Epoch:0	 lr:0.10000	 duration:496.070
 train_loss:4.59835	 train_loss_div:4.59835Train Top-1 class_accuracy: 0.15254516899585724
Train Top-5 class_accuracy: 0.32612740993499756
test epoch:0	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2687999904155731
Top-5 class_accuracy: 0.5122199654579163
test epoch:0	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.22417999804019928
Top-5 class_accuracy: 0.4549799859523773
test epoch:0	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.20919999480247498
Top-5 class_accuracy: 0.43737998604774475
test epoch:0	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.203139990568161
Top-5 class_accuracy: 0.42753997445106506
Epoch:1	 lr:0.10000	 duration:498.158
 train_loss:3.72270	 train_loss_div:3.72270Train Top-1 class_accuracy: 0.31028246879577637
Train Top-5 class_accuracy: 0.5545096397399902
test epoch:1	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3702999949455261
Top-5 class_accuracy: 0.6365199685096741
test epoch:1	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3178800046443939
Top-5 class_accuracy: 0.5817999839782715
test epoch:1	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.29819998145103455
Top-5 class_accuracy: 0.559499979019165
test epoch:1	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.28919997811317444
Top-5 class_accuracy: 0.5488199591636658
Epoch:2	 lr:0.10000	 duration:502.516
 train_loss:3.55466	 train_loss_div:3.55466Train Top-1 class_accuracy: 0.37656575441360474
Train Top-5 class_accuracy: 0.6285077333450317
test epoch:2	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4147599935531616
Top-5 class_accuracy: 0.6832599639892578
test epoch:2	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.34751999378204346
Top-5 class_accuracy: 0.6157400012016296
test epoch:2	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.32189998030662537
Top-5 class_accuracy: 0.5884199738502502
test epoch:2	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.31068000197410583
Top-5 class_accuracy: 0.5768600106239319
Epoch:3	 lr:0.10000	 duration:499.348
 train_loss:3.55008	 train_loss_div:3.55008Train Top-1 class_accuracy: 0.41191160678863525
Train Top-5 class_accuracy: 0.6639503836631775
test epoch:3	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45576000213623047
Top-5 class_accuracy: 0.7240999937057495
test epoch:3	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4058399796485901
Top-5 class_accuracy: 0.6787599921226501
test epoch:3	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.38325998187065125
Top-5 class_accuracy: 0.6558600068092346
test epoch:3	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.37289997935295105
Top-5 class_accuracy: 0.6441400051116943
Epoch:4	 lr:0.10000	 duration:493.476
 train_loss:3.59018	 train_loss_div:3.59018Train Top-1 class_accuracy: 0.4377036988735199
Train Top-5 class_accuracy: 0.6887152791023254
test epoch:4	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48583999276161194
Top-5 class_accuracy: 0.7521199584007263
test epoch:4	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4261399805545807
Top-5 class_accuracy: 0.7005800008773804
test epoch:4	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3976599872112274
Top-5 class_accuracy: 0.674079954624176
test epoch:4	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.38349997997283936
Top-5 class_accuracy: 0.6601399779319763
Epoch:5	 lr:0.10000	 duration:496.123
 train_loss:3.66563	 train_loss_div:3.66563Train Top-1 class_accuracy: 0.4550066590309143
Train Top-5 class_accuracy: 0.7052658200263977
test epoch:5	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48795998096466064
Top-5 class_accuracy: 0.7501599788665771
test epoch:5	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.43393999338150024
Top-5 class_accuracy: 0.7055000066757202
test epoch:5	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4072199761867523
Top-5 class_accuracy: 0.6816999912261963
test epoch:5	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.392659991979599
Top-5 class_accuracy: 0.6683599948883057
Epoch:6	 lr:0.10000	 duration:506.171
 train_loss:3.52475	 train_loss_div:3.52475Train Top-1 class_accuracy: 0.47040823101997375
Train Top-5 class_accuracy: 0.7168021202087402
test epoch:6	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48687997460365295
Top-5 class_accuracy: 0.7513399720191956
test epoch:6	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4339199960231781
Top-5 class_accuracy: 0.7087599635124207
test epoch:6	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.40667998790740967
Top-5 class_accuracy: 0.6825399994850159
test epoch:6	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3928599953651428
Top-5 class_accuracy: 0.6678799986839294
Epoch:7	 lr:0.10000	 duration:565.556
 train_loss:3.43807	 train_loss_div:3.43807Train Top-1 class_accuracy: 0.479409396648407
Train Top-5 class_accuracy: 0.7257751822471619
test epoch:7	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5000199675559998
Top-5 class_accuracy: 0.7640999555587769
test epoch:7	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.43653997778892517
Top-5 class_accuracy: 0.7126599550247192
test epoch:7	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4075999855995178
Top-5 class_accuracy: 0.6860399842262268
test epoch:7	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.39103999733924866
Top-5 class_accuracy: 0.6693399548530579
Epoch:8	 lr:0.10000	 duration:638.106
 train_loss:3.38518	 train_loss_div:3.38518Train Top-1 class_accuracy: 0.4844391942024231
Train Top-5 class_accuracy: 0.7292595505714417
test epoch:8	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5148199796676636
Top-5 class_accuracy: 0.7721399664878845
test epoch:8	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45323997735977173
Top-5 class_accuracy: 0.7247399687767029
test epoch:8	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4201200008392334
Top-5 class_accuracy: 0.696940004825592
test epoch:8	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.40501999855041504
Top-5 class_accuracy: 0.6806600093841553
Epoch:9	 lr:0.10000	 duration:613.492
 train_loss:3.34689	 train_loss_div:3.34689Train Top-1 class_accuracy: 0.4887009263038635
Train Top-5 class_accuracy: 0.7335212826728821
test epoch:9	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.523140013217926
Top-5 class_accuracy: 0.7757200002670288
test epoch:9	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4661799967288971
Top-5 class_accuracy: 0.730459988117218
test epoch:9	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4329800009727478
Top-5 class_accuracy: 0.7031199932098389
test epoch:9	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.41367998719215393
Top-5 class_accuracy: 0.6856799721717834
Epoch:10	 lr:0.10000	 duration:574.976
 train_loss:3.31530	 train_loss_div:3.31530Train Top-1 class_accuracy: 0.49182307720184326
Train Top-5 class_accuracy: 0.7360283732414246
test epoch:10	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5206999778747559
Top-5 class_accuracy: 0.7795799970626831
test epoch:10	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4630599915981293
Top-5 class_accuracy: 0.7333199977874756
test epoch:10	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4324599802494049
Top-5 class_accuracy: 0.7044199705123901
test epoch:10	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4143799841403961
Top-5 class_accuracy: 0.6870200037956238
Epoch:11	 lr:0.10000	 duration:573.792
 train_loss:3.26959	 train_loss_div:3.26959Train Top-1 class_accuracy: 0.4962627589702606
Train Top-5 class_accuracy: 0.7409457564353943
test epoch:11	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5322399735450745
Top-5 class_accuracy: 0.7887799739837646
test epoch:11	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47788000106811523
Top-5 class_accuracy: 0.7435599565505981
test epoch:11	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44641998410224915
Top-5 class_accuracy: 0.7172799706459045
test epoch:11	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4292599856853485
Top-5 class_accuracy: 0.7013999819755554
Epoch:12	 lr:0.10000	 duration:575.920
 train_loss:3.25571	 train_loss_div:3.25571Train Top-1 class_accuracy: 0.49756157398223877
Train Top-5 class_accuracy: 0.7411986589431763
test epoch:12	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5150600075721741
Top-5 class_accuracy: 0.7706800103187561
test epoch:12	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45207998156547546
Top-5 class_accuracy: 0.7220799922943115
test epoch:12	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4157799780368805
Top-5 class_accuracy: 0.6886399984359741
test epoch:12	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.39555999636650085
Top-5 class_accuracy: 0.6688799858093262
Epoch:13	 lr:0.10000	 duration:569.491
 train_loss:3.23289	 train_loss_div:3.23289Train Top-1 class_accuracy: 0.5018701553344727
Train Top-5 class_accuracy: 0.7434559464454651
test epoch:13	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5248000025749207
Top-5 class_accuracy: 0.7781400084495544
test epoch:13	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47255998849868774
Top-5 class_accuracy: 0.7379599809646606
test epoch:13	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44209998846054077
Top-5 class_accuracy: 0.7108399868011475
test epoch:13	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.42353999614715576
Top-5 class_accuracy: 0.692799985408783
Epoch:14	 lr:0.10000	 duration:568.776
 train_loss:3.20721	 train_loss_div:3.20721Train Top-1 class_accuracy: 0.5031283497810364
Train Top-5 class_accuracy: 0.7458943724632263
test epoch:14	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5223000049591064
Top-5 class_accuracy: 0.784060001373291
test epoch:14	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4663800001144409
Top-5 class_accuracy: 0.740839958190918
test epoch:14	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.43366000056266785
Top-5 class_accuracy: 0.7124999761581421
test epoch:14	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4134799838066101
Top-5 class_accuracy: 0.6939399838447571
Epoch:15	 lr:0.10000	 duration:572.777
