"mode": "train", "epoch": 40, "iter": 43250, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.16223, "decode.acc_seg": 75.74531, "aux.loss_ce": 0.07989, "aux.acc_seg": 74.48842, "loss": 0.24211, "time": 0.23004}
{"mode": "train", "epoch": 40, "iter": 43300, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.15948, "decode.acc_seg": 72.42546, "aux.loss_ce": 0.0722, "aux.acc_seg": 71.60531, "loss": 0.23169, "time": 0.22804}
{"mode": "train", "epoch": 41, "iter": 43350, "lr": 1e-05, "memory": 15696, "data_time": 0.04319, "decode.loss_ce": 0.14935, "decode.acc_seg": 76.69758, "aux.loss_ce": 0.07191, "aux.acc_seg": 75.67862, "loss": 0.22126, "time": 0.27188}
{"mode": "train", "epoch": 41, "iter": 43400, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.15188, "decode.acc_seg": 74.69745, "aux.loss_ce": 0.07455, "aux.acc_seg": 73.48889, "loss": 0.22643, "time": 0.2302}
{"mode": "train", "epoch": 41, "iter": 43450, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.15301, "decode.acc_seg": 77.96575, "aux.loss_ce": 0.07506, "aux.acc_seg": 76.80053, "loss": 0.22807, "time": 0.23188}
{"mode": "train", "epoch": 41, "iter": 43500, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.14705, "decode.acc_seg": 78.3975, "aux.loss_ce": 0.07626, "aux.acc_seg": 76.93047, "loss": 0.22331, "time": 0.22521}
{"mode": "train", "epoch": 41, "iter": 43550, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.15197, "decode.acc_seg": 74.94465, "aux.loss_ce": 0.07678, "aux.acc_seg": 73.71237, "loss": 0.22875, "time": 0.2274}
{"mode": "train", "epoch": 41, "iter": 43600, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.14748, "decode.acc_seg": 75.31074, "aux.loss_ce": 0.07349, "aux.acc_seg": 74.09773, "loss": 0.22096, "time": 0.23095}
{"mode": "train", "epoch": 41, "iter": 43650, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.16993, "decode.acc_seg": 77.00983, "aux.loss_ce": 0.0783, "aux.acc_seg": 76.00008, "loss": 0.24823, "time": 0.23121}
{"mode": "train", "epoch": 41, "iter": 43700, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.1453, "decode.acc_seg": 75.67109, "aux.loss_ce": 0.07155, "aux.acc_seg": 74.48181, "loss": 0.21685, "time": 0.22821}
{"mode": "train", "epoch": 41, "iter": 43750, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.14812, "decode.acc_seg": 76.88982, "aux.loss_ce": 0.07411, "aux.acc_seg": 75.48158, "loss": 0.22223, "time": 0.22612}
{"mode": "train", "epoch": 41, "iter": 43800, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.14886, "decode.acc_seg": 76.13947, "aux.loss_ce": 0.07288, "aux.acc_seg": 74.79118, "loss": 0.22174, "time": 0.22904}
{"mode": "train", "epoch": 41, "iter": 43850, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.13258, "decode.acc_seg": 77.40221, "aux.loss_ce": 0.06712, "aux.acc_seg": 76.21314, "loss": 0.1997, "time": 0.23087}
{"mode": "train", "epoch": 41, "iter": 43900, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.14417, "decode.acc_seg": 75.2286, "aux.loss_ce": 0.07289, "aux.acc_seg": 73.65934, "loss": 0.21707, "time": 0.23154}
{"mode": "train", "epoch": 41, "iter": 43950, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.16079, "decode.acc_seg": 76.32476, "aux.loss_ce": 0.07542, "aux.acc_seg": 75.33044, "loss": 0.2362, "time": 0.22758}
{"mode": "train", "epoch": 41, "iter": 44000, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.14618, "decode.acc_seg": 75.69635, "aux.loss_ce": 0.07412, "aux.acc_seg": 74.24139, "loss": 0.2203, "time": 0.22531}
{"mode": "train", "epoch": 41, "iter": 44050, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.15915, "decode.acc_seg": 77.19438, "aux.loss_ce": 0.07681, "aux.acc_seg": 76.12788, "loss": 0.23597, "time": 0.2255}
