Epoch:0	 lr:0.10000	 duration:1447.977
 train_loss:7.39918	 train_loss_div:7.39918Train Top-1 class_accuracy: 0.1653210073709488
Train Top-5 class_accuracy: 0.34633708000183105
test epoch:0	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.28227999806404114
Top-5 class_accuracy: 0.530299961566925
test epoch:0	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2825999855995178
Top-5 class_accuracy: 0.5296199917793274
test epoch:0	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.28271999955177307
Top-5 class_accuracy: 0.5293799638748169
test epoch:0	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2828799784183502
Top-5 class_accuracy: 0.5293200016021729
Epoch:1	 lr:0.10000	 duration:1463.566
 train_loss:5.51160	 train_loss_div:5.51160Train Top-1 class_accuracy: 0.3309573531150818
Train Top-5 class_accuracy: 0.5745038986206055
test epoch:1	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3887999951839447
Top-5 class_accuracy: 0.6495199799537659
test epoch:1	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.38905999064445496
Top-5 class_accuracy: 0.6502400040626526
test epoch:1	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3896600008010864
Top-5 class_accuracy: 0.6504600048065186
test epoch:1	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3896400034427643
Top-5 class_accuracy: 0.6502599716186523
Epoch:2	 lr:0.10000	 duration:1512.517
 train_loss:4.93455	 train_loss_div:4.93455Train Top-1 class_accuracy: 0.39013150334358215
Train Top-5 class_accuracy: 0.6359977722167969
test epoch:2	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.43313997983932495
Top-5 class_accuracy: 0.6936399936676025
test epoch:2	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.43296000361442566
Top-5 class_accuracy: 0.6941399574279785
test epoch:2	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4327400028705597
Top-5 class_accuracy: 0.6939399838447571
test epoch:2	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.432699978351593
Top-5 class_accuracy: 0.6939799785614014
Epoch:3	 lr:0.10000	 duration:1485.065
 train_loss:4.64780	 train_loss_div:4.64780Train Top-1 class_accuracy: 0.41816839575767517
Train Top-5 class_accuracy: 0.6658080816268921
test epoch:3	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4541199803352356
Top-5 class_accuracy: 0.7138800024986267
test epoch:3	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4540799856185913
Top-5 class_accuracy: 0.7140199542045593
test epoch:3	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45399999618530273
Top-5 class_accuracy: 0.7138999700546265
test epoch:3	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.454039990901947
Top-5 class_accuracy: 0.713919997215271
Epoch:4	 lr:0.10000	 duration:1521.088
 train_loss:4.48232	 train_loss_div:4.48232Train Top-1 class_accuracy: 0.4350217878818512
Train Top-5 class_accuracy: 0.6810348033905029
test epoch:4	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4576599895954132
Top-5 class_accuracy: 0.7166799902915955
test epoch:4	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45802000164985657
Top-5 class_accuracy: 0.7165799736976624
test epoch:4	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45785999298095703
Top-5 class_accuracy: 0.7163999676704407
test epoch:4	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4578999876976013
Top-5 class_accuracy: 0.7163199782371521
Epoch:5	 lr:0.10000	 duration:1752.446
 train_loss:4.36935	 train_loss_div:4.36935Train Top-1 class_accuracy: 0.44782882928848267
Train Top-5 class_accuracy: 0.6917593479156494
test epoch:5	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4698599874973297
Top-5 class_accuracy: 0.7318999767303467
test epoch:5	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4702399969100952
Top-5 class_accuracy: 0.7321400046348572
test epoch:5	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47033998370170593
Top-5 class_accuracy: 0.7320599555969238
test epoch:5	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4703599810600281
Top-5 class_accuracy: 0.7320799827575684
Epoch:6	 lr:0.10000	 duration:1561.969
 train_loss:4.29025	 train_loss_div:4.29025Train Top-1 class_accuracy: 0.4553563594818115
Train Top-5 class_accuracy: 0.699667751789093
test epoch:6	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48281997442245483
Top-5 class_accuracy: 0.7413199543952942
test epoch:6	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4830999970436096
Top-5 class_accuracy: 0.7411199808120728
test epoch:6	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48306000232696533
Top-5 class_accuracy: 0.7412599921226501
test epoch:6	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4830999970436096
Top-5 class_accuracy: 0.7412999868392944
Epoch:7	 lr:0.10000	 duration:1658.270
 train_loss:4.22417	 train_loss_div:4.22417Train Top-1 class_accuracy: 0.4608638286590576
Train Top-5 class_accuracy: 0.7056623101234436
test epoch:7	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5029999613761902
Top-5 class_accuracy: 0.7601400017738342
test epoch:7	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5031599998474121
Top-5 class_accuracy: 0.7601799964904785
test epoch:7	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5032399892807007
Top-5 class_accuracy: 0.7601999640464783
test epoch:7	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5031399726867676
Top-5 class_accuracy: 0.7601799964904785
Epoch:8	 lr:0.10000	 duration:1522.590
 train_loss:4.18055	 train_loss_div:4.18055Train Top-1 class_accuracy: 0.46526604890823364
Train Top-5 class_accuracy: 0.7094088792800903
test epoch:8	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4916999936103821
Top-5 class_accuracy: 0.7437799572944641
test epoch:8	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49215999245643616
Top-5 class_accuracy: 0.7436400055885315
test epoch:8	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4919999837875366
Top-5 class_accuracy: 0.7437399625778198
test epoch:8	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49195998907089233
Top-5 class_accuracy: 0.7438600063323975
Epoch:9	 lr:0.10000	 duration:1648.124
 train_loss:4.15211	 train_loss_div:4.15211Train Top-1 class_accuracy: 0.4684756100177765
Train Top-5 class_accuracy: 0.7116256356239319
test epoch:9	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4998599886894226
Top-5 class_accuracy: 0.7573800086975098
test epoch:9	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5004199743270874
Top-5 class_accuracy: 0.757420003414154
test epoch:9	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4999399781227112
Top-5 class_accuracy: 0.757420003414154
test epoch:9	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5001000165939331
Top-5 class_accuracy: 0.757420003414154
Epoch:10	 lr:0.10000	 duration:1721.842
 train_loss:4.12193	 train_loss_div:4.12193Train Top-1 class_accuracy: 0.4724438786506653
Train Top-5 class_accuracy: 0.715297281742096
test epoch:10	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5087800025939941
Top-5 class_accuracy: 0.7618199586868286
test epoch:10	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5090000033378601
Top-5 class_accuracy: 0.7622799873352051
test epoch:10	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5089799761772156
Top-5 class_accuracy: 0.7623400092124939
test epoch:10	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5090799927711487
Top-5 class_accuracy: 0.7621399760246277
Epoch:11	 lr:0.10000	 duration:1472.577
 train_loss:4.08030	 train_loss_div:4.08030Train Top-1 class_accuracy: 0.4755972623825073
Train Top-5 class_accuracy: 0.7196432948112488
test epoch:11	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47793999314308167
Top-5 class_accuracy: 0.7379399538040161
test epoch:11	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47783997654914856
Top-5 class_accuracy: 0.7381199598312378
test epoch:11	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4778199791908264
Top-5 class_accuracy: 0.7381199598312378
test epoch:11	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47775998711586
Top-5 class_accuracy: 0.7381599545478821
Epoch:12	 lr:0.10000	 duration:1544.158
 train_loss:4.07501	 train_loss_div:4.07501Train Top-1 class_accuracy: 0.47645583748817444
Train Top-5 class_accuracy: 0.7194247245788574
test epoch:12	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5065000057220459
Top-5 class_accuracy: 0.7618399858474731
test epoch:12	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.506060004234314
Top-5 class_accuracy: 0.7615399956703186
test epoch:12	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5059399604797363