 train_loss:3.19515	 train_loss_div:3.19515Train Top-1 class_accuracy: 0.5055387020111084
Train Top-5 class_accuracy: 0.74736487865448
test epoch:15	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5330399870872498
Top-5 class_accuracy: 0.7849400043487549
test epoch:15	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47801998257637024
Top-5 class_accuracy: 0.7470799684524536
test epoch:15	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44623997807502747
Top-5 class_accuracy: 0.7192800045013428
test epoch:15	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4278999865055084
Top-5 class_accuracy: 0.7023800015449524
Epoch:16	 lr:0.10000	 duration:568.950
 train_loss:3.18136	 train_loss_div:3.18136Train Top-1 class_accuracy: 0.5059164762496948
Train Top-5 class_accuracy: 0.7478144764900208
test epoch:16	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5313199758529663
Top-5 class_accuracy: 0.7836399674415588
test epoch:16	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47661998867988586
Top-5 class_accuracy: 0.7408999800682068
test epoch:16	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.439300000667572
Top-5 class_accuracy: 0.7103599905967712
test epoch:16	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4193599820137024
Top-5 class_accuracy: 0.6917999982833862
Epoch:17	 lr:0.10000	 duration:581.915
 train_loss:3.17951	 train_loss_div:3.17951Train Top-1 class_accuracy: 0.5055854916572571
Train Top-5 class_accuracy: 0.7484638690948486
test epoch:17	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.534559965133667
Top-5 class_accuracy: 0.7896400094032288
test epoch:17	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4886399805545807
Top-5 class_accuracy: 0.7545999884605408
test epoch:17	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.456279993057251
Top-5 class_accuracy: 0.728879988193512
test epoch:17	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.43772000074386597
Top-5 class_accuracy: 0.712619960308075
Epoch:18	 lr:0.10000	 duration:586.516
 train_loss:3.15610	 train_loss_div:3.15610Train Top-1 class_accuracy: 0.5085515379905701
Train Top-5 class_accuracy: 0.750184178352356
test epoch:18	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.540619969367981
Top-5 class_accuracy: 0.7907999753952026
test epoch:18	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48739999532699585
Top-5 class_accuracy: 0.7517399787902832
test epoch:18	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4541599750518799
Top-5 class_accuracy: 0.7240999937057495
test epoch:18	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4341999888420105
Top-5 class_accuracy: 0.7064200043678284
==========
Args:Namespace(data='/home/imagenet/', dataset='imagenet', arch='resnet18_imagenet_fakd', tarch='resnet34_imagenet', tcheckpoint='./resnet34-333f7ec4.pth', init_lr=0.1, weight_decay=0.0001, milestones=[30, 60, 90], layer_weight=[0, 0, 0, 1], flow_loss_type='kl', encoder_type='mlp', flow_weight=1, dirac_ratio=1.0, warmup_epoch=0, epochs=100, batch_size=256, accumulate_step=1, num_workers=4, gpu_id='4,5,6,7', manual_seed=0, kd_T=1, kd_alpha=0.5, cutmix=False, zip=False, resume=False, evaluate=False, checkpoint_dir='./checkpoint/train_student_imagenet_dkd_arch_resnet18_imagenet_fakd_dataset_imagenet_seed0', world_size=1, rank=0, dist_backend='nccl', multiprocessing_distributed=False, dist_url='tcp://127.0.0.1:10844', log_txt='result/train_student_imagenet_dkd_arch_resnet18_imagenet_fakd_dataset_imagenet_seed0.txt', log_dir='train_student_imagenet_dkd_arch_resnet18_imagenet_fakd_dataset_imagenet_seed0', traindir='/home/imagenet/train', valdir='/home/imagenet/val')
==========
Epoch:0	 lr:0.10000	 duration:1332.042
 train_loss:5.20098	 train_loss_div:5.20098Train Top-1 class_accuracy: 0.12464562803506851
Train Top-5 class_accuracy: 0.28175851702690125
test epoch:0	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.25547999143600464
Top-5 class_accuracy: 0.5023599863052368
test epoch:0	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2549799978733063
Top-5 class_accuracy: 0.5028799772262573
test epoch:0	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.25519999861717224
Top-5 class_accuracy: 0.5030800104141235
test epoch:0	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2553199827671051
Top-5 class_accuracy: 0.5031799674034119
Epoch:1	 lr:0.10000	 duration:1338.491
 train_loss:3.69209	 train_loss_div:3.69209Train Top-1 class_accuracy: 0.29489028453826904
Train Top-5 class_accuracy: 0.537269115447998
test epoch:1	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3738600015640259
Top-5 class_accuracy: 0.6385399699211121
test epoch:1	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3736400008201599
Top-5 class_accuracy: 0.6388999819755554
test epoch:1	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.37362000346183777
Top-5 class_accuracy: 0.6386599540710449
test epoch:1	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3736799955368042
Top-5 class_accuracy: 0.6385599970817566
Epoch:2	 lr:0.10000	 duration:1349.511
 train_loss:3.23797	 train_loss_div:3.23797Train Top-1 class_accuracy: 0.363115519285202
Train Top-5 class_accuracy: 0.6125254034996033
test epoch:2	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4073199927806854
Top-5 class_accuracy: 0.6760599613189697
test epoch:2	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4076799750328064
Top-5 class_accuracy: 0.6761400103569031
test epoch:2	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4080199897289276
Top-5 class_accuracy: 0.6764799952507019
test epoch:2	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.40814000368118286
Top-5 class_accuracy: 0.676580011844635
Epoch:3	 lr:0.10000	 duration:1351.322
 train_loss:3.03518	 train_loss_div:3.03518Train Top-1 class_accuracy: 0.3928227722644806
Train Top-5 class_accuracy: 0.6445212364196777
test epoch:3	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.42113998532295227
Top-5 class_accuracy: 0.6883800029754639
test epoch:3	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4215199947357178
Top-5 class_accuracy: 0.6887800097465515
test epoch:3	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.42149999737739563
Top-5 class_accuracy: 0.6890400052070618
test epoch:3	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.42113998532295227
Top-5 class_accuracy: 0.6893199682235718
Epoch:4	 lr:0.10000	 duration:1304.529
 train_loss:2.91526	 train_loss_div:2.91526Train Top-1 class_accuracy: 0.4116712212562561
Train Top-5 class_accuracy: 0.6628857254981995
test epoch:4	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44543999433517456
Top-5 class_accuracy: 0.7105000019073486
test epoch:4	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44575998187065125
Top-5 class_accuracy: 0.7112399935722351
test epoch:4	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4456999897956848
Top-5 class_accuracy: 0.7115199565887451
test epoch:4	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4456000030040741
Top-5 class_accuracy: 0.7112999558448792
Epoch:5	 lr:0.10000	 duration:1309.796
 train_loss:2.84110	 train_loss_div:2.84110Train Top-1 class_accuracy: 0.42510583996772766
Train Top-5 class_accuracy: 0.6742909550666809
test epoch:5	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45041999220848083
Top-5 class_accuracy: 0.7159000039100647
test epoch:5	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45080000162124634
Top-5 class_accuracy: 0.7159599661827087
test epoch:5	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45107999444007874
Top-5 class_accuracy: 0.715939998626709
test epoch:5	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45103999972343445
Top-5 class_accuracy: 0.7159799933433533
Epoch:6	 lr:0.10000	 duration:1352.058
 train_loss:2.78363	 train_loss_div:2.78363Train Top-1 class_accuracy: 0.434200644493103
Train Top-5 class_accuracy: 0.6834763288497925
test epoch:6	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4650999903678894
Top-5 class_accuracy: 0.7257800102233887
test epoch:6	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4650599956512451
Top-5 class_accuracy: 0.7257199883460999
test epoch:6	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4648999869823456
Top-5 class_accuracy: 0.7257599830627441
test epoch:6	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.464819997549057
Top-5 class_accuracy: 0.7258999943733215
Epoch:7	 lr:0.10000	 duration:1357.760
 train_loss:2.73899	 train_loss_div:2.73899Train Top-1 class_accuracy: 0.439327210187912
Train Top-5 class_accuracy: 0.6896206736564636
test epoch:7	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44895997643470764
Top-5 class_accuracy: 0.7124800086021423
test epoch:7	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44887998700141907
Top-5 class_accuracy: 0.7128199934959412
test epoch:7	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4494599997997284
Top-5 class_accuracy: 0.7130999565124512
test epoch:7	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44925999641418457
Top-5 class_accuracy: 0.7128799557685852
Epoch:8	 lr:0.10000	 duration:1363.918
 train_loss:2.71205	 train_loss_div:2.71205Train Top-1 class_accuracy: 0.44448813796043396
Train Top-5 class_accuracy: 0.6934172511100769
test epoch:8	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47091999650001526
Top-5 class_accuracy: 0.7343800067901611
test epoch:8	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47077998518943787
Top-5 class_accuracy: 0.7353000044822693
test epoch:8	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4707399904727936
Top-5 class_accuracy: 0.7357800006866455
test epoch:8	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47044000029563904
Top-5 class_accuracy: 0.7360199689865112
Epoch:9	 lr:0.10000	 duration:1369.422
 train_loss:2.69274	 train_loss_div:2.69274Train Top-1 class_accuracy: 0.4480442702770233
Train Top-5 class_accuracy: 0.6970732808113098
test epoch:9	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4749400019645691
Top-5 class_accuracy: 0.7359199523925781
test epoch:9	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47540000081062317
Top-5 class_accuracy: 0.7360199689865112