{"mode": "train", "epoch": 41, "iter": 44100, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.16269, "decode.acc_seg": 75.09393, "aux.loss_ce": 0.07936, "aux.acc_seg": 73.92511, "loss": 0.24205, "time": 0.22808}
{"mode": "train", "epoch": 41, "iter": 44150, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.14667, "decode.acc_seg": 78.10031, "aux.loss_ce": 0.07128, "aux.acc_seg": 77.06632, "loss": 0.21795, "time": 0.23088}
{"mode": "train", "epoch": 41, "iter": 44200, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.14907, "decode.acc_seg": 77.3437, "aux.loss_ce": 0.07663, "aux.acc_seg": 75.85307, "loss": 0.2257, "time": 0.22961}
{"mode": "train", "epoch": 41, "iter": 44250, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.15769, "decode.acc_seg": 74.53327, "aux.loss_ce": 0.07676, "aux.acc_seg": 73.41397, "loss": 0.23444, "time": 0.22928}
{"mode": "train", "epoch": 41, "iter": 44300, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.14588, "decode.acc_seg": 73.19265, "aux.loss_ce": 0.07313, "aux.acc_seg": 71.78159, "loss": 0.21902, "time": 0.23036}
{"mode": "train", "epoch": 41, "iter": 44350, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.16472, "decode.acc_seg": 75.42319, "aux.loss_ce": 0.07636, "aux.acc_seg": 74.53795, "loss": 0.24108, "time": 0.22996}
{"mode": "train", "epoch": 41, "iter": 44400, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.14537, "decode.acc_seg": 76.3428, "aux.loss_ce": 0.0776, "aux.acc_seg": 74.73669, "loss": 0.22297, "time": 0.22686}
{"mode": "train", "epoch": 42, "iter": 44450, "lr": 1e-05, "memory": 15696, "data_time": 0.04533, "decode.loss_ce": 0.14748, "decode.acc_seg": 74.08784, "aux.loss_ce": 0.07295, "aux.acc_seg": 72.78081, "loss": 0.22043, "time": 0.27214}
{"mode": "train", "epoch": 42, "iter": 44500, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.15105, "decode.acc_seg": 77.44148, "aux.loss_ce": 0.07195, "aux.acc_seg": 76.51129, "loss": 0.223, "time": 0.2309}
{"mode": "train", "epoch": 42, "iter": 44550, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.15484, "decode.acc_seg": 76.41277, "aux.loss_ce": 0.07524, "aux.acc_seg": 75.26974, "loss": 0.23008, "time": 0.2291}
{"mode": "train", "epoch": 42, "iter": 44600, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.15418, "decode.acc_seg": 76.3332, "aux.loss_ce": 0.07376, "aux.acc_seg": 75.24167, "loss": 0.22794, "time": 0.23216}
{"mode": "train", "epoch": 42, "iter": 44650, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.14112, "decode.acc_seg": 76.15101, "aux.loss_ce": 0.0735, "aux.acc_seg": 74.80799, "loss": 0.21462, "time": 0.23161}
{"mode": "train", "epoch": 42, "iter": 44700, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.15175, "decode.acc_seg": 76.14171, "aux.loss_ce": 0.07749, "aux.acc_seg": 74.60349, "loss": 0.22924, "time": 0.23023}
{"mode": "train", "epoch": 42, "iter": 44750, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.15238, "decode.acc_seg": 78.1326, "aux.loss_ce": 0.07279, "aux.acc_seg": 77.13699, "loss": 0.22517, "time": 0.23113}
{"mode": "train", "epoch": 42, "iter": 44800, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.1386, "decode.acc_seg": 76.01025, "aux.loss_ce": 0.0684, "aux.acc_seg": 74.98187, "loss": 0.207, "time": 0.22905}
{"mode": "train", "epoch": 42, "iter": 44850, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.14369, "decode.acc_seg": 75.81942, "aux.loss_ce": 0.07192, "aux.acc_seg": 74.6463, "loss": 0.21561, "time": 0.22815}
{"mode": "train", "epoch": 42, "iter": 44900, "lr": 1e-05, "memory": 15696, "data_time": 0.00271, "decode.loss_ce": 0.14177, "decode.acc_seg": 76.56161, "aux.loss_ce": 0.07157, "aux.acc_seg": 75.41206, "loss": 0.21333, "time": 0.22935}
{"mode": "train", "epoch": 42, "iter": 44950, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.14632, "decode.acc_seg": 75.68358, "aux.loss_ce": 0.07125, "aux.acc_seg": 74.5926, "loss": 0.21756, "time": 0.22768}