Top-5 class_accuracy: 0.7615999579429626
test epoch:12	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5057799816131592
Top-5 class_accuracy: 0.7614799737930298
Epoch:13	 lr:0.10000	 duration:1381.010
 train_loss:4.04960	 train_loss_div:4.04960Train Top-1 class_accuracy: 0.47871315479278564
Train Top-5 class_accuracy: 0.7218475341796875
test epoch:13	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5028200149536133
Top-5 class_accuracy: 0.7574599981307983
test epoch:13	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5027199983596802
Top-5 class_accuracy: 0.7572999596595764
test epoch:13	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5026999711990356
Top-5 class_accuracy: 0.757099986076355
test epoch:13	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5026800036430359
Top-5 class_accuracy: 0.7572000026702881
Epoch:14	 lr:0.10000	 duration:1495.514
 train_loss:4.03879	 train_loss_div:4.03879Train Top-1 class_accuracy: 0.47919395565986633
Train Top-5 class_accuracy: 0.7217632532119751
test epoch:14	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.51146000623703
Top-5 class_accuracy: 0.7662999629974365
test epoch:14	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5114399790763855
Top-5 class_accuracy: 0.7662599682807922
test epoch:14	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5108399987220764
Top-5 class_accuracy: 0.7662599682807922
test epoch:14	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5107200145721436
Top-5 class_accuracy: 0.7662799954414368
Epoch:15	 lr:0.10000	 duration:1483.548
 train_loss:4.02257	 train_loss_div:4.02257Train Top-1 class_accuracy: 0.4806363880634308
Train Top-5 class_accuracy: 0.724129855632782
test epoch:15	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49709999561309814
Top-5 class_accuracy: 0.7530199885368347
test epoch:15	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4971599876880646
Top-5 class_accuracy: 0.75382000207901
test epoch:15	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4972800016403198
Top-5 class_accuracy: 0.7539399862289429
test epoch:15	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49713999032974243
Top-5 class_accuracy: 0.75382000207901
Epoch:16	 lr:0.10000	 duration:1488.620
 train_loss:4.00660	 train_loss_div:4.00660Train Top-1 class_accuracy: 0.4821912348270416
Train Top-5 class_accuracy: 0.7249696850776672
test epoch:16	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5129600167274475
Top-5 class_accuracy: 0.7653200030326843
test epoch:16	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5132200121879578
Top-5 class_accuracy: 0.765779972076416
test epoch:16	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5131799578666687
Top-5 class_accuracy: 0.7657399773597717
test epoch:16	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5133999586105347
Top-5 class_accuracy: 0.7657600045204163
Epoch:17	 lr:0.10000	 duration:1489.986
 train_loss:3.99690	 train_loss_div:3.99690Train Top-1 class_accuracy: 0.48382410407066345
Train Top-5 class_accuracy: 0.7264714241027832
test epoch:17	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.512719988822937
Top-5 class_accuracy: 0.766319990158081
test epoch:17	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5127999782562256
Top-5 class_accuracy: 0.7664200067520142
test epoch:17	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5126599669456482
Top-5 class_accuracy: 0.7664999961853027
test epoch:17	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5128999948501587
Top-5 class_accuracy: 0.7664799690246582
Epoch:18	 lr:0.10000	 duration:1480.554
 train_loss:3.97892	 train_loss_div:3.97892Train Top-1 class_accuracy: 0.4855194389820099
Train Top-5 class_accuracy: 0.7282885313034058
test epoch:18	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5179600119590759
Top-5 class_accuracy: 0.7669000029563904
test epoch:18	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5180599689483643
Top-5 class_accuracy: 0.7665799856185913
test epoch:18	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5182999968528748
Top-5 class_accuracy: 0.7667999863624573
test epoch:18	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5184599757194519
Top-5 class_accuracy: 0.7668799757957458
Epoch:19	 lr:0.10000	 duration:1508.153
 train_loss:3.97277	 train_loss_div:3.97277Train Top-1 class_accuracy: 0.48644983768463135
Train Top-5 class_accuracy: 0.7282572984695435
test epoch:19	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4940999746322632
Top-5 class_accuracy: 0.7483599781990051
test epoch:19	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4934599995613098
Top-5 class_accuracy: 0.748199999332428
test epoch:19	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49337998032569885
Top-5 class_accuracy: 0.7480199933052063
test epoch:19	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4934599995613098
Top-5 class_accuracy: 0.7482999563217163
Epoch:20	 lr:0.10000	 duration:1432.991
 train_loss:3.96899	 train_loss_div:3.96899Train Top-1 class_accuracy: 0.4866340458393097
Train Top-5 class_accuracy: 0.7290628552436829
test epoch:20	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5157399773597717
Top-5 class_accuracy: 0.768779993057251
test epoch:20	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5161600112915039
Top-5 class_accuracy: 0.7684800028800964
test epoch:20	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5159000158309937
Top-5 class_accuracy: 0.768619954586029
test epoch:20	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5157999992370605
Top-5 class_accuracy: 0.7685799598693848
Epoch:21	 lr:0.10000	 duration:1485.671
 train_loss:3.95020	 train_loss_div:3.95020Train Top-1 class_accuracy: 0.4877798855304718
Train Top-5 class_accuracy: 0.7308018803596497
test epoch:21	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5250200033187866
Top-5 class_accuracy: 0.7771599888801575
test epoch:21	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.525119960308075
Top-5 class_accuracy: 0.777239978313446
test epoch:21	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5255399942398071
Top-5 class_accuracy: 0.7775200009346008
test epoch:21	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5254200100898743
Top-5 class_accuracy: 0.7775399684906006
Epoch:22	 lr:0.10000	 duration:1520.673
 train_loss:3.95053	 train_loss_div:3.95053Train Top-1 class_accuracy: 0.48676517605781555
Train Top-5 class_accuracy: 0.7307643890380859
test epoch:22	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5217399597167969
Top-5 class_accuracy: 0.7742599844932556
test epoch:22	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5217199921607971
Top-5 class_accuracy: 0.7744199633598328
test epoch:22	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5216400027275085
Top-5 class_accuracy: 0.7744799852371216
test epoch:22	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5215799808502197
Top-5 class_accuracy: 0.7744999527931213
Epoch:23	 lr:0.10000	 duration:1487.279
 train_loss:3.93829	 train_loss_div:3.93829Train Top-1 class_accuracy: 0.4893253445625305
Train Top-5 class_accuracy: 0.7323972582817078
test epoch:23	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5171599984169006
Top-5 class_accuracy: 0.7706199884414673
test epoch:23	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5174399614334106
Top-5 class_accuracy: 0.7714399695396423
test epoch:23	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5176399946212769
Top-5 class_accuracy: 0.7715399861335754
test epoch:23	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5175999999046326
Top-5 class_accuracy: 0.7713599801063538
Epoch:24	 lr:0.10000	 duration:1515.827
 train_loss:3.93863	 train_loss_div:3.93863Train Top-1 class_accuracy: 0.4897686839103699
Train Top-5 class_accuracy: 0.73058021068573
test epoch:24	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5166400074958801
Top-5 class_accuracy: 0.770799994468689
test epoch:24	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5171200037002563
Top-5 class_accuracy: 0.7715599536895752
test epoch:24	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5173199772834778
Top-5 class_accuracy: 0.771619975566864
test epoch:24	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5171599984169006
Top-5 class_accuracy: 0.7715599536895752
Epoch:25	 lr:0.10000	 duration:1486.649
 train_loss:3.93281	 train_loss_div:3.93281Train Top-1 class_accuracy: 0.49024951457977295
Train Top-5 class_accuracy: 0.7320944666862488
test epoch:25	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5071399807929993
Top-5 class_accuracy: 0.7639600038528442