test epoch:9	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4754599928855896
Top-5 class_accuracy: 0.735759973526001
test epoch:9	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4755399823188782
Top-5 class_accuracy: 0.7360799908638
Epoch:10	 lr:0.10000	 duration:1337.533
 train_loss:2.67252	 train_loss_div:2.67252Train Top-1 class_accuracy: 0.45093849301338196
Train Top-5 class_accuracy: 0.6999081969261169
test epoch:10	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4879799783229828
Top-5 class_accuracy: 0.7477999925613403
test epoch:10	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48819997906684875
Top-5 class_accuracy: 0.7489399909973145
test epoch:10	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48763999342918396
Top-5 class_accuracy: 0.7488600015640259
test epoch:10	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4877599775791168
Top-5 class_accuracy: 0.7487999796867371
Epoch:11	 lr:0.10000	 duration:1366.850
 train_loss:2.64356	 train_loss_div:2.64356Train Top-1 class_accuracy: 0.45567479729652405
Train Top-5 class_accuracy: 0.70424485206604
test epoch:11	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47077998518943787
Top-5 class_accuracy: 0.7345399856567383
test epoch:11	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47134000062942505
Top-5 class_accuracy: 0.735480010509491
test epoch:11	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4714199900627136
Top-5 class_accuracy: 0.7351799607276917
test epoch:11	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47157999873161316
Top-5 class_accuracy: 0.7351199984550476
Epoch:12	 lr:0.10000	 duration:1354.090
 train_loss:2.64132	 train_loss_div:2.64132Train Top-1 class_accuracy: 0.45588088035583496
Train Top-5 class_accuracy: 0.704098105430603
test epoch:12	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49695998430252075
Top-5 class_accuracy: 0.7547399997711182
test epoch:12	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4968799948692322
Top-5 class_accuracy: 0.7549799680709839
test epoch:12	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49597999453544617
Top-5 class_accuracy: 0.7554399967193604
test epoch:12	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49567997455596924
Top-5 class_accuracy: 0.7552199959754944
Epoch:13	 lr:0.10000	 duration:1354.355
 train_loss:2.62078	 train_loss_div:2.62078Train Top-1 class_accuracy: 0.4593152403831482
Train Top-5 class_accuracy: 0.7075074911117554
test epoch:13	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49757999181747437
Top-5 class_accuracy: 0.7562400102615356
test epoch:13	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4976999759674072
Top-5 class_accuracy: 0.7563199996948242
test epoch:13	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49751999974250793
Top-5 class_accuracy: 0.7564799785614014
test epoch:13	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4970399737358093
Top-5 class_accuracy: 0.7564599514007568
Epoch:14	 lr:0.10000	 duration:1358.037
 train_loss:2.60247	 train_loss_div:2.60247Train Top-1 class_accuracy: 0.46330535411834717
Train Top-5 class_accuracy: 0.7096430659294128
test epoch:14	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49619999527931213
Top-5 class_accuracy: 0.7569800019264221
test epoch:14	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4967799782752991
Top-5 class_accuracy: 0.7575199604034424
test epoch:14	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49675998091697693
Top-5 class_accuracy: 0.7573999762535095
test epoch:14	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49657997488975525
Top-5 class_accuracy: 0.757319986820221
Epoch:15	 lr:0.10000	 duration:1315.881
 train_loss:2.59599	 train_loss_div:2.59599Train Top-1 class_accuracy: 0.4633334279060364
Train Top-5 class_accuracy: 0.7115850448608398
test epoch:15	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5002599954605103
Top-5 class_accuracy: 0.75764000415802
test epoch:15	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5005399584770203
Top-5 class_accuracy: 0.7579399943351746
test epoch:15	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49997997283935547
Top-5 class_accuracy: 0.758080005645752
test epoch:15	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4996599853038788
Top-5 class_accuracy: 0.7582599520683289
Epoch:16	 lr:0.10000	 duration:1046.606
 train_loss:2.58976	 train_loss_div:2.58976Train Top-1 class_accuracy: 0.46412959694862366
Train Top-5 class_accuracy: 0.7118285298347473
test epoch:16	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4998999834060669
Top-5 class_accuracy: 0.7572000026702881
test epoch:16	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5001199841499329
Top-5 class_accuracy: 0.757319986820221
test epoch:16	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49959999322891235
Top-5 class_accuracy: 0.7573399543762207
test epoch:16	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4999599754810333
Top-5 class_accuracy: 0.7575799822807312
Epoch:17	 lr:0.10000	 duration:1051.945
 train_loss:2.57562	 train_loss_div:2.57562Train Top-1 class_accuracy: 0.46653053164482117
Train Top-5 class_accuracy: 0.7144417762756348
test epoch:17	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49187999963760376
Top-5 class_accuracy: 0.7509399652481079
test epoch:17	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49229997396469116
Top-5 class_accuracy: 0.7513399720191956
test epoch:17	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4920799732208252
Top-5 class_accuracy: 0.7509999871253967
test epoch:17	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4915599822998047
Top-5 class_accuracy: 0.7509399652481079
Epoch:18	 lr:0.10000	 duration:1052.859
 train_loss:2.55942	 train_loss_div:2.55942Train Top-1 class_accuracy: 0.4695964753627777
Train Top-5 class_accuracy: 0.7172735929489136
test epoch:18	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4980599880218506
Top-5 class_accuracy: 0.7552799582481384
test epoch:18	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49869999289512634
Top-5 class_accuracy: 0.755840003490448
test epoch:18	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4986400008201599
Top-5 class_accuracy: 0.7556999921798706
test epoch:18	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49831998348236084
Top-5 class_accuracy: 0.7558000087738037
Epoch:19	 lr:0.10000	 duration:1055.043
 train_loss:2.55335	 train_loss_div:2.55335Train Top-1 class_accuracy: 0.4716789424419403
Train Top-5 class_accuracy: 0.7172267436981201
test epoch:19	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49125999212265015
Top-5 class_accuracy: 0.7489399909973145
test epoch:19	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4910999834537506
Top-5 class_accuracy: 0.7498599886894226
test epoch:19	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4905799925327301
Top-5 class_accuracy: 0.7497400045394897
test epoch:19	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4903799891471863
Top-5 class_accuracy: 0.7495799660682678
Epoch:20	 lr:0.10000	 duration:1048.544
 train_loss:2.54198	 train_loss_div:2.54198Train Top-1 class_accuracy: 0.4715009927749634
Train Top-5 class_accuracy: 0.7190594673156738
test epoch:20	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4764399826526642
Top-5 class_accuracy: 0.7344399690628052
test epoch:20	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4779199957847595
Top-5 class_accuracy: 0.7348799705505371
test epoch:20	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4781799912452698
Top-5 class_accuracy: 0.7351599931716919
test epoch:20	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4778599739074707
Top-5 class_accuracy: 0.735319972038269
Epoch:21	 lr:0.10000	 duration:1050.321
 train_loss:2.53745	 train_loss_div:2.53745Train Top-1 class_accuracy: 0.47292158007621765
Train Top-5 class_accuracy: 0.7211138606071472
test epoch:21	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4987199902534485
Top-5 class_accuracy: 0.7551999688148499
test epoch:21	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4995199739933014
Top-5 class_accuracy: 0.7562999725341797
test epoch:21	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49939998984336853
Top-5 class_accuracy: 0.7560999989509583
test epoch:21	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49911999702453613
Top-5 class_accuracy: 0.7564199566841125
Epoch:22	 lr:0.10000	 duration:1054.201
 train_loss:2.53594	 train_loss_div:2.53594Train Top-1 class_accuracy: 0.4731088876724243
Train Top-5 class_accuracy: 0.7201959490776062
test epoch:22	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.507420003414154
Top-5 class_accuracy: 0.7640999555587769
test epoch:22	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5077399611473083
Top-5 class_accuracy: 0.7651799917221069
test epoch:22	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5073599815368652
Top-5 class_accuracy: 0.7655799984931946
test epoch:22	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5072199702262878
Top-5 class_accuracy: 0.7655999660491943
Epoch:23	 lr:0.10000	 duration:1048.370
 train_loss:2.52591	 train_loss_div:2.52591Train Top-1 class_accuracy: 0.4753880798816681
Train Top-5 class_accuracy: 0.7220504879951477
test epoch:23	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5156199932098389
Top-5 class_accuracy: 0.7698799967765808
test epoch:23	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5164999961853027
Top-5 class_accuracy: 0.7704199552536011
test epoch:23	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.515999972820282
Top-5 class_accuracy: 0.7707399725914001
test epoch:23	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5158799886703491
Top-5 class_accuracy: 0.7700799703598022
Epoch:24	 lr:0.10000	 duration:1057.869
 train_loss:2.52007	 train_loss_div:2.52007Train Top-1 class_accuracy: 0.47640901803970337
Train Top-5 class_accuracy: 0.7222596406936646
test epoch:24	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.515720009803772
Top-5 class_accuracy: 0.7701799869537354
test epoch:24	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5163599848747253
Top-5 class_accuracy: 0.7712799906730652
test epoch:24	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5159599781036377