{"mode": "train", "epoch": 42, "iter": 45000, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.13578, "decode.acc_seg": 77.78189, "aux.loss_ce": 0.07008, "aux.acc_seg": 76.40951, "loss": 0.20587, "time": 0.22847}
{"mode": "train", "epoch": 42, "iter": 45050, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.1441, "decode.acc_seg": 75.02617, "aux.loss_ce": 0.07351, "aux.acc_seg": 73.60725, "loss": 0.21761, "time": 0.23188}
{"mode": "train", "epoch": 42, "iter": 45100, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.14453, "decode.acc_seg": 75.63251, "aux.loss_ce": 0.06963, "aux.acc_seg": 74.65918, "loss": 0.21416, "time": 0.22908}
{"mode": "train", "epoch": 42, "iter": 45150, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.15335, "decode.acc_seg": 77.28679, "aux.loss_ce": 0.0752, "aux.acc_seg": 76.21043, "loss": 0.22855, "time": 0.23159}
{"mode": "train", "epoch": 42, "iter": 45200, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.14634, "decode.acc_seg": 77.77425, "aux.loss_ce": 0.07382, "aux.acc_seg": 76.50921, "loss": 0.22016, "time": 0.227}
{"mode": "train", "epoch": 42, "iter": 45250, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.1401, "decode.acc_seg": 76.03303, "aux.loss_ce": 0.06967, "aux.acc_seg": 74.93843, "loss": 0.20977, "time": 0.22722}
{"mode": "train", "epoch": 42, "iter": 45300, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.14632, "decode.acc_seg": 75.19148, "aux.loss_ce": 0.07192, "aux.acc_seg": 74.01524, "loss": 0.21824, "time": 0.22992}
{"mode": "train", "epoch": 42, "iter": 45350, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.15237, "decode.acc_seg": 77.83467, "aux.loss_ce": 0.07673, "aux.acc_seg": 76.6005, "loss": 0.22911, "time": 0.22815}
{"mode": "train", "epoch": 42, "iter": 45400, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.1345, "decode.acc_seg": 76.86741, "aux.loss_ce": 0.06668, "aux.acc_seg": 75.72216, "loss": 0.20119, "time": 0.22869}
{"mode": "train", "epoch": 42, "iter": 45450, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.15224, "decode.acc_seg": 76.46308, "aux.loss_ce": 0.07123, "aux.acc_seg": 75.71551, "loss": 0.22347, "time": 0.22926}
{"mode": "train", "epoch": 43, "iter": 45500, "lr": 1e-05, "memory": 15696, "data_time": 0.04421, "decode.loss_ce": 0.14509, "decode.acc_seg": 76.34573, "aux.loss_ce": 0.07225, "aux.acc_seg": 75.12708, "loss": 0.21734, "time": 0.27076}
{"mode": "train", "epoch": 43, "iter": 45550, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.17257, "decode.acc_seg": 74.85398, "aux.loss_ce": 0.08224, "aux.acc_seg": 73.59996, "loss": 0.2548, "time": 0.22998}
{"mode": "train", "epoch": 43, "iter": 45600, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.16152, "decode.acc_seg": 76.96038, "aux.loss_ce": 0.07735, "aux.acc_seg": 75.7824, "loss": 0.23887, "time": 0.23127}
{"mode": "train", "epoch": 43, "iter": 45650, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.16982, "decode.acc_seg": 77.4877, "aux.loss_ce": 0.08593, "aux.acc_seg": 75.78706, "loss": 0.25575, "time": 0.23126}
{"mode": "train", "epoch": 43, "iter": 45700, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.14645, "decode.acc_seg": 74.69982, "aux.loss_ce": 0.07129, "aux.acc_seg": 73.55709, "loss": 0.21774, "time": 0.22799}
{"mode": "train", "epoch": 43, "iter": 45750, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.14403, "decode.acc_seg": 76.59967, "aux.loss_ce": 0.07527, "aux.acc_seg": 74.9415, "loss": 0.2193, "time": 0.22826}
{"mode": "train", "epoch": 43, "iter": 45800, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.16232, "decode.acc_seg": 75.36005, "aux.loss_ce": 0.08245, "aux.acc_seg": 74.22306, "loss": 0.24477, "time": 0.22955}