test epoch:25	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5080199837684631
Top-5 class_accuracy: 0.7644799947738647
test epoch:25	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5078399777412415
Top-5 class_accuracy: 0.7645399570465088
test epoch:25	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5078799724578857
Top-5 class_accuracy: 0.7646600008010864
Epoch:26	 lr:0.10000	 duration:1501.450
 train_loss:3.91775	 train_loss_div:3.91775Train Top-1 class_accuracy: 0.4921196699142456
Train Top-5 class_accuracy: 0.7335774898529053
test epoch:26	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5006200075149536
Top-5 class_accuracy: 0.7568599581718445
test epoch:26	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5008800029754639
Top-5 class_accuracy: 0.7570599913597107
test epoch:26	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5008599758148193
Top-5 class_accuracy: 0.7569400072097778
test epoch:26	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5009599924087524
Top-5 class_accuracy: 0.7570599913597107
Epoch:27	 lr:0.10000	 duration:1489.652
 train_loss:3.91455	 train_loss_div:3.91455Train Top-1 class_accuracy: 0.4915982782840729
Train Top-5 class_accuracy: 0.733558714389801
test epoch:27	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.516319990158081
Top-5 class_accuracy: 0.7718200087547302
test epoch:27	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5161200165748596
Top-5 class_accuracy: 0.772059977054596
test epoch:27	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5162000060081482
Top-5 class_accuracy: 0.772059977054596
test epoch:27	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.516219973564148
Top-5 class_accuracy: 0.7722600102424622
Epoch:28	 lr:0.10000	 duration:1512.453
 train_loss:3.90916	 train_loss_div:3.90916Train Top-1 class_accuracy: 0.4928346574306488
Train Top-5 class_accuracy: 0.7353321313858032
test epoch:28	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5257599949836731
Top-5 class_accuracy: 0.7768799662590027
test epoch:28	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.525600016117096
Top-5 class_accuracy: 0.7773199677467346
test epoch:28	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5255599617958069
Top-5 class_accuracy: 0.777459979057312
test epoch:28	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5253599882125854
Top-5 class_accuracy: 0.7775200009346008
Epoch:29	 lr:0.10000	 duration:1463.347
 train_loss:3.91405	 train_loss_div:3.91405Train Top-1 class_accuracy: 0.491720050573349
Train Top-5 class_accuracy: 0.7335118651390076
test epoch:29	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5164799690246582
Top-5 class_accuracy: 0.7690999507904053
test epoch:29	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5164600014686584
Top-5 class_accuracy: 0.7692199945449829
test epoch:29	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5165599584579468
Top-5 class_accuracy: 0.7689799666404724
test epoch:29	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5166400074958801
Top-5 class_accuracy: 0.7689599990844727
Epoch:30	 lr:0.01000	 duration:1445.148
 train_loss:3.05484	 train_loss_div:3.05484Train Top-1 class_accuracy: 0.5850067734718323
Train Top-5 class_accuracy: 0.8016341328620911
test epoch:30	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6488199830055237
Top-5 class_accuracy: 0.8613999485969543
test epoch:30	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6490799784660339
Top-5 class_accuracy: 0.8617599606513977
test epoch:30	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6487799882888794
Top-5 class_accuracy: 0.861579954624176
test epoch:30	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6486999988555908
Top-5 class_accuracy: 0.8616399765014648
Epoch:31	 lr:0.01000	 duration:1533.449
 train_loss:2.85398	 train_loss_div:2.85398Train Top-1 class_accuracy: 0.6056442260742188
Train Top-5 class_accuracy: 0.8154590129852295
test epoch:31	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.657039999961853
Top-5 class_accuracy: 0.867579996585846
test epoch:31	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6574999690055847
Top-5 class_accuracy: 0.8677199482917786
test epoch:31	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6575199961662292
Top-5 class_accuracy: 0.8679800033569336
test epoch:31	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6575999855995178
Top-5 class_accuracy: 0.867859959602356
Epoch:32	 lr:0.01000	 duration:1530.651
 train_loss:2.77391	 train_loss_div:2.77391Train Top-1 class_accuracy: 0.6157193779945374
Train Top-5 class_accuracy: 0.8227148652076721
test epoch:32	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6579799652099609
Top-5 class_accuracy: 0.8695399761199951
test epoch:32	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6581400036811829
Top-5 class_accuracy: 0.8693400025367737
test epoch:32	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.658079981803894
Top-5 class_accuracy: 0.8693400025367737
test epoch:32	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6582799553871155
Top-5 class_accuracy: 0.8695799708366394
Epoch:33	 lr:0.01000	 duration:1499.410
 train_loss:2.72593	 train_loss_div:2.72593Train Top-1 class_accuracy: 0.6201341152191162
Train Top-5 class_accuracy: 0.826436460018158
test epoch:33	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6622200012207031
Top-5 class_accuracy: 0.8724600076675415
test epoch:33	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6621800065040588
Top-5 class_accuracy: 0.872439980506897
test epoch:33	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6619200110435486
Top-5 class_accuracy: 0.8723199963569641
test epoch:33	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6620399951934814
Top-5 class_accuracy: 0.8724199533462524
Epoch:34	 lr:0.01000	 duration:1470.428
 train_loss:2.68985	 train_loss_div:2.68985Train Top-1 class_accuracy: 0.6248579025268555
Train Top-5 class_accuracy: 0.8309573531150818
test epoch:34	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6651600003242493
Top-5 class_accuracy: 0.8747599720954895
test epoch:34	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6653599739074707
Top-5 class_accuracy: 0.8748799562454224
test epoch:34	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6654399633407593
Top-5 class_accuracy: 0.8747999668121338
test epoch:34	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6653800010681152
Top-5 class_accuracy: 0.8747999668121338
Epoch:35	 lr:0.01000	 duration:1494.885
 train_loss:2.67915	 train_loss_div:2.67915Train Top-1 class_accuracy: 0.6251670122146606
Train Top-5 class_accuracy: 0.83165043592453
test epoch:35	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.663599967956543
Top-5 class_accuracy: 0.8736000061035156
test epoch:35	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6636799573898315
Top-5 class_accuracy: 0.873420000076294
test epoch:35	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6634799838066101
Top-5 class_accuracy: 0.8732199668884277
test epoch:35	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6636599898338318
Top-5 class_accuracy: 0.8733199834823608
Epoch:36	 lr:0.01000	 duration:1491.083
 train_loss:2.66178	 train_loss_div:2.66178Train Top-1 class_accuracy: 0.628976047039032
Train Top-5 class_accuracy: 0.8322717547416687
test epoch:36	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6664199829101562
Top-5 class_accuracy: 0.8743399977684021
test epoch:36	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6664999723434448
Top-5 class_accuracy: 0.8743399977684021
test epoch:36	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6661399602890015
Top-5 class_accuracy: 0.8745399713516235
test epoch:36	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6658799648284912
Top-5 class_accuracy: 0.8744999766349792
Epoch:37	 lr:0.01000	 duration:1399.290
 train_loss:2.65979	 train_loss_div:2.65979Train Top-1 class_accuracy: 0.628535807132721
Train Top-5 class_accuracy: 0.8335237503051758
test epoch:37	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6636999845504761
Top-5 class_accuracy: 0.8718000054359436
test epoch:37	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6643399596214294
Top-5 class_accuracy: 0.8720200061798096
test epoch:37	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6642400026321411
Top-5 class_accuracy: 0.8721399903297424
test epoch:37	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6643999814987183
Top-5 class_accuracy: 0.8723799586296082
Epoch:38	 lr:0.01000	 duration:1464.066
 train_loss:2.64962	 train_loss_div:2.64962Train Top-1 class_accuracy: 0.6289635300636292
Train Top-5 class_accuracy: 0.8349911570549011