Top-5 class_accuracy: 0.7719399929046631
test epoch:24	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5161399841308594
Top-5 class_accuracy: 0.7719799876213074
Epoch:25	 lr:0.10000	 duration:1059.896
 train_loss:2.51528	 train_loss_div:2.51528Train Top-1 class_accuracy: 0.4755379259586334
Train Top-5 class_accuracy: 0.7229215502738953
test epoch:25	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5175999999046326
Top-5 class_accuracy: 0.7713599801063538
test epoch:25	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5177800059318542
Top-5 class_accuracy: 0.7717199921607971
test epoch:25	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5174999833106995
Top-5 class_accuracy: 0.772159993648529
test epoch:25	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.517520010471344
Top-5 class_accuracy: 0.77183997631073
Epoch:26	 lr:0.10000	 duration:1043.576
 train_loss:2.50980	 train_loss_div:2.50980Train Top-1 class_accuracy: 0.47868192195892334
Train Top-5 class_accuracy: 0.7248697876930237
test epoch:26	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5100399851799011
Top-5 class_accuracy: 0.7655199766159058
test epoch:26	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.509719967842102
Top-5 class_accuracy: 0.7662999629974365
test epoch:26	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5095199942588806
Top-5 class_accuracy: 0.7667799592018127
test epoch:26	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5093799829483032
Top-5 class_accuracy: 0.7666199803352356
Epoch:27	 lr:0.10000	 duration:1056.878
 train_loss:2.51015	 train_loss_div:2.51015Train Top-1 class_accuracy: 0.478272944688797
Train Top-5 class_accuracy: 0.7231432199478149
test epoch:27	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5102199912071228
Top-5 class_accuracy: 0.7672399878501892
test epoch:27	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5094599723815918
Top-5 class_accuracy: 0.7674199938774109
test epoch:27	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.508899986743927
Top-5 class_accuracy: 0.7676199674606323
test epoch:27	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.508139967918396
Top-5 class_accuracy: 0.767799973487854
Epoch:28	 lr:0.10000	 duration:1054.956
 train_loss:2.49312	 train_loss_div:2.49312Train Top-1 class_accuracy: 0.4799838662147522
Train Top-5 class_accuracy: 0.7264776825904846
test epoch:28	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.495419979095459
Top-5 class_accuracy: 0.7559599876403809
test epoch:28	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4957199990749359
Top-5 class_accuracy: 0.7566999793052673
test epoch:28	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49549999833106995
Top-5 class_accuracy: 0.7565599679946899
test epoch:28	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49526000022888184
Top-5 class_accuracy: 0.7563599944114685
Epoch:29	 lr:0.10000	 duration:1055.547
 train_loss:2.49845	 train_loss_div:2.49845Train Top-1 class_accuracy: 0.48023363947868347
Train Top-5 class_accuracy: 0.7260530591011047
test epoch:29	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5007199645042419
Top-5 class_accuracy: 0.7576199769973755
test epoch:29	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5009799599647522
Top-5 class_accuracy: 0.75791996717453
test epoch:29	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5002999901771545
Top-5 class_accuracy: 0.7584199905395508
test epoch:29	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4998599886894226
Top-5 class_accuracy: 0.7586599588394165
Epoch:30	 lr:0.01000	 duration:1058.134
 train_loss:1.94934	 train_loss_div:1.94934Train Top-1 class_accuracy: 0.5802954435348511
Train Top-5 class_accuracy: 0.8006131649017334
test epoch:30	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6428599953651428
Top-5 class_accuracy: 0.8591199517250061
test epoch:30	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6432600021362305
Top-5 class_accuracy: 0.8602199554443359
test epoch:30	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.643559992313385
Top-5 class_accuracy: 0.8603000044822693
test epoch:30	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6434599757194519
Top-5 class_accuracy: 0.8600399494171143
Epoch:31	 lr:0.01000	 duration:1055.590
 train_loss:1.82241	 train_loss_div:1.82241Train Top-1 class_accuracy: 0.6029466390609741
Train Top-5 class_accuracy: 0.8183063864707947
test epoch:31	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6493799686431885
Top-5 class_accuracy: 0.8632400035858154
test epoch:31	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6503199934959412
Top-5 class_accuracy: 0.8639999628067017
test epoch:31	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6506400108337402
Top-5 class_accuracy: 0.8641600012779236
test epoch:31	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6507599949836731
Top-5 class_accuracy: 0.864579975605011
Epoch:32	 lr:0.01000	 duration:1057.965
 train_loss:1.77112	 train_loss_div:1.77112Train Top-1 class_accuracy: 0.6138210892677307
Train Top-5 class_accuracy: 0.8251438736915588
test epoch:32	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6574000120162964
Top-5 class_accuracy: 0.8668799996376038
test epoch:32	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.658840000629425
Top-5 class_accuracy: 0.868619978427887
test epoch:32	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6592400074005127
Top-5 class_accuracy: 0.8687799572944641
test epoch:32	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.659280002117157
Top-5 class_accuracy: 0.868939995765686
Epoch:33	 lr:0.01000	 duration:1058.874
 train_loss:1.74035	 train_loss_div:1.74035Train Top-1 class_accuracy: 0.6187291145324707
Train Top-5 class_accuracy: 0.8293900489807129
test epoch:33	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.659060001373291
Top-5 class_accuracy: 0.8694199919700623
test epoch:33	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6594199538230896
Top-5 class_accuracy: 0.8710999488830566
test epoch:33	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6596399545669556
Top-5 class_accuracy: 0.8710999488830566
test epoch:33	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6595999598503113
Top-5 class_accuracy: 0.8710399866104126
Epoch:34	 lr:0.01000	 duration:1059.072
 train_loss:1.71834	 train_loss_div:1.71834Train Top-1 class_accuracy: 0.6237058639526367
Train Top-5 class_accuracy: 0.8322467803955078
test epoch:34	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.660099983215332
Top-5 class_accuracy: 0.8707599639892578
test epoch:34	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6615399718284607
Top-5 class_accuracy: 0.8715599775314331
test epoch:34	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6618799567222595
Top-5 class_accuracy: 0.8719599843025208
test epoch:34	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6615599989891052
Top-5 class_accuracy: 0.8719199895858765
Epoch:35	 lr:0.01000	 duration:1058.793
 train_loss:1.70180	 train_loss_div:1.70180Train Top-1 class_accuracy: 0.6256353259086609
Train Top-5 class_accuracy: 0.8345509171485901
test epoch:35	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6607999801635742
Top-5 class_accuracy: 0.871239960193634
test epoch:35	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.662559986114502
Top-5 class_accuracy: 0.8724600076675415
test epoch:35	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6627999544143677
Top-5 class_accuracy: 0.8730999827384949
test epoch:35	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6624199748039246
Top-5 class_accuracy: 0.8734599947929382
Epoch:36	 lr:0.01000	 duration:1063.750
 train_loss:1.70056	 train_loss_div:1.70056Train Top-1 class_accuracy: 0.6273119449615479
Train Top-5 class_accuracy: 0.8345353603363037
test epoch:36	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6619200110435486
Top-5 class_accuracy: 0.8706600069999695
test epoch:36	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6626600027084351
Top-5 class_accuracy: 0.8723199963569641
test epoch:36	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6636799573898315
Top-5 class_accuracy: 0.8733199834823608
test epoch:36	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6640399694442749
Top-5 class_accuracy: 0.8735199570655823
Epoch:37	 lr:0.01000	 duration:1060.408
 train_loss:1.69481	 train_loss_div:1.69481Train Top-1 class_accuracy: 0.6278926730155945
Train Top-5 class_accuracy: 0.8353127241134644
test epoch:37	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6602199673652649
Top-5 class_accuracy: 0.8692399859428406
test epoch:37	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6611999869346619
Top-5 class_accuracy: 0.8700999617576599
test epoch:37	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6618399620056152
Top-5 class_accuracy: 0.8707000017166138
test epoch:37	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6618799567222595
Top-5 class_accuracy: 0.8711999654769897
Epoch:38	 lr:0.01000	 duration:1059.376
 train_loss:1.68731	 train_loss_div:1.68731Train Top-1 class_accuracy: 0.6296223402023315
Train Top-5 class_accuracy: 0.8362088203430176
test epoch:38	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6611999869346619
Top-5 class_accuracy: 0.8681599497795105
test epoch:38	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6629199981689453
Top-5 class_accuracy: 0.8700399994850159
test epoch:38	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6629999876022339
Top-5 class_accuracy: 0.8707000017166138
test epoch:38	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6635000109672546
Top-5 class_accuracy: 0.8703399896621704
Epoch:39	 lr:0.01000	 duration:1062.419
 train_loss:1.68867	 train_loss_div:1.68867Train Top-1 class_accuracy: 0.6291134357452393
Train Top-5 class_accuracy: 0.8364710807800293
test epoch:39	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6460999846458435
Top-5 class_accuracy: 0.8606799840927124
test epoch:39	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6475799679756165
Top-5 class_accuracy: 0.8623999953269958
test epoch:39	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.647599995136261