{"mode": "train", "epoch": 43, "iter": 45850, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.17071, "decode.acc_seg": 76.05075, "aux.loss_ce": 0.07638, "aux.acc_seg": 74.93275, "loss": 0.24709, "time": 0.23132}
{"mode": "train", "epoch": 43, "iter": 45900, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.15592, "decode.acc_seg": 77.0606, "aux.loss_ce": 0.07389, "aux.acc_seg": 76.03244, "loss": 0.22981, "time": 0.23048}
{"mode": "train", "epoch": 43, "iter": 45950, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.16029, "decode.acc_seg": 76.74761, "aux.loss_ce": 0.07731, "aux.acc_seg": 75.52772, "loss": 0.2376, "time": 0.23062}
{"mode": "train", "epoch": 43, "iter": 46000, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.14348, "decode.acc_seg": 73.2471, "aux.loss_ce": 0.072, "aux.acc_seg": 71.92257, "loss": 0.21547, "time": 0.22875}
{"mode": "train", "epoch": 43, "iter": 46050, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.15378, "decode.acc_seg": 76.60525, "aux.loss_ce": 0.07893, "aux.acc_seg": 75.01682, "loss": 0.23271, "time": 0.23423}
{"mode": "train", "epoch": 43, "iter": 46100, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.14036, "decode.acc_seg": 77.82861, "aux.loss_ce": 0.07289, "aux.acc_seg": 76.31287, "loss": 0.21325, "time": 0.2277}
{"mode": "train", "epoch": 43, "iter": 46150, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.149, "decode.acc_seg": 76.40389, "aux.loss_ce": 0.07967, "aux.acc_seg": 74.72439, "loss": 0.22867, "time": 0.22939}
{"mode": "train", "epoch": 43, "iter": 46200, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.15857, "decode.acc_seg": 77.37529, "aux.loss_ce": 0.08362, "aux.acc_seg": 75.68649, "loss": 0.24219, "time": 0.22884}
{"mode": "train", "epoch": 43, "iter": 46250, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.15197, "decode.acc_seg": 73.33659, "aux.loss_ce": 0.07331, "aux.acc_seg": 72.22393, "loss": 0.22528, "time": 0.23046}
{"mode": "train", "epoch": 43, "iter": 46300, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.14102, "decode.acc_seg": 75.79613, "aux.loss_ce": 0.06889, "aux.acc_seg": 74.74457, "loss": 0.20991, "time": 0.22738}
{"mode": "train", "epoch": 43, "iter": 46350, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.14995, "decode.acc_seg": 76.48477, "aux.loss_ce": 0.07304, "aux.acc_seg": 75.45384, "loss": 0.22299, "time": 0.23198}
{"mode": "train", "epoch": 43, "iter": 46400, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.15304, "decode.acc_seg": 76.83787, "aux.loss_ce": 0.07348, "aux.acc_seg": 75.77167, "loss": 0.22652, "time": 0.22927}
{"mode": "train", "epoch": 43, "iter": 46450, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.14989, "decode.acc_seg": 77.44539, "aux.loss_ce": 0.07067, "aux.acc_seg": 76.5797, "loss": 0.22057, "time": 0.2273}
{"mode": "train", "epoch": 43, "iter": 46500, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.14827, "decode.acc_seg": 75.22923, "aux.loss_ce": 0.07389, "aux.acc_seg": 74.0328, "loss": 0.22216, "time": 0.22601}
{"mode": "train", "epoch": 43, "iter": 46550, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.13628, "decode.acc_seg": 77.2115, "aux.loss_ce": 0.067, "aux.acc_seg": 76.14999, "loss": 0.20328, "time": 0.2311}
{"mode": "train", "epoch": 44, "iter": 46600, "lr": 1e-05, "memory": 15696, "data_time": 0.04384, "decode.loss_ce": 0.13626, "decode.acc_seg": 76.95712, "aux.loss_ce": 0.0679, "aux.acc_seg": 75.68538, "loss": 0.20415, "time": 0.27393}
{"mode": "train", "epoch": 44, "iter": 46650, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.1362, "decode.acc_seg": 73.61852, "aux.loss_ce": 0.07043, "aux.acc_seg": 72.12693, "loss": 0.20663, "time": 0.22911}