test epoch:38	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6644799709320068
Top-5 class_accuracy: 0.8741799592971802
test epoch:38	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6642999649047852
Top-5 class_accuracy: 0.8744199872016907
test epoch:38	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6642000079154968
Top-5 class_accuracy: 0.8745399713516235
test epoch:38	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6639599800109863
Top-5 class_accuracy: 0.8745200037956238
Epoch:39	 lr:0.01000	 duration:1503.694
 train_loss:2.65599	 train_loss_div:2.65599Train Top-1 class_accuracy: 0.6284390091896057
Train Top-5 class_accuracy: 0.8339483737945557
test epoch:39	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6656399965286255
Top-5 class_accuracy: 0.8747999668121338
test epoch:39	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6653599739074707
Top-5 class_accuracy: 0.8751399517059326
test epoch:39	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6653199791908264
Top-5 class_accuracy: 0.8748199939727783
test epoch:39	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6651999950408936
Top-5 class_accuracy: 0.8746599555015564
Epoch:40	 lr:0.01000	 duration:1138.054
 train_loss:2.65472	 train_loss_div:2.65472Train Top-1 class_accuracy: 0.6290790438652039
Train Top-5 class_accuracy: 0.8345946669578552
test epoch:40	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.666379988193512
Top-5 class_accuracy: 0.875499963760376
test epoch:40	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6664599776268005
Top-5 class_accuracy: 0.8757999539375305
test epoch:40	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6666600108146667
Top-5 class_accuracy: 0.8759799599647522
test epoch:40	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6666199564933777
Top-5 class_accuracy: 0.8759799599647522
Epoch:41	 lr:0.01000	 duration:1166.641
 train_loss:2.65243	 train_loss_div:2.65243Train Top-1 class_accuracy: 0.6294256448745728
Train Top-5 class_accuracy: 0.8341481685638428
test epoch:41	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6646400094032288
Top-5 class_accuracy: 0.8719799518585205
test epoch:41	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6643199920654297
Top-5 class_accuracy: 0.8723599910736084
test epoch:41	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6638599634170532
Top-5 class_accuracy: 0.8726599812507629
test epoch:41	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6637600064277649
Top-5 class_accuracy: 0.8727799654006958
Epoch:42	 lr:0.01000	 duration:1243.861
 train_loss:2.65321	 train_loss_div:2.65321Train Top-1 class_accuracy: 0.6302623748779297
Train Top-5 class_accuracy: 0.8354407548904419
test epoch:42	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6651999950408936
Top-5 class_accuracy: 0.8739399909973145
test epoch:42	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6658799648284912
Top-5 class_accuracy: 0.8746399879455566
test epoch:42	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6658200025558472
Top-5 class_accuracy: 0.8748199939727783
test epoch:42	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6657399535179138
Top-5 class_accuracy: 0.8746799826622009
Epoch:43	 lr:0.01000	 duration:1142.879
 train_loss:2.65879	 train_loss_div:2.65879Train Top-1 class_accuracy: 0.6294381022453308
Train Top-5 class_accuracy: 0.8345041275024414
test epoch:43	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6635599732398987
Top-5 class_accuracy: 0.873699963092804
test epoch:43	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6634199619293213
Top-5 class_accuracy: 0.8729400038719177
test epoch:43	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6630799770355225
Top-5 class_accuracy: 0.8728599548339844
test epoch:43	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.663100004196167
Top-5 class_accuracy: 0.8729199767112732
Epoch:44	 lr:0.01000	 duration:1146.158
 train_loss:2.65345	 train_loss_div:2.65345Train Top-1 class_accuracy: 0.630665123462677
Train Top-5 class_accuracy: 0.8350942134857178
test epoch:44	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6628999710083008
Top-5 class_accuracy: 0.871999979019165
test epoch:44	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6629199981689453
Top-5 class_accuracy: 0.8720600008964539
test epoch:44	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6622399687767029
Top-5 class_accuracy: 0.8723999857902527
test epoch:44	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6623199582099915
Top-5 class_accuracy: 0.8723199963569641
Epoch:45	 lr:0.01000	 duration:1160.224
 train_loss:2.65688	 train_loss_div:2.65688Train Top-1 class_accuracy: 0.6295785903930664
Train Top-5 class_accuracy: 0.8360339403152466
test epoch:45	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6632800102233887
Top-5 class_accuracy: 0.8739799857139587
test epoch:45	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6638399958610535
Top-5 class_accuracy: 0.8740999698638916
test epoch:45	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6637399792671204
Top-5 class_accuracy: 0.8739799857139587
test epoch:45	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6637600064277649
Top-5 class_accuracy: 0.8737199902534485
Epoch:46	 lr:0.01000	 duration:1147.432
 train_loss:2.66627	 train_loss_div:2.66627Train Top-1 class_accuracy: 0.628139317035675
Train Top-5 class_accuracy: 0.8345072269439697
test epoch:46	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.665619969367981
Top-5 class_accuracy: 0.8757799863815308
test epoch:46	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.66593998670578
Top-5 class_accuracy: 0.8756600022315979
test epoch:46	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6658799648284912
Top-5 class_accuracy: 0.8755599856376648
test epoch:46	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6658399701118469
Top-5 class_accuracy: 0.8753199577331543
Epoch:47	 lr:0.01000	 duration:1142.181
 train_loss:2.65916	 train_loss_div:2.65916Train Top-1 class_accuracy: 0.629135251045227
Train Top-5 class_accuracy: 0.8346789479255676
test epoch:47	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6633599996566772
Top-5 class_accuracy: 0.8737599849700928
test epoch:47	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6637600064277649
Top-5 class_accuracy: 0.8739999532699585
test epoch:47	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.663320004940033
Top-5 class_accuracy: 0.8739599585533142
test epoch:47	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.663159966468811
Top-5 class_accuracy: 0.8735599517822266
Epoch:48	 lr:0.01000	 duration:1197.230
 train_loss:2.66220	 train_loss_div:2.66220Train Top-1 class_accuracy: 0.6289697885513306
Train Top-5 class_accuracy: 0.8350223898887634
test epoch:48	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6589399576187134
Top-5 class_accuracy: 0.8708399534225464
test epoch:48	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6595799922943115
Top-5 class_accuracy: 0.8707199692726135
test epoch:48	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6590799689292908
Top-5 class_accuracy: 0.8707399964332581
test epoch:48	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6590799689292908
Top-5 class_accuracy: 0.8707399964332581
Epoch:49	 lr:0.01000	 duration:1161.538
 train_loss:2.65678	 train_loss_div:2.65678Train Top-1 class_accuracy: 0.6300219297409058
Train Top-5 class_accuracy: 0.8352846503257751
test epoch:49	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6598199605941772
Top-5 class_accuracy: 0.8716199994087219
test epoch:49	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6599199771881104
Top-5 class_accuracy: 0.8718199729919434
test epoch:49	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6602599620819092
Top-5 class_accuracy: 0.8718199729919434
test epoch:49	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6602199673652649
Top-5 class_accuracy: 0.8716599941253662
Epoch:50	 lr:0.01000	 duration:1153.167
 train_loss:2.66021	 train_loss_div:2.66021Train Top-1 class_accuracy: 0.6281705498695374
Train Top-5 class_accuracy: 0.8345853090286255
test epoch:50	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6636599898338318
Top-5 class_accuracy: 0.8731600046157837
test epoch:50	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6644999980926514
Top-5 class_accuracy: 0.874019980430603
test epoch:50	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6642999649047852
Top-5 class_accuracy: 0.8743599653244019
test epoch:50	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6642400026321411
Top-5 class_accuracy: 0.8742199540138245