Top-5 class_accuracy: 0.8633599877357483
test epoch:39	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6477000117301941
Top-5 class_accuracy: 0.8631199598312378
Epoch:40	 lr:0.01000	 duration:1062.778
 train_loss:1.68516	 train_loss_div:1.68516Train Top-1 class_accuracy: 0.6294256448745728
Train Top-5 class_accuracy: 0.8373421430587769
test epoch:40	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6603800058364868
Top-5 class_accuracy: 0.8717199563980103
test epoch:40	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6626200079917908
Top-5 class_accuracy: 0.8732399940490723
test epoch:40	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6632999777793884
Top-5 class_accuracy: 0.8732999563217163
test epoch:40	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6632599830627441
Top-5 class_accuracy: 0.8735799789428711
Epoch:41	 lr:0.01000	 duration:1056.586
 train_loss:1.68639	 train_loss_div:1.68639Train Top-1 class_accuracy: 0.6294912099838257
Train Top-5 class_accuracy: 0.8378229737281799
test epoch:41	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6574599742889404
Top-5 class_accuracy: 0.8686599731445312
test epoch:41	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6595799922943115
Top-5 class_accuracy: 0.870419979095459
test epoch:41	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6599999666213989
Top-5 class_accuracy: 0.8706799745559692
test epoch:41	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6603800058364868
Top-5 class_accuracy: 0.8704800009727478
Epoch:42	 lr:0.01000	 duration:1056.818
 train_loss:1.68752	 train_loss_div:1.68752Train Top-1 class_accuracy: 0.6284765005111694
Train Top-5 class_accuracy: 0.8365491032600403
test epoch:42	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6590200066566467
Top-5 class_accuracy: 0.8717599511146545
test epoch:42	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6609599590301514
Top-5 class_accuracy: 0.8733999729156494
test epoch:42	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6622200012207031
Top-5 class_accuracy: 0.8741199970245361
test epoch:42	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6622999906539917
Top-5 class_accuracy: 0.8738999962806702
Epoch:43	 lr:0.01000	 duration:1061.110
 train_loss:1.68681	 train_loss_div:1.68681Train Top-1 class_accuracy: 0.6296191811561584
Train Top-5 class_accuracy: 0.8374732732772827
test epoch:43	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6616399884223938
Top-5 class_accuracy: 0.8721399903297424
test epoch:43	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6634599566459656
Top-5 class_accuracy: 0.8736400008201599
test epoch:43	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.664139986038208
Top-5 class_accuracy: 0.8745799660682678
test epoch:43	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6646199822425842
Top-5 class_accuracy: 0.8745799660682678
Epoch:44	 lr:0.01000	 duration:1056.626
 train_loss:1.68245	 train_loss_div:1.68245Train Top-1 class_accuracy: 0.6304309368133545
Train Top-5 class_accuracy: 0.8383474946022034
test epoch:44	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6582399606704712
Top-5 class_accuracy: 0.869439959526062
test epoch:44	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.660319983959198
Top-5 class_accuracy: 0.8710199594497681
test epoch:44	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6610400080680847
Top-5 class_accuracy: 0.8719199895858765
test epoch:44	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6607399582862854
Top-5 class_accuracy: 0.8725999593734741
Epoch:45	 lr:0.01000	 duration:1057.696
 train_loss:1.68516	 train_loss_div:1.68516Train Top-1 class_accuracy: 0.629094660282135
Train Top-5 class_accuracy: 0.8376480937004089
test epoch:45	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6608399748802185
Top-5 class_accuracy: 0.8709200024604797
test epoch:45	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6630199551582336
Top-5 class_accuracy: 0.8718599677085876
test epoch:45	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6633599996566772
Top-5 class_accuracy: 0.8723399639129639
test epoch:45	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6630399823188782
Top-5 class_accuracy: 0.8723999857902527
Epoch:46	 lr:0.01000	 duration:1059.092
 train_loss:1.68629	 train_loss_div:1.68629Train Top-1 class_accuracy: 0.6284671425819397
Train Top-5 class_accuracy: 0.8374451994895935
test epoch:46	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6499800086021423
Top-5 class_accuracy: 0.863599956035614
test epoch:46	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6520400047302246
Top-5 class_accuracy: 0.8660799860954285
test epoch:46	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6526399850845337
Top-5 class_accuracy: 0.8669399619102478
test epoch:46	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6523999571800232
Top-5 class_accuracy: 0.8672599792480469
Epoch:47	 lr:0.01000	 duration:1060.374
 train_loss:1.68445	 train_loss_div:1.68445Train Top-1 class_accuracy: 0.6294474601745605
Train Top-5 class_accuracy: 0.8380696177482605
test epoch:47	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6634199619293213
Top-5 class_accuracy: 0.872979998588562
test epoch:47	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6650399565696716
Top-5 class_accuracy: 0.8741599917411804
test epoch:47	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6658200025558472
Top-5 class_accuracy: 0.8746199607849121
test epoch:47	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6656599640846252
Top-5 class_accuracy: 0.874459981918335
Epoch:48	 lr:0.01000	 duration:1075.190
 train_loss:1.68896	 train_loss_div:1.68896Train Top-1 class_accuracy: 0.6280206441879272
Train Top-5 class_accuracy: 0.8360901474952698
test epoch:48	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6592999696731567
Top-5 class_accuracy: 0.8692599534988403
test epoch:48	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6606999635696411
Top-5 class_accuracy: 0.8709799647331238
test epoch:48	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6619200110435486
Top-5 class_accuracy: 0.8714599609375
test epoch:48	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6615200042724609
Top-5 class_accuracy: 0.8714999556541443
Epoch:49	 lr:0.01000	 duration:1079.781
 train_loss:1.68274	 train_loss_div:1.68274Train Top-1 class_accuracy: 0.6309117674827576
Train Top-5 class_accuracy: 0.8386378288269043
test epoch:49	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6566199660301208
Top-5 class_accuracy: 0.8677600026130676
test epoch:49	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6588799953460693
Top-5 class_accuracy: 0.8690199851989746
test epoch:49	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6592400074005127
Top-5 class_accuracy: 0.8701199889183044
test epoch:49	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6596199870109558
Top-5 class_accuracy: 0.8707999587059021
Epoch:50	 lr:0.01000	 duration:1093.720
 train_loss:1.68220	 train_loss_div:1.68220Train Top-1 class_accuracy: 0.6285982728004456
Train Top-5 class_accuracy: 0.8388907313346863
test epoch:50	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6594799757003784
Top-5 class_accuracy: 0.8713600039482117
test epoch:50	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6612399816513062
Top-5 class_accuracy: 0.8733199834823608
test epoch:50	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.661899983882904
Top-5 class_accuracy: 0.8738200068473816
test epoch:50	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6618199944496155
Top-5 class_accuracy: 0.8737399578094482
Epoch:51	 lr:0.01000	 duration:1063.174
 train_loss:1.67433	 train_loss_div:1.67433Train Top-1 class_accuracy: 0.6312208771705627
Train Top-5 class_accuracy: 0.8390999436378479
test epoch:51	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6584999561309814
Top-5 class_accuracy: 0.867579996585846
test epoch:51	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6599400043487549
Top-5 class_accuracy: 0.8690800070762634
test epoch:51	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6600399613380432
Top-5 class_accuracy: 0.8694599866867065
test epoch:51	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6604599952697754
Top-5 class_accuracy: 0.8695799708366394
Epoch:52	 lr:0.01000	 duration:1205.305
 train_loss:1.67230	 train_loss_div:1.67230Train Top-1 class_accuracy: 0.6327601075172424
Train Top-5 class_accuracy: 0.8399335145950317
test epoch:52	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6538999676704407
Top-5 class_accuracy: 0.8664399981498718
test epoch:52	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6561599969863892
Top-5 class_accuracy: 0.8681399822235107
test epoch:52	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6564599871635437
Top-5 class_accuracy: 0.8688799738883972
test epoch:52	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6568799614906311
Top-5 class_accuracy: 0.8689199686050415
Epoch:53	 lr:0.01000	 duration:1257.037
 train_loss:1.67270	 train_loss_div:1.67270Train Top-1 class_accuracy: 0.6318796277046204
Train Top-5 class_accuracy: 0.839736819267273
test epoch:53	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6570599675178528
Top-5 class_accuracy: 0.8673200011253357
test epoch:53	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6596999764442444
Top-5 class_accuracy: 0.869439959526062
test epoch:53	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6602599620819092
Top-5 class_accuracy: 0.8698199987411499
test epoch:53	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6598199605941772
Top-5 class_accuracy: 0.8700000047683716
Epoch:54	 lr:0.01000	 duration:1282.911
 train_loss:1.67782	 train_loss_div:1.67782Train Top-1 class_accuracy: 0.6316205263137817
Train Top-5 class_accuracy: 0.8387190103530884
test epoch:54	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6566599607467651
Top-5 class_accuracy: 0.8670399785041809
test epoch:54	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6593199968338013
Top-5 class_accuracy: 0.8685799837112427
test epoch:54	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6599799990653992
Top-5 class_accuracy: 0.8688199520111084