{"mode": "train", "epoch": 44, "iter": 46700, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.14091, "decode.acc_seg": 77.32658, "aux.loss_ce": 0.07094, "aux.acc_seg": 75.98865, "loss": 0.21185, "time": 0.22975}
{"mode": "train", "epoch": 44, "iter": 46750, "lr": 1e-05, "memory": 15696, "data_time": 0.00273, "decode.loss_ce": 0.15918, "decode.acc_seg": 77.07237, "aux.loss_ce": 0.07605, "aux.acc_seg": 75.95155, "loss": 0.23523, "time": 0.22779}
{"mode": "train", "epoch": 44, "iter": 46800, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.14266, "decode.acc_seg": 77.94854, "aux.loss_ce": 0.07257, "aux.acc_seg": 76.85698, "loss": 0.21523, "time": 0.22764}
{"mode": "train", "epoch": 44, "iter": 46850, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.14748, "decode.acc_seg": 77.16645, "aux.loss_ce": 0.07235, "aux.acc_seg": 75.99877, "loss": 0.21983, "time": 0.22813}
{"mode": "train", "epoch": 44, "iter": 46900, "lr": 1e-05, "memory": 15696, "data_time": 0.00274, "decode.loss_ce": 0.13429, "decode.acc_seg": 75.15651, "aux.loss_ce": 0.06597, "aux.acc_seg": 74.03076, "loss": 0.20026, "time": 0.22918}
{"mode": "train", "epoch": 44, "iter": 46950, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.1392, "decode.acc_seg": 76.10132, "aux.loss_ce": 0.07056, "aux.acc_seg": 74.86501, "loss": 0.20975, "time": 0.22848}
{"mode": "train", "epoch": 44, "iter": 47000, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.14972, "decode.acc_seg": 77.69414, "aux.loss_ce": 0.07623, "aux.acc_seg": 76.37085, "loss": 0.22595, "time": 0.22843}
{"mode": "train", "epoch": 44, "iter": 47050, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.14666, "decode.acc_seg": 74.7909, "aux.loss_ce": 0.06924, "aux.acc_seg": 73.90157, "loss": 0.2159, "time": 0.229}
{"mode": "train", "epoch": 44, "iter": 47100, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.14859, "decode.acc_seg": 76.36726, "aux.loss_ce": 0.07101, "aux.acc_seg": 75.24757, "loss": 0.2196, "time": 0.23061}
{"mode": "train", "epoch": 44, "iter": 47150, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.1473, "decode.acc_seg": 74.78233, "aux.loss_ce": 0.06906, "aux.acc_seg": 73.93917, "loss": 0.21636, "time": 0.22953}
{"mode": "train", "epoch": 44, "iter": 47200, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.15081, "decode.acc_seg": 77.69487, "aux.loss_ce": 0.0775, "aux.acc_seg": 75.94926, "loss": 0.22831, "time": 0.22809}
{"mode": "train", "epoch": 44, "iter": 47250, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.14713, "decode.acc_seg": 76.43215, "aux.loss_ce": 0.06955, "aux.acc_seg": 75.46238, "loss": 0.21668, "time": 0.2268}
{"mode": "train", "epoch": 44, "iter": 47300, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.14298, "decode.acc_seg": 76.72819, "aux.loss_ce": 0.07191, "aux.acc_seg": 75.57036, "loss": 0.21488, "time": 0.22751}
{"mode": "train", "epoch": 44, "iter": 47350, "lr": 1e-05, "memory": 15696, "data_time": 0.0025, "decode.loss_ce": 0.16098, "decode.acc_seg": 75.7269, "aux.loss_ce": 0.07596, "aux.acc_seg": 74.67175, "loss": 0.23694, "time": 0.22826}
{"mode": "train", "epoch": 44, "iter": 47400, "lr": 1e-05, "memory": 15696, "data_time": 0.00275, "decode.loss_ce": 0.14455, "decode.acc_seg": 75.76046, "aux.loss_ce": 0.07213, "aux.acc_seg": 74.54459, "loss": 0.21668, "time": 0.22952}
{"mode": "train", "epoch": 44, "iter": 47450, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.13911, "decode.acc_seg": 75.69331, "aux.loss_ce": 0.06708, "aux.acc_seg": 74.80126, "loss": 0.20619, "time": 0.22498}
{"mode": "train", "epoch": 44, "iter": 47500, "lr": 1e-05, "memory": 15696, "data_time": 0.00269, "decode.loss_ce": 0.14351, "decode.acc_seg": 76.42698, "aux.loss_ce": 0.06824, "aux.acc_seg": 75.61774, "loss": 0.21175, "time": 0.22683}