Epoch:51	 lr:0.01000	 duration:1141.730
 train_loss:2.65454	 train_loss_div:2.65454Train Top-1 class_accuracy: 0.629759669303894
Train Top-5 class_accuracy: 0.8357186317443848
test epoch:51	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6622799634933472
Top-5 class_accuracy: 0.8688799738883972
test epoch:51	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6621999740600586
Top-5 class_accuracy: 0.8688399791717529
test epoch:51	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6622200012207031
Top-5 class_accuracy: 0.868939995765686
test epoch:51	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.661899983882904
Top-5 class_accuracy: 0.8690199851989746
Epoch:52	 lr:0.01000	 duration:1153.446
 train_loss:2.64334	 train_loss_div:2.64334Train Top-1 class_accuracy: 0.6312177181243896
Train Top-5 class_accuracy: 0.8363524079322815
test epoch:52	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.661359965801239
Top-5 class_accuracy: 0.8703199625015259
test epoch:52	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6620000004768372
Top-5 class_accuracy: 0.8708199858665466
test epoch:52	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.661799967288971
Top-5 class_accuracy: 0.8704400062561035
test epoch:52	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6617199778556824
Top-5 class_accuracy: 0.8702999949455261
Epoch:53	 lr:0.01000	 duration:1145.725
 train_loss:2.65017	 train_loss_div:2.65017Train Top-1 class_accuracy: 0.6306526064872742
Train Top-5 class_accuracy: 0.8359839916229248
test epoch:53	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6612199544906616
Top-5 class_accuracy: 0.8737399578094482
test epoch:53	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6617000102996826
Top-5 class_accuracy: 0.8739799857139587
test epoch:53	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6613999605178833
Top-5 class_accuracy: 0.8737599849700928
test epoch:53	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6611799597740173
Top-5 class_accuracy: 0.8735199570655823
Epoch:54	 lr:0.01000	 duration:1144.716
 train_loss:2.65060	 train_loss_div:2.65060Train Top-1 class_accuracy: 0.630399763584137
Train Top-5 class_accuracy: 0.8360495567321777
test epoch:54	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6588999629020691
Top-5 class_accuracy: 0.8704800009727478
test epoch:54	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6592199802398682
Top-5 class_accuracy: 0.8708399534225464
test epoch:54	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6589800119400024
Top-5 class_accuracy: 0.8710599541664124
test epoch:54	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6583399772644043
Top-5 class_accuracy: 0.8709999918937683
Epoch:55	 lr:0.01000	 duration:1163.815
 train_loss:2.64181	 train_loss_div:2.64181Train Top-1 class_accuracy: 0.6307993531227112
Train Top-5 class_accuracy: 0.8367957472801208
test epoch:55	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6596199870109558
Top-5 class_accuracy: 0.8708199858665466
test epoch:55	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6596599817276001
Top-5 class_accuracy: 0.8707799911499023
test epoch:55	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6600199937820435
Top-5 class_accuracy: 0.8707599639892578
test epoch:55	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6596599817276001
Top-5 class_accuracy: 0.8707799911499023
Epoch:56	 lr:0.01000	 duration:1188.717
 train_loss:2.64415	 train_loss_div:2.64415Train Top-1 class_accuracy: 0.6303372979164124
Train Top-5 class_accuracy: 0.8362462520599365
test epoch:56	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6619200110435486
Top-5 class_accuracy: 0.8717599511146545
test epoch:56	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6619799733161926
Top-5 class_accuracy: 0.8723399639129639
test epoch:56	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6613399982452393
Top-5 class_accuracy: 0.8720799684524536
test epoch:56	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6609599590301514
Top-5 class_accuracy: 0.8720200061798096
Epoch:57	 lr:0.01000	 duration:1308.867
 train_loss:2.63470	 train_loss_div:2.63470Train Top-1 class_accuracy: 0.6332034468650818
Train Top-5 class_accuracy: 0.8381039500236511
test epoch:57	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6623600125312805
Top-5 class_accuracy: 0.8740800023078918
test epoch:57	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6626799702644348
Top-5 class_accuracy: 0.8747400045394897
test epoch:57	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6626399755477905
Top-5 class_accuracy: 0.8747999668121338
test epoch:57	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6621999740600586
Top-5 class_accuracy: 0.8748399615287781
Epoch:58	 lr:0.01000	 duration:1403.600
 train_loss:2.62776	 train_loss_div:2.62776Train Top-1 class_accuracy: 0.6318640112876892
Train Top-5 class_accuracy: 0.8382132053375244
test epoch:58	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6667599678039551
Top-5 class_accuracy: 0.8734399676322937
test epoch:58	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6671199798583984
Top-5 class_accuracy: 0.8745200037956238
test epoch:58	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6672599911689758
Top-5 class_accuracy: 0.8747999668121338
test epoch:58	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6671599745750427
Top-5 class_accuracy: 0.8747599720954895
Epoch:59	 lr:0.01000	 duration:1442.308
 train_loss:2.63217	 train_loss_div:2.63217Train Top-1 class_accuracy: 0.6328506469726562
Train Top-5 class_accuracy: 0.837504506111145
test epoch:59	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6613199710845947
Top-5 class_accuracy: 0.8745599985122681
test epoch:59	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6616199612617493
Top-5 class_accuracy: 0.8746399879455566
test epoch:59	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6614399552345276
Top-5 class_accuracy: 0.8749799728393555
test epoch:59	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6609199643135071
Top-5 class_accuracy: 0.8751199841499329
Epoch:60	 lr:0.00100	 duration:1522.784
 train_loss:2.32337	 train_loss_div:2.32337Train Top-1 class_accuracy: 0.6683744788169861
Train Top-5 class_accuracy: 0.8585758805274963
test epoch:60	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6989799737930298
Top-5 class_accuracy: 0.8942399621009827
test epoch:60	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6996999979019165
Top-5 class_accuracy: 0.8946999907493591
test epoch:60	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6990999579429626
Top-5 class_accuracy: 0.8945800065994263
test epoch:60	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6987599730491638
Top-5 class_accuracy: 0.8942399621009827
Epoch:61	 lr:0.00100	 duration:1448.765
 train_loss:2.24894	 train_loss_div:2.24894Train Top-1 class_accuracy: 0.6768167614936829
Train Top-5 class_accuracy: 0.863334059715271
test epoch:61	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7033399939537048
Top-5 class_accuracy: 0.8950199484825134
test epoch:61	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7033199667930603
Top-5 class_accuracy: 0.895359992980957
test epoch:61	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7028399705886841
Top-5 class_accuracy: 0.8953199982643127
test epoch:61	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7023599743843079
Top-5 class_accuracy: 0.8954399824142456
Epoch:62	 lr:0.00100	 duration:1480.118
 train_loss:2.22162	 train_loss_div:2.22162Train Top-1 class_accuracy: 0.6802917122840881
Train Top-5 class_accuracy: 0.865753710269928
test epoch:62	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7033199667930603
Top-5 class_accuracy: 0.8965799808502197
test epoch:62	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.704039990901947
Top-5 class_accuracy: 0.8968799710273743
test epoch:62	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7050999999046326
Top-5 class_accuracy: 0.8966599702835083
test epoch:62	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7051799893379211
Top-5 class_accuracy: 0.8965599536895752
==========
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='dkd', encoder_type='conv', 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=True, 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://127.0.0.1:10750', 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')
==========
==========
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='dkd', encoder_type='conv', 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=True, 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://127.0.0.1:10061', 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')