test epoch:54	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6594199538230896
Top-5 class_accuracy: 0.8692599534988403
Epoch:55	 lr:0.01000	 duration:1354.042
 train_loss:1.67195	 train_loss_div:1.67195Train Top-1 class_accuracy: 0.631795346736908
Train Top-5 class_accuracy: 0.8388501405715942
test epoch:55	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6604200005531311
Top-5 class_accuracy: 0.8701399564743042
test epoch:55	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6624999642372131
Top-5 class_accuracy: 0.8714999556541443
test epoch:55	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6629599928855896
Top-5 class_accuracy: 0.8721799850463867
test epoch:55	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6628400087356567
Top-5 class_accuracy: 0.8723799586296082
Epoch:56	 lr:0.01000	 duration:1239.508
 train_loss:1.66704	 train_loss_div:1.66704Train Top-1 class_accuracy: 0.6331971883773804
Train Top-5 class_accuracy: 0.8400771617889404
test epoch:56	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6585599780082703
Top-5 class_accuracy: 0.868399977684021
test epoch:56	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6595999598503113
Top-5 class_accuracy: 0.8700399994850159
test epoch:56	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6608399748802185
Top-5 class_accuracy: 0.8710999488830566
test epoch:56	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6607199907302856
Top-5 class_accuracy: 0.8709999918937683
Epoch:57	 lr:0.01000	 duration:1231.517
 train_loss:1.66934	 train_loss_div:1.66934Train Top-1 class_accuracy: 0.6324291229248047
Train Top-5 class_accuracy: 0.8404861688613892
test epoch:57	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.657260000705719
Top-5 class_accuracy: 0.8693400025367737
test epoch:57	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6586799621582031
Top-5 class_accuracy: 0.8710999488830566
test epoch:57	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6593199968338013
Top-5 class_accuracy: 0.8716999888420105
test epoch:57	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6589599847793579
Top-5 class_accuracy: 0.8718799948692322
Epoch:58	 lr:0.01000	 duration:1302.586
 train_loss:1.66436	 train_loss_div:1.66436Train Top-1 class_accuracy: 0.6326976418495178
Train Top-5 class_accuracy: 0.8412854075431824
test epoch:58	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6543799638748169
Top-5 class_accuracy: 0.8664000034332275
test epoch:58	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6565799713134766
Top-5 class_accuracy: 0.868179976940155
test epoch:58	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6574000120162964
Top-5 class_accuracy: 0.8681599497795105
test epoch:58	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6576200127601624
Top-5 class_accuracy: 0.8684599995613098
Epoch:59	 lr:0.01000	 duration:1305.566
 train_loss:1.66304	 train_loss_div:1.66304Train Top-1 class_accuracy: 0.6339777112007141
Train Top-5 class_accuracy: 0.8406797051429749
test epoch:59	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6551399827003479
Top-5 class_accuracy: 0.8673399686813354
test epoch:59	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6578399538993835
Top-5 class_accuracy: 0.8690399527549744
test epoch:59	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6583200097084045
Top-5 class_accuracy: 0.8695999979972839
test epoch:59	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6586799621582031
Top-5 class_accuracy: 0.8694199919700623
Epoch:60	 lr:0.00100	 duration:1198.687
 train_loss:1.47799	 train_loss_div:1.47799Train Top-1 class_accuracy: 0.6716495752334595
Train Top-5 class_accuracy: 0.863958477973938
test epoch:60	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6952399611473083
Top-5 class_accuracy: 0.8912000060081482
test epoch:60	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6975399851799011
Top-5 class_accuracy: 0.8928999900817871
test epoch:60	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6984800100326538
Top-5 class_accuracy: 0.8931799530982971
test epoch:60	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6983799934387207
Top-5 class_accuracy: 0.89301997423172
Epoch:61	 lr:0.00100	 duration:1237.375
 train_loss:1.42791	 train_loss_div:1.42791Train Top-1 class_accuracy: 0.681381344795227
Train Top-5 class_accuracy: 0.8696845173835754
test epoch:61	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6985799670219421
Top-5 class_accuracy: 0.8937199711799622
test epoch:61	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7013199925422668
Top-5 class_accuracy: 0.8953799605369568
test epoch:61	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7019199728965759
Top-5 class_accuracy: 0.8954799771308899
test epoch:61	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.702019989490509
Top-5 class_accuracy: 0.8952800035476685
Epoch:62	 lr:0.00100	 duration:1254.286
 train_loss:1.41406	 train_loss_div:1.41406Train Top-1 class_accuracy: 0.6847907304763794
Train Top-5 class_accuracy: 0.872085452079773
test epoch:62	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7019199728965759
Top-5 class_accuracy: 0.8936399817466736
test epoch:62	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7037599682807922
Top-5 class_accuracy: 0.8948599696159363
test epoch:62	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.704800009727478
Top-5 class_accuracy: 0.895799994468689
test epoch:62	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7046399712562561
Top-5 class_accuracy: 0.895799994468689
Epoch:63	 lr:0.00100	 duration:1188.515
 train_loss:1.39138	 train_loss_div:1.39138Train Top-1 class_accuracy: 0.6893303394317627
Train Top-5 class_accuracy: 0.8745956420898438
test epoch:63	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7022199630737305
Top-5 class_accuracy: 0.8944999575614929
test epoch:63	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7048599720001221
Top-5 class_accuracy: 0.8957799673080444
test epoch:63	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7054199576377869
Top-5 class_accuracy: 0.8963399529457092
test epoch:63	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7056599855422974
Top-5 class_accuracy: 0.8963599801063538
Epoch:64	 lr:0.00100	 duration:1192.761
 train_loss:1.38387	 train_loss_div:1.38387Train Top-1 class_accuracy: 0.6914721131324768
Train Top-5 class_accuracy: 0.8754167556762695
test epoch:64	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7028999924659729
Top-5 class_accuracy: 0.895359992980957
test epoch:64	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.704259991645813
Top-5 class_accuracy: 0.8967599868774414
test epoch:64	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7049799561500549
Top-5 class_accuracy: 0.897059977054596
test epoch:64	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7048199772834778
Top-5 class_accuracy: 0.8973599672317505
Epoch:65	 lr:0.00100	 duration:1210.892
 train_loss:1.38135	 train_loss_div:1.38135Train Top-1 class_accuracy: 0.6919186115264893
Train Top-5 class_accuracy: 0.8755791187286377
test epoch:65	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7028799653053284
Top-5 class_accuracy: 0.8948599696159363
test epoch:65	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7046599984169006
Top-5 class_accuracy: 0.8959999680519104
test epoch:65	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7052199840545654
Top-5 class_accuracy: 0.8966400027275085
test epoch:65	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7059599757194519
Top-5 class_accuracy: 0.8971199989318848
Epoch:66	 lr:0.00100	 duration:1173.643
 train_loss:1.37225	 train_loss_div:1.37225Train Top-1 class_accuracy: 0.6939792037010193
Train Top-5 class_accuracy: 0.8769435286521912
test epoch:66	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7052199840545654
Top-5 class_accuracy: 0.8962399959564209
test epoch:66	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7064399719238281
Top-5 class_accuracy: 0.8972799777984619
test epoch:66	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7072399854660034
Top-5 class_accuracy: 0.8976999521255493
test epoch:66	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7073799967765808
Top-5 class_accuracy: 0.8980599641799927
Epoch:67	 lr:0.00100	 duration:1157.270
 train_loss:1.36822	 train_loss_div:1.36822Train Top-1 class_accuracy: 0.6946598291397095
Train Top-5 class_accuracy: 0.8772151470184326
test epoch:67	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7058199644088745
Top-5 class_accuracy: 0.8966599702835083
test epoch:67	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7074199914932251
Top-5 class_accuracy: 0.8980399966239929
test epoch:67	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7077400088310242
Top-5 class_accuracy: 0.8983199596405029
test epoch:67	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7076999545097351
Top-5 class_accuracy: 0.8982799649238586
Epoch:68	 lr:0.00100	 duration:1177.673
 train_loss:1.36193	 train_loss_div:1.36193Train Top-1 class_accuracy: 0.6959804892539978
Train Top-5 class_accuracy: 0.8781954646110535
test epoch:68	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7059599757194519
Top-5 class_accuracy: 0.8966599702835083
test epoch:68	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.707859992980957
Top-5 class_accuracy: 0.8977599740028381
test epoch:68	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7088599801063538
Top-5 class_accuracy: 0.8988399505615234
test epoch:68	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7091799974441528
Top-5 class_accuracy: 0.8987199664115906
Epoch:69	 lr:0.00100	 duration:1132.101
 train_loss:1.36543	 train_loss_div:1.36543Train Top-1 class_accuracy: 0.6949470639228821
Train Top-5 class_accuracy: 0.8773337602615356
test epoch:69	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7064200043678284
Top-5 class_accuracy: 0.8961199522018433
test epoch:69	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7084999680519104
Top-5 class_accuracy: 0.8976399898529053
test epoch:69	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7092799544334412
Top-5 class_accuracy: 0.8980799913406372
test epoch:69	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7090199589729309