{"mode": "train", "epoch": 44, "iter": 47550, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.14329, "decode.acc_seg": 74.0241, "aux.loss_ce": 0.06777, "aux.acc_seg": 72.9719, "loss": 0.21106, "time": 0.22764}
{"mode": "train", "epoch": 44, "iter": 47600, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.13241, "decode.acc_seg": 74.75554, "aux.loss_ce": 0.06592, "aux.acc_seg": 73.6495, "loss": 0.19833, "time": 0.23095}
{"mode": "train", "epoch": 44, "iter": 47650, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.14784, "decode.acc_seg": 77.08842, "aux.loss_ce": 0.07295, "aux.acc_seg": 75.89031, "loss": 0.22079, "time": 0.2286}
{"mode": "train", "epoch": 45, "iter": 47700, "lr": 1e-05, "memory": 15696, "data_time": 0.04601, "decode.loss_ce": 0.13056, "decode.acc_seg": 76.63709, "aux.loss_ce": 0.06443, "aux.acc_seg": 75.61767, "loss": 0.19499, "time": 0.27152}
{"mode": "train", "epoch": 45, "iter": 47750, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.12924, "decode.acc_seg": 74.99136, "aux.loss_ce": 0.06641, "aux.acc_seg": 73.63929, "loss": 0.19565, "time": 0.23002}
{"mode": "train", "epoch": 45, "iter": 47800, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.13847, "decode.acc_seg": 75.8992, "aux.loss_ce": 0.06728, "aux.acc_seg": 74.79614, "loss": 0.20575, "time": 0.2301}
{"mode": "train", "epoch": 45, "iter": 47850, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.15031, "decode.acc_seg": 77.34413, "aux.loss_ce": 0.07101, "aux.acc_seg": 76.43201, "loss": 0.22132, "time": 0.22775}
{"mode": "train", "epoch": 45, "iter": 47900, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.13134, "decode.acc_seg": 75.78594, "aux.loss_ce": 0.06415, "aux.acc_seg": 74.87768, "loss": 0.19549, "time": 0.22936}
{"mode": "train", "epoch": 45, "iter": 47950, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.14215, "decode.acc_seg": 77.19336, "aux.loss_ce": 0.0705, "aux.acc_seg": 76.03312, "loss": 0.21265, "time": 0.22986}
{"mode": "train", "epoch": 45, "iter": 48000, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.12282, "decode.acc_seg": 73.49128, "aux.loss_ce": 0.06238, "aux.acc_seg": 72.33742, "loss": 0.1852, "time": 0.2789}
{"mode": "val", "epoch": 45, "iter": 632, "lr": 1e-05, "aAcc": 0.9088, "mIoU": 0.8252, "mAcc": 0.8971, "mFscore": 0.9028, "mPrecision": 0.9092, "mRecall": 0.8971, "IoU.impervious_surface": 0.8617, "IoU.building": 0.9284, "IoU.low_vegetation": 0.7606, "IoU.tree": 0.7495, "IoU.car": 0.826, "IoU.clutter": NaN, "Acc.impervious_surface": 0.9339, "Acc.building": 0.9568, "Acc.low_vegetation": 0.8796, "Acc.tree": 0.8339, "Acc.car": 0.8813, "Acc.clutter": NaN, "Fscore.impervious_surface": 0.9257, "Fscore.building": 0.9629, "Fscore.low_vegetation": 0.864, "Fscore.tree": 0.8568, "Fscore.car": 0.9047, "Fscore.clutter": NaN, "Precision.impervious_surface": 0.9178, "Precision.building": 0.969, "Precision.low_vegetation": 0.8489, "Precision.tree": 0.8811, "Precision.car": 0.9294, "Precision.clutter": NaN, "Recall.impervious_surface": 0.9339, "Recall.building": 0.9568, "Recall.low_vegetation": 0.8796, "Recall.tree": 0.8339, "Recall.car": 0.8813, "Recall.clutter": NaN}
{"mode": "train", "epoch": 45, "iter": 48050, "lr": 1e-05, "memory": 15696, "data_time": 0.8531, "decode.loss_ce": 0.14132, "decode.acc_seg": 75.95357, "aux.loss_ce": 0.07015, "aux.acc_seg": 74.66005, "loss": 0.21148, "time": 1.08046}
{"mode": "train", "epoch": 45, "iter": 48100, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.13969, "decode.acc_seg": 75.83535, "aux.loss_ce": 0.07424, "aux.acc_seg": 74.12196, "loss": 0.21393, "time": 0.23086}
{"mode": "train", "epoch": 45, "iter": 48150, "lr": 1e-05, "memory": 15696, "data_time": 0.00259, "decode.loss_ce": 0.14141, "decode.acc_seg": 78.08185, "aux.loss_ce": 0.07439, "aux.acc_seg": 76.47655, "loss": 0.2158, "time": 0.23497}