==========
==========
Args:Namespace(data='/home/imagenet/images/', 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='dkd', encoder_type='conv', 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=True, 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://127.0.0.1:10081', 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/images/train', valdir='/home/imagenet/images/val')
==========
==========
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='dkd', encoder_type='conv', 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=True, 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://127.0.0.1:10927', 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:63	 lr:0.00100	 duration:1352.984
 train_loss:1.78471	 train_loss_div:1.78471Train Top-1 class_accuracy: 0.6848875284194946
Train Top-5 class_accuracy: 0.8693223595619202
test epoch:63	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.70524001121521
Top-5 class_accuracy: 0.8987399935722351
test epoch:63	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7058199644088745
Top-5 class_accuracy: 0.8994799852371216
test epoch:63	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7058199644088745
Top-5 class_accuracy: 0.8995599746704102
test epoch:63	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7059599757194519
Top-5 class_accuracy: 0.8989999890327454
Epoch:64	 lr:0.00100	 duration:1336.221
 train_loss:1.77142	 train_loss_div:1.77142Train Top-1 class_accuracy: 0.6856461763381958
Train Top-5 class_accuracy: 0.8693816661834717
test epoch:64	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7067999839782715
Top-5 class_accuracy: 0.8992199897766113
test epoch:64	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7074999809265137
Top-5 class_accuracy: 0.8995599746704102
test epoch:64	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7077800035476685
Top-5 class_accuracy: 0.8997399806976318
test epoch:64	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7073999643325806
Top-5 class_accuracy: 0.8996599912643433
Epoch:65	 lr:0.00100	 duration:1379.937
 train_loss:1.76244	 train_loss_div:1.76244Train Top-1 class_accuracy: 0.6862238049507141
Train Top-5 class_accuracy: 0.8696626424789429
test epoch:65	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7073000073432922
Top-5 class_accuracy: 0.9002799987792969
test epoch:65	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7082599997520447
Top-5 class_accuracy: 0.9008399844169617
test epoch:65	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7078799605369568
Top-5 class_accuracy: 0.9009799957275391
test epoch:65	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7074399590492249
Top-5 class_accuracy: 0.9010399580001831
Epoch:66	 lr:0.00100	 duration:1474.789
 train_loss:1.75236	 train_loss_div:1.75236Train Top-1 class_accuracy: 0.6879909634590149
Train Top-5 class_accuracy: 0.8705805540084839
test epoch:66	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7080399990081787
Top-5 class_accuracy: 0.899899959564209
test epoch:66	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7088399529457092
Top-5 class_accuracy: 0.9007399678230286
test epoch:66	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7093200087547302
Top-5 class_accuracy: 0.9005399942398071
test epoch:66	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7092999815940857
Top-5 class_accuracy: 0.9007399678230286
Epoch:67	 lr:0.00100	 duration:1306.585
 train_loss:1.74630	 train_loss_div:1.74630Train Top-1 class_accuracy: 0.6892460584640503
Train Top-5 class_accuracy: 0.8714516162872314
test epoch:67	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.708579957485199
Top-5 class_accuracy: 0.8995399475097656
test epoch:67	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7097199559211731
Top-5 class_accuracy: 0.9004799723625183
test epoch:67	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7102599740028381
Top-5 class_accuracy: 0.8998799920082092
test epoch:67	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7101399898529053
Top-5 class_accuracy: 0.8999999761581421
Epoch:68	 lr:0.00100	 duration:1244.505
 train_loss:1.73646	 train_loss_div:1.73646Train Top-1 class_accuracy: 0.6908133625984192
Train Top-5 class_accuracy: 0.8728878498077393
test epoch:68	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7113999724388123
Top-5 class_accuracy: 0.9015399813652039
test epoch:68	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7114999890327454
Top-5 class_accuracy: 0.9026199579238892
test epoch:68	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7118399739265442
Top-5 class_accuracy: 0.9028599858283997
test epoch:68	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7115600109100342
Top-5 class_accuracy: 0.9029399752616882
Epoch:69	 lr:0.00100	 duration:1365.296
 train_loss:1.73357	 train_loss_div:1.73357Train Top-1 class_accuracy: 0.6909008026123047
Train Top-5 class_accuracy: 0.8726068139076233
test epoch:69	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7100200057029724
Top-5 class_accuracy: 0.9011600017547607
test epoch:69	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7109400033950806
Top-5 class_accuracy: 0.9019999504089355
test epoch:69	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.710319995880127
Top-5 class_accuracy: 0.9024800062179565
test epoch:69	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.710099995136261
Top-5 class_accuracy: 0.9024800062179565
Epoch:70	 lr:0.00100	 duration:1311.004
 train_loss:1.72325	 train_loss_div:1.72325Train Top-1 class_accuracy: 0.6920403838157654
Train Top-5 class_accuracy: 0.8736371397972107
test epoch:70	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7105399966239929
Top-5 class_accuracy: 0.9013800024986267
test epoch:70	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7112199664115906
Top-5 class_accuracy: 0.9021599888801575
test epoch:70	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7113400101661682
Top-5 class_accuracy: 0.9020400047302246
test epoch:70	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7114599943161011
Top-5 class_accuracy: 0.9019399881362915
Epoch:71	 lr:0.00100	 duration:1421.821
 train_loss:1.71548	 train_loss_div:1.71548Train Top-1 class_accuracy: 0.6939355134963989
Train Top-5 class_accuracy: 0.8745238184928894
test epoch:71	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7109000086784363
Top-5 class_accuracy: 0.9008199572563171
test epoch:71	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7109599709510803
Top-5 class_accuracy: 0.9011799693107605
test epoch:71	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7109599709510803
Top-5 class_accuracy: 0.901479959487915
test epoch:71	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7113199830055237
Top-5 class_accuracy: 0.9015799760818481
Epoch:72	 lr:0.00100	 duration:1460.912
 train_loss:1.71752	 train_loss_div:1.71752Train Top-1 class_accuracy: 0.6931456327438354
Train Top-5 class_accuracy: 0.8739805817604065
test epoch:72	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7108399868011475
Top-5 class_accuracy: 0.9008599519729614
test epoch:72	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7114399671554565
Top-5 class_accuracy: 0.9015199542045593
test epoch:72	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7109599709510803
Top-5 class_accuracy: 0.9019599556922913
test epoch:72	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7106399536132812
Top-5 class_accuracy: 0.9019799828529358
Epoch:73	 lr:0.00100	 duration:1302.683
 train_loss:1.71005	 train_loss_div:1.71005Train Top-1 class_accuracy: 0.6953748464584351
Train Top-5 class_accuracy: 0.8743926882743835
test epoch:73	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7109400033950806
Top-5 class_accuracy: 0.9016599655151367
test epoch:73	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7124399542808533
Top-5 class_accuracy: 0.9024199843406677
test epoch:73	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.712619960308075
Top-5 class_accuracy: 0.9026399850845337
test epoch:73	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7124399542808533
Top-5 class_accuracy: 0.9024199843406677
Epoch:74	 lr:0.00100	 duration:1206.073
 train_loss:1.71486	 train_loss_div:1.71486Train Top-1 class_accuracy: 0.6945130825042725
Train Top-5 class_accuracy: 0.8743677139282227
test epoch:74	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7117599844932556
Top-5 class_accuracy: 0.9012999534606934
test epoch:74	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7127599716186523
