Epoch:0	 lr:0.10000	 duration:1240.059
 train_loss:7.70673	 train_loss_div:7.70673Train Top-1 class_accuracy: 0.1749715805053711
Train Top-5 class_accuracy: 0.3616793155670166
test epoch:0	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2980400025844574
Top-5 class_accuracy: 0.552899956703186
test epoch:0	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3016200065612793
Top-5 class_accuracy: 0.5574399828910828
test epoch:0	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3014200031757355
Top-5 class_accuracy: 0.5580999851226807
test epoch:0	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2998400032520294
Top-5 class_accuracy: 0.5576399564743042
Epoch:1	 lr:0.10000	 duration:1200.782
 train_loss:5.20428	 train_loss_div:5.20428Train Top-1 class_accuracy: 0.34011462330818176
Train Top-5 class_accuracy: 0.5874264240264893
test epoch:1	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.38843998312950134
Top-5 class_accuracy: 0.6519799828529358
test epoch:1	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.39329999685287476
Top-5 class_accuracy: 0.6575799584388733
test epoch:1	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.39389997720718384
Top-5 class_accuracy: 0.6584799885749817
test epoch:1	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.39287999272346497
Top-5 class_accuracy: 0.657539963722229
Epoch:2	 lr:0.10000	 duration:1213.620
 train_loss:4.51229	 train_loss_div:4.51229Train Top-1 class_accuracy: 0.39932623505592346
Train Top-5 class_accuracy: 0.6491607427597046
test epoch:2	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.417279988527298
Top-5 class_accuracy: 0.6871799826622009
test epoch:2	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.42319998145103455
Top-5 class_accuracy: 0.690339982509613
test epoch:2	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4236599802970886
Top-5 class_accuracy: 0.6914599537849426
test epoch:2	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.42305999994277954
Top-5 class_accuracy: 0.6911999583244324
Epoch:3	 lr:0.10000	 duration:1212.217
 train_loss:4.18155	 train_loss_div:4.18155Train Top-1 class_accuracy: 0.4270634055137634
Train Top-5 class_accuracy: 0.6766731142997742
test epoch:3	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45051997900009155
Top-5 class_accuracy: 0.7127599716186523
test epoch:3	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4559599757194519
Top-5 class_accuracy: 0.7175999879837036
test epoch:3	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45701998472213745
Top-5 class_accuracy: 0.7183199524879456
test epoch:3	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4563399851322174
Top-5 class_accuracy: 0.7180399894714355
Epoch:4	 lr:0.10000	 duration:1240.127
 train_loss:3.97551	 train_loss_div:3.97551Train Top-1 class_accuracy: 0.4467204809188843
Train Top-5 class_accuracy: 0.694016695022583
test epoch:4	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44025999307632446
Top-5 class_accuracy: 0.7006199955940247
test epoch:4	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44703999161720276
Top-5 class_accuracy: 0.7067999839782715
test epoch:4	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4458799958229065
Top-5 class_accuracy: 0.7066799998283386
test epoch:4	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4442799985408783
Top-5 class_accuracy: 0.7057200074195862
Epoch:5	 lr:0.10000	 duration:1222.142
 train_loss:3.84461	 train_loss_div:3.84461Train Top-1 class_accuracy: 0.4575980603694916
Train Top-5 class_accuracy: 0.7049161195755005
test epoch:5	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49317997694015503
Top-5 class_accuracy: 0.7478199601173401
test epoch:5	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4984399974346161
Top-5 class_accuracy: 0.7534399628639221
test epoch:5	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5003199577331543
Top-5 class_accuracy: 0.7547999620437622
test epoch:5	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49932000041007996
Top-5 class_accuracy: 0.7543799877166748
Epoch:6	 lr:0.10000	 duration:1212.203
 train_loss:3.75398	 train_loss_div:3.75398Train Top-1 class_accuracy: 0.4666460454463959
Train Top-5 class_accuracy: 0.7120627164840698
test epoch:6	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.499239981174469
Top-5 class_accuracy: 0.7558599710464478
test epoch:6	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5051800012588501
Top-5 class_accuracy: 0.7605599761009216
test epoch:6	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5051800012588501
Top-5 class_accuracy: 0.7623800039291382
test epoch:6	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5039600133895874
Top-5 class_accuracy: 0.7616599798202515
Epoch:7	 lr:0.10000	 duration:1211.776
 train_loss:3.67229	 train_loss_div:3.67229Train Top-1 class_accuracy: 0.47360220551490784
Train Top-5 class_accuracy: 0.7194029092788696
test epoch:7	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49449998140335083
Top-5 class_accuracy: 0.7551800012588501
test epoch:7	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4989199936389923
Top-5 class_accuracy: 0.7591999769210815
test epoch:7	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5016999840736389
Top-5 class_accuracy: 0.7613399624824524
test epoch:7	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5011999607086182