Top-5 class_accuracy: 0.8982999920845032
Epoch:70	 lr:0.00100	 duration:1128.315
 train_loss:1.35340	 train_loss_div:1.35340Train Top-1 class_accuracy: 0.6971419453620911
Train Top-5 class_accuracy: 0.8796972632408142
test epoch:70	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7069399952888489
Top-5 class_accuracy: 0.8973199725151062
test epoch:70	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7092999815940857
Top-5 class_accuracy: 0.8985799551010132
test epoch:70	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7100399732589722
Top-5 class_accuracy: 0.8986799716949463
test epoch:70	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7103599905967712
Top-5 class_accuracy: 0.8990599513053894
Epoch:71	 lr:0.00100	 duration:1131.594
 train_loss:1.34821	 train_loss_div:1.34821Train Top-1 class_accuracy: 0.698125422000885
Train Top-5 class_accuracy: 0.8802217841148376
test epoch:71	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7069399952888489
Top-5 class_accuracy: 0.897059977054596
test epoch:71	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7083799839019775
Top-5 class_accuracy: 0.8983199596405029
test epoch:71	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7093999981880188
Top-5 class_accuracy: 0.8988999724388123
test epoch:71	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7099399566650391
Top-5 class_accuracy: 0.8995599746704102
Epoch:72	 lr:0.00100	 duration:1159.026
 train_loss:1.34827	 train_loss_div:1.34827Train Top-1 class_accuracy: 0.6991245150566101
Train Top-5 class_accuracy: 0.879612922668457
test epoch:72	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7060999870300293
Top-5 class_accuracy: 0.8972199559211731
test epoch:72	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7076599597930908
Top-5 class_accuracy: 0.8985599875450134
test epoch:72	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7084999680519104
Top-5 class_accuracy: 0.8989399671554565
test epoch:72	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7091400027275085
Top-5 class_accuracy: 0.899679958820343
Epoch:73	 lr:0.00100	 duration:1136.164
 train_loss:1.34187	 train_loss_div:1.34187Train Top-1 class_accuracy: 0.7004171013832092
Train Top-5 class_accuracy: 0.8806713819503784
test epoch:73	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7062599658966064
Top-5 class_accuracy: 0.8972399830818176
test epoch:73	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.707859992980957
Top-5 class_accuracy: 0.8984400033950806
test epoch:73	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7084800004959106
Top-5 class_accuracy: 0.8988800048828125
test epoch:73	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7085999846458435
Top-5 class_accuracy: 0.8991999626159668
Epoch:74	 lr:0.00100	 duration:1140.260
 train_loss:1.33919	 train_loss_div:1.33919Train Top-1 class_accuracy: 0.7004483342170715
Train Top-5 class_accuracy: 0.8812739253044128
test epoch:74	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7071599960327148
Top-5 class_accuracy: 0.8973399996757507
test epoch:74	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7096799612045288
Top-5 class_accuracy: 0.8986600041389465
test epoch:74	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7104799747467041
Top-5 class_accuracy: 0.899899959564209
test epoch:74	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7105599641799927
Top-5 class_accuracy: 0.9004799723625183
Epoch:75	 lr:0.00100	 duration:1143.324
 train_loss:1.33360	 train_loss_div:1.33360Train Top-1 class_accuracy: 0.7015910148620605
Train Top-5 class_accuracy: 0.8824166655540466
test epoch:75	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7083799839019775
Top-5 class_accuracy: 0.8986199498176575
test epoch:75	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7093600034713745
Top-5 class_accuracy: 0.9000200033187866
test epoch:75	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7103999853134155
Top-5 class_accuracy: 0.9007399678230286
test epoch:75	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.710319995880127
Top-5 class_accuracy: 0.9010599851608276
Epoch:76	 lr:0.00100	 duration:1144.113
 train_loss:1.33437	 train_loss_div:1.33437Train Top-1 class_accuracy: 0.7012507319450378
Train Top-5 class_accuracy: 0.8812739253044128
test epoch:76	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7065399885177612
Top-5 class_accuracy: 0.8975799679756165
test epoch:76	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7095999717712402
Top-5 class_accuracy: 0.899399995803833
test epoch:76	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7104199528694153
Top-5 class_accuracy: 0.8999799489974976
test epoch:76	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7104199528694153
Top-5 class_accuracy: 0.899619996547699
Epoch:77	 lr:0.00100	 duration:1134.565
 train_loss:1.32950	 train_loss_div:1.32950Train Top-1 class_accuracy: 0.7029710412025452
Train Top-5 class_accuracy: 0.8822324275970459
test epoch:77	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7085999846458435
Top-5 class_accuracy: 0.8981199860572815
test epoch:77	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7102599740028381
Top-5 class_accuracy: 0.8991199731826782
test epoch:77	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7113999724388123
Top-5 class_accuracy: 0.8998000025749207
test epoch:77	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7112799882888794
Top-5 class_accuracy: 0.9003199934959412
Epoch:78	 lr:0.00100	 duration:1130.966
 train_loss:1.33098	 train_loss_div:1.33098Train Top-1 class_accuracy: 0.7022560238838196
Train Top-5 class_accuracy: 0.8823354840278625
test epoch:78	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7096799612045288
Top-5 class_accuracy: 0.898099958896637
test epoch:78	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7110199928283691
Top-5 class_accuracy: 0.8994199633598328
test epoch:78	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.712619960308075
Top-5 class_accuracy: 0.8998399972915649
test epoch:78	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7127599716186523
Top-5 class_accuracy: 0.9000599980354309
Epoch:79	 lr:0.00100	 duration:1142.643
 train_loss:1.32471	 train_loss_div:1.32471Train Top-1 class_accuracy: 0.7037109732627869
Train Top-5 class_accuracy: 0.8838528394699097
test epoch:79	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7091000080108643
Top-5 class_accuracy: 0.8982999920845032
test epoch:79	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7108599543571472
Top-5 class_accuracy: 0.899459958076477
test epoch:79	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7121599912643433
Top-5 class_accuracy: 0.9006199836730957
test epoch:79	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7124599814414978
Top-5 class_accuracy: 0.9007599949836731
Epoch:80	 lr:0.00100	 duration:1147.824
 train_loss:1.32108	 train_loss_div:1.32108Train Top-1 class_accuracy: 0.7046257257461548
Train Top-5 class_accuracy: 0.8833907246589661
test epoch:80	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7106999754905701
Top-5 class_accuracy: 0.8974399566650391
test epoch:80	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.712619960308075
Top-5 class_accuracy: 0.8990599513053894
test epoch:80	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.713699996471405
Top-5 class_accuracy: 0.8997199535369873
test epoch:80	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7140199542045593
Top-5 class_accuracy: 0.8997599482536316
Epoch:81	 lr:0.00100	 duration:1151.360
 train_loss:1.31945	 train_loss_div:1.31945Train Top-1 class_accuracy: 0.7053032517433167
Train Top-5 class_accuracy: 0.884361743927002
test epoch:81	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7083199620246887
Top-5 class_accuracy: 0.8981199860572815
test epoch:81	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7108199596405029
Top-5 class_accuracy: 0.8991400003433228
test epoch:81	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7114199995994568
Top-5 class_accuracy: 0.8994799852371216
test epoch:81	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7109000086784363
Top-5 class_accuracy: 0.8998199701309204
Epoch:82	 lr:0.00100	 duration:1127.799
 train_loss:1.31847	 train_loss_div:1.31847Train Top-1 class_accuracy: 0.7059714198112488
Train Top-5 class_accuracy: 0.8846364617347717
test epoch:82	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7082799673080444
Top-5 class_accuracy: 0.8978999853134155
test epoch:82	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7103599905967712
Top-5 class_accuracy: 0.899679958820343
test epoch:82	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7111600041389465
Top-5 class_accuracy: 0.9001799821853638
test epoch:82	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7113999724388123
Top-5 class_accuracy: 0.9003599882125854
Epoch:83	 lr:0.00100	 duration:1133.865
 train_loss:1.32260	 train_loss_div:1.32260Train Top-1 class_accuracy: 0.7049535512924194
Train Top-5 class_accuracy: 0.883855938911438
test epoch:83	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7088399529457092
Top-5 class_accuracy: 0.8981399536132812
test epoch:83	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7106399536132812
Top-5 class_accuracy: 0.8992399573326111
test epoch:83	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7110199928283691
Top-5 class_accuracy: 0.9002599716186523
test epoch:83	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7110999822616577
Top-5 class_accuracy: 0.9006199836730957
Epoch:84	 lr:0.00100	 duration:1141.468
 train_loss:1.31453	 train_loss_div:1.31453Train Top-1 class_accuracy: 0.7063023447990417
Train Top-5 class_accuracy: 0.8842430710792542
test epoch:84	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7085199952125549
Top-5 class_accuracy: 0.8978399634361267
test epoch:84	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7102000117301941
Top-5 class_accuracy: 0.8992799520492554
test epoch:84	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.711359977722168
Top-5 class_accuracy: 0.9000999927520752
test epoch:84	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7119999527931213
Top-5 class_accuracy: 0.8999999761581421