Top-5 class_accuracy: 0.9019999504089355
test epoch:74	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7132200002670288
Top-5 class_accuracy: 0.9025200009346008
test epoch:74	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7130399942398071
Top-5 class_accuracy: 0.9024399518966675
Epoch:75	 lr:0.00100	 duration:1271.183
 train_loss:1.69859	 train_loss_div:1.69859Train Top-1 class_accuracy: 0.6966455578804016
Train Top-5 class_accuracy: 0.8760818243026733
test epoch:75	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7111799716949463
Top-5 class_accuracy: 0.9007399678230286
test epoch:75	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7121399641036987
Top-5 class_accuracy: 0.9020999670028687
test epoch:75	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7121399641036987
Top-5 class_accuracy: 0.9025399684906006
test epoch:75	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7124999761581421
Top-5 class_accuracy: 0.9020799994468689
Epoch:76	 lr:0.00100	 duration:1272.117
 train_loss:1.69982	 train_loss_div:1.69982Train Top-1 class_accuracy: 0.6963114738464355
Train Top-5 class_accuracy: 0.8747767210006714
test epoch:76	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7117999792098999
Top-5 class_accuracy: 0.9018999934196472
test epoch:76	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7131400108337402
Top-5 class_accuracy: 0.9019799828529358
test epoch:76	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7132799625396729
Top-5 class_accuracy: 0.9017799496650696
test epoch:76	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7134999632835388
Top-5 class_accuracy: 0.901919960975647
Epoch:77	 lr:0.00100	 duration:1323.623
 train_loss:1.69535	 train_loss_div:1.69535Train Top-1 class_accuracy: 0.6965268850326538
Train Top-5 class_accuracy: 0.8759225606918335
test epoch:77	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7134400010108948
Top-5 class_accuracy: 0.9021999835968018
test epoch:77	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7141000032424927
Top-5 class_accuracy: 0.9030799865722656
test epoch:77	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7140799760818481
Top-5 class_accuracy: 0.9024399518966675
test epoch:77	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7135199904441833
Top-5 class_accuracy: 0.9022600054740906
Epoch:78	 lr:0.00100	 duration:1194.011
 train_loss:1.69282	 train_loss_div:1.69282Train Top-1 class_accuracy: 0.6966267824172974
Train Top-5 class_accuracy: 0.8762534856796265
test epoch:78	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7134799957275391
Top-5 class_accuracy: 0.9022199511528015
test epoch:78	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7142399549484253
Top-5 class_accuracy: 0.9026399850845337
test epoch:78	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7143200039863586
Top-5 class_accuracy: 0.9029600024223328
test epoch:78	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7140799760818481
Top-5 class_accuracy: 0.9028199911117554
Epoch:79	 lr:0.00100	 duration:1221.148
 train_loss:1.68819	 train_loss_div:1.68819Train Top-1 class_accuracy: 0.698790431022644
Train Top-5 class_accuracy: 0.8769622445106506
test epoch:79	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7137399911880493
Top-5 class_accuracy: 0.9020799994468689
test epoch:79	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7145000100135803
Top-5 class_accuracy: 0.9028199911117554
test epoch:79	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7146599888801575
Top-5 class_accuracy: 0.9028399586677551
test epoch:79	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7146599888801575
Top-5 class_accuracy: 0.9028799533843994
Epoch:80	 lr:0.00100	 duration:1186.016
 train_loss:1.68479	 train_loss_div:1.68479Train Top-1 class_accuracy: 0.699402391910553
Train Top-5 class_accuracy: 0.8771620392799377
test epoch:80	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7143799662590027
Top-5 class_accuracy: 0.9019599556922913
test epoch:80	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7157799601554871
Top-5 class_accuracy: 0.9019799828529358
test epoch:80	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.715399980545044
Top-5 class_accuracy: 0.9023799896240234
test epoch:80	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7154600024223328
Top-5 class_accuracy: 0.9025999903678894
Epoch:81	 lr:0.00100	 duration:1231.131
 train_loss:1.68034	 train_loss_div:1.68034Train Top-1 class_accuracy: 0.7000486850738525
Train Top-5 class_accuracy: 0.8774586915969849
test epoch:81	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7138599753379822
Top-5 class_accuracy: 0.902459979057312
test epoch:81	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7144799828529358
Top-5 class_accuracy: 0.9030999541282654
test epoch:81	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.713919997215271
Top-5 class_accuracy: 0.9030799865722656
test epoch:81	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7135799527168274
Top-5 class_accuracy: 0.9030999541282654
Epoch:82	 lr:0.00100	 duration:1140.409
 train_loss:1.68288	 train_loss_div:1.68288Train Top-1 class_accuracy: 0.6985687613487244
Train Top-5 class_accuracy: 0.8778988718986511
test epoch:82	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7141199707984924
Top-5 class_accuracy: 0.9028599858283997
test epoch:82	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.714419960975647
Top-5 class_accuracy: 0.9034199714660645
test epoch:82	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7142999768257141
Top-5 class_accuracy: 0.9036999940872192
test epoch:82	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7144399881362915
Top-5 class_accuracy: 0.9035799503326416
Epoch:83	 lr:0.00100	 duration:1175.156
 train_loss:1.68159	 train_loss_div:1.68159Train Top-1 class_accuracy: 0.6995397806167603
Train Top-5 class_accuracy: 0.8772088885307312
test epoch:83	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.712619960308075
Top-5 class_accuracy: 0.9025200009346008
test epoch:83	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7132999897003174
Top-5 class_accuracy: 0.9031800031661987
test epoch:83	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7132999897003174
Top-5 class_accuracy: 0.9030599594116211
test epoch:83	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7134199738502502
Top-5 class_accuracy: 0.9029600024223328
Epoch:84	 lr:0.00100	 duration:1154.253
 train_loss:1.67129	 train_loss_div:1.67129Train Top-1 class_accuracy: 0.7019531726837158
Train Top-5 class_accuracy: 0.8792757391929626
test epoch:84	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7128399610519409
Top-5 class_accuracy: 0.9022600054740906
test epoch:84	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7144799828529358
Top-5 class_accuracy: 0.9028399586677551
test epoch:84	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7145599722862244
Top-5 class_accuracy: 0.9027999639511108
test epoch:84	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7146599888801575
Top-5 class_accuracy: 0.9027799963951111
Epoch:85	 lr:0.00100	 duration:1171.255
 train_loss:1.67059	 train_loss_div:1.67059Train Top-1 class_accuracy: 0.70113205909729
Train Top-5 class_accuracy: 0.8790572285652161
test epoch:85	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7139999866485596
Top-5 class_accuracy: 0.901479959487915
test epoch:85	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7153199911117554
Top-5 class_accuracy: 0.9019799828529358
test epoch:85	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7157999873161316
Top-5 class_accuracy: 0.9022799730300903
test epoch:85	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7155999541282654
Top-5 class_accuracy: 0.9024399518966675
Epoch:86	 lr:0.00100	 duration:1168.621
 train_loss:1.67314	 train_loss_div:1.67314Train Top-1 class_accuracy: 0.7008916735649109
Train Top-5 class_accuracy: 0.8782392144203186
test epoch:86	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.715179979801178
Top-5 class_accuracy: 0.9024800062179565
test epoch:86	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7156800031661987
Top-5 class_accuracy: 0.9028599858283997
test epoch:86	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7155199646949768
Top-5 class_accuracy: 0.9032399654388428
test epoch:86	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7153399586677551
Top-5 class_accuracy: 0.903439998626709
Epoch:87	 lr:0.00100	 duration:1149.997
 train_loss:1.66349	 train_loss_div:1.66349Train Top-1 class_accuracy: 0.7020718455314636
Train Top-5 class_accuracy: 0.8803091645240784