Top-5 class_accuracy: 0.760919988155365
Epoch:8	 lr:0.10000	 duration:1214.931
 train_loss:3.62923	 train_loss_div:3.62923Train Top-1 class_accuracy: 0.47857579588890076
Train Top-5 class_accuracy: 0.7223252058029175
test epoch:8	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4709799885749817
Top-5 class_accuracy: 0.7303400039672852
test epoch:8	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47699999809265137
Top-5 class_accuracy: 0.7344399690628052
test epoch:8	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47727999091148376
Top-5 class_accuracy: 0.7355599999427795
test epoch:8	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4759799838066101
Top-5 class_accuracy: 0.7346599698066711
Epoch:9	 lr:0.10000	 duration:1238.914
 train_loss:3.59155	 train_loss_div:3.59155Train Top-1 class_accuracy: 0.4813576340675354
Train Top-5 class_accuracy: 0.7255972623825073
test epoch:9	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49775999784469604
Top-5 class_accuracy: 0.7567799687385559
test epoch:9	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5039799809455872
Top-5 class_accuracy: 0.7604999542236328
test epoch:9	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5067799687385559
Top-5 class_accuracy: 0.7621399760246277
test epoch:9	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5055800080299377
Top-5 class_accuracy: 0.7612999677658081
Epoch:10	 lr:0.10000	 duration:1256.167
 train_loss:3.54885	 train_loss_div:3.54885Train Top-1 class_accuracy: 0.4857442378997803
Train Top-5 class_accuracy: 0.7289504408836365
test epoch:10	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49729999899864197
Top-5 class_accuracy: 0.7505199909210205
test epoch:10	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5013999938964844
Top-5 class_accuracy: 0.7542600035667419
test epoch:10	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5033800005912781
Top-5 class_accuracy: 0.7561399936676025
test epoch:10	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5029199719429016
Top-5 class_accuracy: 0.7554799914360046
Epoch:11	 lr:0.10000	 duration:1207.087
 train_loss:3.50903	 train_loss_div:3.50903Train Top-1 class_accuracy: 0.48989981412887573
Train Top-5 class_accuracy: 0.7330061197280884
test epoch:11	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5005999803543091
Top-5 class_accuracy: 0.7575599551200867
test epoch:11	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5040000081062317
Top-5 class_accuracy: 0.7618599534034729
test epoch:11	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5051999688148499
Top-5 class_accuracy: 0.7644999623298645
test epoch:11	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5044599771499634
Top-5 class_accuracy: 0.7638799548149109
Epoch:12	 lr:0.10000	 duration:1224.070
 train_loss:3.49628	 train_loss_div:3.49628Train Top-1 class_accuracy: 0.49050551652908325
Train Top-5 class_accuracy: 0.7330217361450195
test epoch:12	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5229399800300598
Top-5 class_accuracy: 0.7776399850845337
test epoch:12	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5287600159645081
Top-5 class_accuracy: 0.77947998046875
test epoch:12	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5294600129127502
Top-5 class_accuracy: 0.7814799547195435
test epoch:12	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5289199948310852
Top-5 class_accuracy: 0.7820199728012085
Epoch:13	 lr:0.10000	 duration:1205.550
 train_loss:3.46938	 train_loss_div:3.46938Train Top-1 class_accuracy: 0.4936026930809021
Train Top-5 class_accuracy: 0.7358378767967224
test epoch:13	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5219199657440186
Top-5 class_accuracy: 0.7758599519729614
test epoch:13	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5277000069618225
Top-5 class_accuracy: 0.7808600068092346
test epoch:13	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5289199948310852
Top-5 class_accuracy: 0.7824400067329407
test epoch:13	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5291000008583069
Top-5 class_accuracy: 0.7822799682617188
Epoch:14	 lr:0.10000	 duration:1238.211
 train_loss:3.44696	 train_loss_div:3.44696Train Top-1 class_accuracy: 0.49509507417678833
Train Top-5 class_accuracy: 0.7371273636817932
test epoch:14	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5166599750518799
Top-5 class_accuracy: 0.7690399885177612
test epoch:14	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5211399793624878
Top-5 class_accuracy: 0.7717199921607971
test epoch:14	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.522599995136261
Top-5 class_accuracy: 0.7742399573326111
test epoch:14	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5215799808502197
Top-5 class_accuracy: 0.7739599943161011
Epoch:15	 lr:0.10000	 duration:1253.182
 train_loss:3.43754	 train_loss_div:3.43754Train Top-1 class_accuracy: 0.4956008791923523
Train Top-5 class_accuracy: 0.7382513284683228
test epoch:15	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5199599862098694
Top-5 class_accuracy: 0.771619975566864
test epoch:15	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5254600048065186
Top-5 class_accuracy: 0.7753999829292297
test epoch:15	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5271199941635132
Top-5 class_accuracy: 0.7771599888801575