{"mode": "train", "epoch": 45, "iter": 48200, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.13827, "decode.acc_seg": 77.16296, "aux.loss_ce": 0.06995, "aux.acc_seg": 75.95283, "loss": 0.20823, "time": 0.22958}
{"mode": "train", "epoch": 45, "iter": 48250, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.14802, "decode.acc_seg": 76.52087, "aux.loss_ce": 0.07384, "aux.acc_seg": 75.25457, "loss": 0.22186, "time": 0.23016}
{"mode": "train", "epoch": 45, "iter": 48300, "lr": 1e-05, "memory": 15696, "data_time": 0.00251, "decode.loss_ce": 0.14432, "decode.acc_seg": 77.07588, "aux.loss_ce": 0.07002, "aux.acc_seg": 75.91014, "loss": 0.21434, "time": 0.23208}
{"mode": "train", "epoch": 45, "iter": 48350, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.13178, "decode.acc_seg": 76.72312, "aux.loss_ce": 0.0674, "aux.acc_seg": 75.40403, "loss": 0.19918, "time": 0.22918}
{"mode": "train", "epoch": 45, "iter": 48400, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.13964, "decode.acc_seg": 76.04765, "aux.loss_ce": 0.06995, "aux.acc_seg": 74.91188, "loss": 0.20959, "time": 0.2306}
{"mode": "train", "epoch": 45, "iter": 48450, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.13748, "decode.acc_seg": 75.71513, "aux.loss_ce": 0.06901, "aux.acc_seg": 74.54429, "loss": 0.20649, "time": 0.23136}
{"mode": "train", "epoch": 45, "iter": 48500, "lr": 1e-05, "memory": 15696, "data_time": 0.00265, "decode.loss_ce": 0.13355, "decode.acc_seg": 76.44893, "aux.loss_ce": 0.06646, "aux.acc_seg": 75.23582, "loss": 0.20001, "time": 0.23081}
{"mode": "train", "epoch": 45, "iter": 48550, "lr": 1e-05, "memory": 15696, "data_time": 0.00263, "decode.loss_ce": 0.13776, "decode.acc_seg": 76.47235, "aux.loss_ce": 0.0698, "aux.acc_seg": 75.12671, "loss": 0.20756, "time": 0.22884}
{"mode": "train", "epoch": 45, "iter": 48600, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.15547, "decode.acc_seg": 75.35683, "aux.loss_ce": 0.07562, "aux.acc_seg": 74.26996, "loss": 0.2311, "time": 0.23208}
{"mode": "train", "epoch": 45, "iter": 48650, "lr": 1e-05, "memory": 15696, "data_time": 0.00268, "decode.loss_ce": 0.14283, "decode.acc_seg": 76.49725, "aux.loss_ce": 0.06835, "aux.acc_seg": 75.5294, "loss": 0.21118, "time": 0.23036}
{"mode": "train", "epoch": 45, "iter": 48700, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.14428, "decode.acc_seg": 75.97145, "aux.loss_ce": 0.06903, "aux.acc_seg": 74.921, "loss": 0.21331, "time": 0.22933}
{"mode": "train", "epoch": 46, "iter": 48750, "lr": 1e-05, "memory": 15696, "data_time": 0.04718, "decode.loss_ce": 0.13586, "decode.acc_seg": 75.52352, "aux.loss_ce": 0.06669, "aux.acc_seg": 74.47699, "loss": 0.20255, "time": 0.27359}
{"mode": "train", "epoch": 46, "iter": 48800, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.14721, "decode.acc_seg": 76.10235, "aux.loss_ce": 0.07511, "aux.acc_seg": 74.65191, "loss": 0.22232, "time": 0.23209}
{"mode": "train", "epoch": 46, "iter": 48850, "lr": 1e-05, "memory": 15696, "data_time": 0.00267, "decode.loss_ce": 0.15618, "decode.acc_seg": 74.49126, "aux.loss_ce": 0.07902, "aux.acc_seg": 73.09521, "loss": 0.2352, "time": 0.23078}
{"mode": "train", "epoch": 46, "iter": 48900, "lr": 1e-05, "memory": 15696, "data_time": 0.00262, "decode.loss_ce": 0.14632, "decode.acc_seg": 75.51785, "aux.loss_ce": 0.07361, "aux.acc_seg": 74.12178, "loss": 0.21993, "time": 0.23294}
{"mode": "train", "epoch": 46, "iter": 48950, "lr": 1e-05, "memory": 15696, "data_time": 0.00261, "decode.loss_ce": 0.12888, "decode.acc_seg": 76.41515, "aux.loss_ce": 0.06669, "aux.acc_seg": 75.1673, "loss": 0.19557, "time": 0.23056}
{"mode": "train", "epoch": 46, "iter": 49000, "lr": 1e-05, "memory": 15696, "data_time": 0.0026, "decode.loss_ce": 0.12106, "decode.acc_seg": 76.4853, "aux.loss_ce": 0.05862, "aux.acc_seg": 75.57967, "loss": 0.17968, "time": 0.23245}