Epoch:85	 lr:0.00100	 duration:1149.619
 train_loss:1.31496	 train_loss_div:1.31496Train Top-1 class_accuracy: 0.7062243223190308
Train Top-5 class_accuracy: 0.8842212557792664
test epoch:85	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7074999809265137
Top-5 class_accuracy: 0.8981199860572815
test epoch:85	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7097199559211731
Top-5 class_accuracy: 0.8993399739265442
test epoch:85	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7104199528694153
Top-5 class_accuracy: 0.899679958820343
test epoch:85	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7111200094223022
Top-5 class_accuracy: 0.8998399972915649
Epoch:86	 lr:0.00100	 duration:1129.069
 train_loss:1.31198	 train_loss_div:1.31198Train Top-1 class_accuracy: 0.7071921825408936
Train Top-5 class_accuracy: 0.8843430280685425
test epoch:86	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7090199589729309
Top-5 class_accuracy: 0.8987399935722351
test epoch:86	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7123000025749207
Top-5 class_accuracy: 0.900439977645874
test epoch:86	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7129999995231628
Top-5 class_accuracy: 0.9005799889564514
test epoch:86	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7125200033187866
Top-5 class_accuracy: 0.9005399942398071
Epoch:87	 lr:0.00100	 duration:1132.811
 train_loss:1.30119	 train_loss_div:1.30119Train Top-1 class_accuracy: 0.7091372609138489
Train Top-5 class_accuracy: 0.8867813944816589
test epoch:87	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7078399658203125
Top-5 class_accuracy: 0.8984999656677246
test epoch:87	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7102599740028381
Top-5 class_accuracy: 0.8997799754142761
test epoch:87	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7114199995994568
Top-5 class_accuracy: 0.9004199504852295
test epoch:87	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7114799618721008
Top-5 class_accuracy: 0.9007399678230286
Epoch:88	 lr:0.00100	 duration:1140.931
 train_loss:1.30417	 train_loss_div:1.30417Train Top-1 class_accuracy: 0.7073451280593872
Train Top-5 class_accuracy: 0.8858572244644165
test epoch:88	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7088399529457092
Top-5 class_accuracy: 0.8992999792098999
test epoch:88	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7112999558448792
Top-5 class_accuracy: 0.9009999632835388
test epoch:88	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7114399671554565
Top-5 class_accuracy: 0.9018200039863586
test epoch:88	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.711679995059967
Top-5 class_accuracy: 0.9021999835968018
Epoch:89	 lr:0.00100	 duration:1159.969
 train_loss:1.30842	 train_loss_div:1.30842Train Top-1 class_accuracy: 0.7074044942855835
Train Top-5 class_accuracy: 0.8854826092720032
test epoch:89	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7082200050354004
Top-5 class_accuracy: 0.8985599875450134
test epoch:89	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7095999717712402
Top-5 class_accuracy: 0.8999799489974976
test epoch:89	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7107399702072144
Top-5 class_accuracy: 0.9007599949836731
test epoch:89	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.711139976978302
Top-5 class_accuracy: 0.9011399745941162
Epoch:90	 lr:0.00010	 duration:1124.524
 train_loss:1.27682	 train_loss_div:1.27682Train Top-1 class_accuracy: 0.7141077518463135
Train Top-5 class_accuracy: 0.8891167640686035
test epoch:90	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7131400108337402
Top-5 class_accuracy: 0.9001599550247192
test epoch:90	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.714739978313446
Top-5 class_accuracy: 0.9011600017547607
test epoch:90	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7161200046539307
Top-5 class_accuracy: 0.9018799662590027
test epoch:90	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7164199948310852
Top-5 class_accuracy: 0.9023999571800232
Epoch:91	 lr:0.00010	 duration:1143.715
 train_loss:1.27082	 train_loss_div:1.27082Train Top-1 class_accuracy: 0.7159279584884644
Train Top-5 class_accuracy: 0.8900690078735352
test epoch:91	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7124199867248535
Top-5 class_accuracy: 0.9002199769020081
test epoch:91	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7148399949073792
Top-5 class_accuracy: 0.9019399881362915
test epoch:91	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7155199646949768
Top-5 class_accuracy: 0.9020599722862244
test epoch:91	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7158799767494202
Top-5 class_accuracy: 0.9025799632072449
Epoch:92	 lr:0.00010	 duration:1142.832
 train_loss:1.26797	 train_loss_div:1.26797Train Top-1 class_accuracy: 0.7158061861991882
Train Top-5 class_accuracy: 0.8899441361427307
test epoch:92	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7136399745941162
Top-5 class_accuracy: 0.90065997838974
test epoch:92	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7152799963951111
Top-5 class_accuracy: 0.9012799859046936
test epoch:92	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7168999910354614
Top-5 class_accuracy: 0.9019399881362915
test epoch:92	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7169399857521057
Top-5 class_accuracy: 0.9018999934196472
Epoch:93	 lr:0.00010	 duration:1145.047
 train_loss:1.26949	 train_loss_div:1.26949Train Top-1 class_accuracy: 0.7162651419639587
Train Top-5 class_accuracy: 0.8895726203918457
test epoch:93	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7128999829292297
Top-5 class_accuracy: 0.9008599519729614
test epoch:93	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7159199714660645
Top-5 class_accuracy: 0.9022199511528015
test epoch:93	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7168399691581726
Top-5 class_accuracy: 0.9031199812889099
test epoch:93	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7176199555397034
Top-5 class_accuracy: 0.9029399752616882
Epoch:94	 lr:0.00010	 duration:1147.793
 train_loss:1.26449	 train_loss_div:1.26449Train Top-1 class_accuracy: 0.717026948928833
Train Top-5 class_accuracy: 0.8909026384353638
test epoch:94	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7136600017547607
Top-5 class_accuracy: 0.9009999632835388
test epoch:94	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.715499997138977
Top-5 class_accuracy: 0.9021799564361572
test epoch:94	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7170599699020386
Top-5 class_accuracy: 0.9024800062179565
test epoch:94	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7169199585914612
Top-5 class_accuracy: 0.9027000069618225
Epoch:95	 lr:0.00010	 duration:1358.015
 train_loss:1.26556	 train_loss_div:1.26556Train Top-1 class_accuracy: 0.7169426679611206
Train Top-5 class_accuracy: 0.8900752663612366
test epoch:95	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7137799859046936
Top-5 class_accuracy: 0.9012599587440491
test epoch:95	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7155799865722656
Top-5 class_accuracy: 0.9022600054740906
test epoch:95	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7168799638748169
Top-5 class_accuracy: 0.9030599594116211
test epoch:95	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7170199751853943
Top-5 class_accuracy: 0.903219997882843
Epoch:96	 lr:0.00010	 duration:1219.868
 train_loss:1.26106	 train_loss_div:1.26106Train Top-1 class_accuracy: 0.7183663249015808
Train Top-5 class_accuracy: 0.8908714056015015
test epoch:96	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7134999632835388
Top-5 class_accuracy: 0.9017199873924255
test epoch:96	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.715939998626709
Top-5 class_accuracy: 0.9023799896240234
test epoch:96	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7166999578475952
Top-5 class_accuracy: 0.9028599858283997
test epoch:96	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7174599766731262
Top-5 class_accuracy: 0.9033599495887756
Epoch:97	 lr:0.00010	 duration:1142.614
 train_loss:1.26225	 train_loss_div:1.26225Train Top-1 class_accuracy: 0.7185099720954895
Train Top-5 class_accuracy: 0.8905841708183289
test epoch:97	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7120400071144104
Top-5 class_accuracy: 0.9013999700546265
test epoch:97	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7152400016784668
Top-5 class_accuracy: 0.9025799632072449
test epoch:97	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7166799902915955
Top-5 class_accuracy: 0.9032399654388428
test epoch:97	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7172399759292603
Top-5 class_accuracy: 0.903439998626709
Epoch:98	 lr:0.00010	 duration:1146.588
 train_loss:1.25732	 train_loss_div:1.25732Train Top-1 class_accuracy: 0.7187503576278687
Train Top-5 class_accuracy: 0.8918954730033875
test epoch:98	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7136399745941162
Top-5 class_accuracy: 0.9009400010108948
test epoch:98	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7156400084495544
Top-5 class_accuracy: 0.902239978313446
test epoch:98	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7168399691581726
Top-5 class_accuracy: 0.902459979057312
test epoch:98	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.717799961566925
Top-5 class_accuracy: 0.9027599692344666
Epoch:99	 lr:0.00010	 duration:1153.164
 train_loss:1.25804	 train_loss_div:1.25804Train Top-1 class_accuracy: 0.7185443043708801
Train Top-5 class_accuracy: 0.8908277153968811
test epoch:99	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7139399647712708
Top-5 class_accuracy: 0.9013199806213379
test epoch:99	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7160800099372864
Top-5 class_accuracy: 0.9029600024223328
test epoch:99	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7168200016021729
Top-5 class_accuracy: 0.9033799767494202
test epoch:99	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7172600030899048
Top-5 class_accuracy: 0.9033199548721313
best_accuracy: 0.903439998626709 