test epoch:87	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.713979959487915
Top-5 class_accuracy: 0.9033399820327759
test epoch:87	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7152999639511108
Top-5 class_accuracy: 0.9042399525642395
test epoch:87	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7157599925994873
Top-5 class_accuracy: 0.904259979724884
test epoch:87	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7155599594116211
Top-5 class_accuracy: 0.9041799902915955
Epoch:88	 lr:0.00100	 duration:1141.120
 train_loss:1.66332	 train_loss_div:1.66332Train Top-1 class_accuracy: 0.7032707333564758
Train Top-5 class_accuracy: 0.8793600797653198
test epoch:88	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7149400115013123
Top-5 class_accuracy: 0.9027199745178223
test epoch:88	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7156800031661987
Top-5 class_accuracy: 0.903219997882843
test epoch:88	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7165200114250183
Top-5 class_accuracy: 0.9038400053977966
test epoch:88	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7170000076293945
Top-5 class_accuracy: 0.9037399888038635
Epoch:89	 lr:0.00100	 duration:1163.683
 train_loss:1.66597	 train_loss_div:1.66597Train Top-1 class_accuracy: 0.7021717429161072
Train Top-5 class_accuracy: 0.8793850541114807
test epoch:89	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7155799865722656
Top-5 class_accuracy: 0.9029399752616882
test epoch:89	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7164999842643738
Top-5 class_accuracy: 0.903659999370575
test epoch:89	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7166599631309509
Top-5 class_accuracy: 0.9038599729537964
test epoch:89	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7164199948310852
Top-5 class_accuracy: 0.9041399955749512
Epoch:90	 lr:0.00010	 duration:1175.929
 train_loss:1.63487	 train_loss_div:1.63487Train Top-1 class_accuracy: 0.7063960433006287
Train Top-5 class_accuracy: 0.8823822736740112
test epoch:90	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7163199782371521
Top-5 class_accuracy: 0.9045999646186829
test epoch:90	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.717739999294281
Top-5 class_accuracy: 0.9052199721336365
test epoch:90	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7184000015258789
Top-5 class_accuracy: 0.9058199524879456
test epoch:90	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7181000113487244
Top-5 class_accuracy: 0.905239999294281
Epoch:91	 lr:0.00010	 duration:1179.751
 train_loss:1.62335	 train_loss_div:1.62335Train Top-1 class_accuracy: 0.7086033821105957
Train Top-5 class_accuracy: 0.882566511631012
test epoch:91	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.717799961566925
Top-5 class_accuracy: 0.9049399495124817
test epoch:91	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7183600068092346
Top-5 class_accuracy: 0.9057799577713013
test epoch:91	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7184199690818787
Top-5 class_accuracy: 0.9059199690818787
test epoch:91	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7185999751091003
Top-5 class_accuracy: 0.905739963054657
Epoch:92	 lr:0.00010	 duration:1164.877
 train_loss:1.62945	 train_loss_div:1.62945Train Top-1 class_accuracy: 0.707504391670227
Train Top-5 class_accuracy: 0.8828880786895752
test epoch:92	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7171199917793274
Top-5 class_accuracy: 0.9044199585914612
test epoch:92	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7185199856758118
Top-5 class_accuracy: 0.9048599600791931
test epoch:92	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7188000082969666
Top-5 class_accuracy: 0.9052000045776367
test epoch:92	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7189399600028992
Top-5 class_accuracy: 0.9050599932670593
Epoch:93	 lr:0.00010	 duration:1170.633
 train_loss:1.62502	 train_loss_div:1.62502Train Top-1 class_accuracy: 0.7092652916908264
Train Top-5 class_accuracy: 0.8826944828033447
test epoch:93	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7181999683380127
Top-5 class_accuracy: 0.9049199819564819
test epoch:93	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7188999652862549
Top-5 class_accuracy: 0.9053799510002136
test epoch:93	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7189599871635437
Top-5 class_accuracy: 0.9052799940109253
test epoch:93	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7190999984741211
Top-5 class_accuracy: 0.9052799940109253
Epoch:94	 lr:0.00010	 duration:1171.682
 train_loss:1.62575	 train_loss_div:1.62575Train Top-1 class_accuracy: 0.7075949311256409
Train Top-5 class_accuracy: 0.8826289176940918
test epoch:94	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7185999751091003
Top-5 class_accuracy: 0.904259979724884
test epoch:94	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7191999554634094
Top-5 class_accuracy: 0.9048799872398376
test epoch:94	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7195599675178528
Top-5 class_accuracy: 0.905239999294281
test epoch:94	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.719539999961853
Top-5 class_accuracy: 0.9053399562835693
Epoch:95	 lr:0.00010	 duration:1179.477
 train_loss:1.62171	 train_loss_div:1.62171Train Top-1 class_accuracy: 0.7088719010353088
Train Top-5 class_accuracy: 0.882966160774231
test epoch:95	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7183799743652344
Top-5 class_accuracy: 0.9049599766731262
test epoch:95	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7190999984741211
Top-5 class_accuracy: 0.9055999517440796
test epoch:95	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7192800045013428
Top-5 class_accuracy: 0.9057599902153015
test epoch:95	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7192800045013428
Top-5 class_accuracy: 0.9058799743652344
Epoch:96	 lr:0.00010	 duration:1167.389
 train_loss:1.62146	 train_loss_div:1.62146Train Top-1 class_accuracy: 0.7095868587493896
Train Top-5 class_accuracy: 0.8832970857620239
test epoch:96	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7192999720573425
Top-5 class_accuracy: 0.9053399562835693
test epoch:96	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7197399735450745
Top-5 class_accuracy: 0.9057199954986572
test epoch:96	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7200599908828735
Top-5 class_accuracy: 0.9060799479484558
test epoch:96	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7199599742889404
Top-5 class_accuracy: 0.9060799479484558
Epoch:97	 lr:0.00010	 duration:1156.101
 train_loss:1.62149	 train_loss_div:1.62149Train Top-1 class_accuracy: 0.7094151377677917
Train Top-5 class_accuracy: 0.8829193115234375
test epoch:97	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7190600037574768
Top-5 class_accuracy: 0.9055399894714355
test epoch:97	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.719819962978363
Top-5 class_accuracy: 0.9066199660301208
test epoch:97	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7199599742889404
Top-5 class_accuracy: 0.9063199758529663
test epoch:97	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7197399735450745
Top-5 class_accuracy: 0.9061200022697449
Epoch:98	 lr:0.00010	 duration:1171.684
 train_loss:1.62059	 train_loss_div:1.62059Train Top-1 class_accuracy: 0.7090654373168945
Train Top-5 class_accuracy: 0.8830129504203796
test epoch:98	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7175599932670593
Top-5 class_accuracy: 0.9043599963188171
test epoch:98	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7180799841880798
Top-5 class_accuracy: 0.9048199653625488
test epoch:98	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7183600068092346
Top-5 class_accuracy: 0.9049999713897705
test epoch:98	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7189599871635437
Top-5 class_accuracy: 0.9049599766731262
Epoch:99	 lr:0.00010	 duration:1156.146
 train_loss:1.62031	 train_loss_div:1.62031Train Top-1 class_accuracy: 0.7086939215660095
Train Top-5 class_accuracy: 0.8824072480201721
test epoch:99	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7178399562835693
Top-5 class_accuracy: 0.9049800038337708
test epoch:99	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7193399667739868
Top-5 class_accuracy: 0.9058199524879456
test epoch:99	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7193199992179871
Top-5 class_accuracy: 0.9058199524879456
test epoch:99	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7191199660301208
Top-5 class_accuracy: 0.9057999849319458
best_accuracy: 0.9066199660301208 