{"mode": "train", "epoch": 46, "iter": 49050, "lr": 1e-05, "memory": 15696, "data_time": 0.00264, "decode.loss_ce": 0.16069, "decode.acc_seg": 73.43543, "aux.loss_ce": 0.07439, "aux.acc_seg": 72.55388, "loss": 0.23508, "time": 0.23179}
{"mode": "train", "epoch": 46, "iter": 49100, "lr": 1e-05, "memory": 15696, "data_time": 0.0027, "decode.loss_ce": 0.15164, "decode.acc_seg": 76.02584, "aux.loss_ce": 0.07635, "aux.acc_seg": 74.6514, "loss": 0.22799, "time": 0.23164}
{"mode": "train", "epoch": 46, "iter": 49150, "lr": 1e-05, "memory": 15696, "data_time": 0.00258, "decode.loss_ce": 0.16536, "decode.acc_seg": 78.04826, "aux.loss_ce": 0.07777, "aux.acc_seg": 76.96826, "loss": 0.24313, "time": 0.23016}
{"mode": "train", "epoch": 46, "iter": 49200, "lr": 1e-05, "memory": 15696, "data_time": 0.00266, "decode.loss_ce": 0.14134, "decode.acc_seg": 76.43572, "aux.loss_ce": 0.07325, "aux.acc_seg": 74.85337, "loss": 0.21458, "time": 0.23132}
{"mode": "train", "epoch": 46, "iter": 49250, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.14779, "decode.acc_seg": 77.69461, "aux.loss_ce": 0.07305, "aux.acc_seg": 76.4768, "loss": 0.22084, "time": 0.22846}
{"mode": "train", "epoch": 46, "iter": 49300, "lr": 1e-05, "memory": 15696, "data_time": 0.00257, "decode.loss_ce": 0.13397, "decode.acc_seg": 76.37693, "aux.loss_ce": 0.0687, "aux.acc_seg": 74.99586, "loss": 0.20267, "time": 0.23019}
{"mode": "train", "epoch": 46, "iter": 49350, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.14462, "decode.acc_seg": 73.90123, "aux.loss_ce": 0.07419, "aux.acc_seg": 72.60293, "loss": 0.21881, "time": 0.23136}
{"mode": "train", "epoch": 46, "iter": 49400, "lr": 1e-05, "memory": 15696, "data_time": 0.0025, "decode.loss_ce": 0.13871, "decode.acc_seg": 73.8968, "aux.loss_ce": 0.07255, "aux.acc_seg": 72.46314, "loss": 0.21126, "time": 0.2298}
{"mode": "train", "epoch": 46, "iter": 49450, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.14546, "decode.acc_seg": 74.37215, "aux.loss_ce": 0.07311, "aux.acc_seg": 73.09087, "loss": 0.21857, "time": 0.23045}
{"mode": "train", "epoch": 46, "iter": 49500, "lr": 1e-05, "memory": 15696, "data_time": 0.00252, "decode.loss_ce": 0.14316, "decode.acc_seg": 77.52279, "aux.loss_ce": 0.06998, "aux.acc_seg": 76.42968, "loss": 0.21314, "time": 0.22833}
{"mode": "train", "epoch": 46, "iter": 49550, "lr": 1e-05, "memory": 15696, "data_time": 0.0025, "decode.loss_ce": 0.14104, "decode.acc_seg": 76.63791, "aux.loss_ce": 0.07534, "aux.acc_seg": 74.96413, "loss": 0.21639, "time": 0.22916}
{"mode": "train", "epoch": 46, "iter": 49600, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.147, "decode.acc_seg": 75.32416, "aux.loss_ce": 0.07261, "aux.acc_seg": 74.03064, "loss": 0.21962, "time": 0.23065}
{"mode": "train", "epoch": 46, "iter": 49650, "lr": 1e-05, "memory": 15696, "data_time": 0.00254, "decode.loss_ce": 0.13639, "decode.acc_seg": 75.03431, "aux.loss_ce": 0.06781, "aux.acc_seg": 73.82866, "loss": 0.2042, "time": 0.23032}
{"mode": "train", "epoch": 46, "iter": 49700, "lr": 1e-05, "memory": 15696, "data_time": 0.00256, "decode.loss_ce": 0.13772, "decode.acc_seg": 76.4877, "aux.loss_ce": 0.06976, "aux.acc_seg": 75.14421, "loss": 0.20748, "time": 0.22603}
{"mode": "train", "epoch": 46, "iter": 49750, "lr": 1e-05, "memory": 15696, "data_time": 0.00255, "decode.loss_ce": 0.15441, "decode.acc_seg": 75.49727, "aux.loss_ce": 0.07081, "aux.acc_seg": 74.50548, "loss": 0.22522, "time": 0.22791}
{"mode": "train", "epoch": 46, "iter": 49800, "lr": 1e-05, "memory": 15696, "data_time": 0.00253, "decode.loss_ce": 0.14236, "decode.acc_seg": 77.54541, "aux.loss_ce": 0.07299, "aux.acc_seg": 76.1747, "loss": 0.21534, "time": 0.22713}