test epoch:15	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5270000100135803
Top-5 class_accuracy: 0.7766599655151367
Epoch:16	 lr:0.10000	 duration:1206.228
 train_loss:3.42453	 train_loss_div:3.42453Train Top-1 class_accuracy: 0.49715256690979004
Train Top-5 class_accuracy: 0.7389288544654846
test epoch:16	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5207200050354004
Top-5 class_accuracy: 0.7736600041389465
test epoch:16	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5229600071907043
Top-5 class_accuracy: 0.7733599543571472
test epoch:16	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5277999639511108
Top-5 class_accuracy: 0.7769399881362915
test epoch:16	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5281800031661987
Top-5 class_accuracy: 0.7767199873924255
Epoch:17	 lr:0.10000	 duration:1237.336
 train_loss:3.41377	 train_loss_div:3.41377Train Top-1 class_accuracy: 0.49752098321914673
Train Top-5 class_accuracy: 0.7400434613227844
test epoch:17	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5136799812316895
Top-5 class_accuracy: 0.7698000073432922
test epoch:17	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5171399712562561
Top-5 class_accuracy: 0.7730399966239929
test epoch:17	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5194599628448486
Top-5 class_accuracy: 0.7753999829292297
test epoch:17	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.51801997423172
Top-5 class_accuracy: 0.7746599912643433
Epoch:18	 lr:0.10000	 duration:1225.622
 train_loss:3.38625	 train_loss_div:3.38625Train Top-1 class_accuracy: 0.5018545389175415
Train Top-5 class_accuracy: 0.7438586950302124
test epoch:18	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5262199640274048
Top-5 class_accuracy: 0.7778599858283997
test epoch:18	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.532480001449585
Top-5 class_accuracy: 0.7835800051689148
test epoch:18	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5339999794960022
Top-5 class_accuracy: 0.7860599756240845
test epoch:18	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5338799953460693
Top-5 class_accuracy: 0.785539984703064
Epoch:19	 lr:0.10000	 duration:1249.148
 train_loss:3.38009	 train_loss_div:3.38009Train Top-1 class_accuracy: 0.5017108917236328
Train Top-5 class_accuracy: 0.743121862411499
test epoch:19	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5211799740791321
Top-5 class_accuracy: 0.7717999815940857
test epoch:19	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5283200144767761
Top-5 class_accuracy: 0.7768200039863586
test epoch:19	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5310199856758118
Top-5 class_accuracy: 0.7785599827766418
test epoch:19	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5303400158882141
Top-5 class_accuracy: 0.778219997882843
Epoch:20	 lr:0.10000	 duration:1253.357
 train_loss:3.36810	 train_loss_div:3.36810Train Top-1 class_accuracy: 0.5026038289070129
Train Top-5 class_accuracy: 0.7443488836288452
test epoch:20	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5249599814414978
Top-5 class_accuracy: 0.7756399512290955
test epoch:20	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5275599956512451
Top-5 class_accuracy: 0.7771799564361572
test epoch:20	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5303199887275696
Top-5 class_accuracy: 0.7799800038337708
test epoch:20	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5297399759292603
Top-5 class_accuracy: 0.7797799706459045
Epoch:21	 lr:0.10000	 duration:1170.043
 train_loss:3.36349	 train_loss_div:3.36349Train Top-1 class_accuracy: 0.5033656358718872
Train Top-5 class_accuracy: 0.7442989349365234
test epoch:21	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5280799865722656
Top-5 class_accuracy: 0.7812199592590332
test epoch:21	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5317800045013428
Top-5 class_accuracy: 0.7838000059127808
test epoch:21	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5341799855232239
Top-5 class_accuracy: 0.786899983882904
test epoch:21	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5333600044250488
Top-5 class_accuracy: 0.7870999574661255
Epoch:22	 lr:0.10000	 duration:1210.497
 train_loss:3.35683	 train_loss_div:3.35683Train Top-1 class_accuracy: 0.503602921962738
Train Top-5 class_accuracy: 0.7445768117904663
test epoch:22	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5221999883651733
Top-5 class_accuracy: 0.7747600078582764
test epoch:22	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5270199775695801
Top-5 class_accuracy: 0.7799199819564819
test epoch:22	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5281199812889099
Top-5 class_accuracy: 0.7822799682617188
test epoch:22	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5272200107574463
Top-5 class_accuracy: 0.7821999788284302
Epoch:23	 lr:0.10000	 duration:1226.978
 train_loss:3.34005	 train_loss_div:3.34005Train Top-1 class_accuracy: 0.5059008598327637
Train Top-5 class_accuracy: 0.7474148273468018
test epoch:23	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5372999906539917
Top-5 class_accuracy: 0.7872399687767029
test epoch:23	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5415799617767334
Top-5 class_accuracy: 0.7917199730873108
test epoch:23	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5418800115585327
Top-5 class_accuracy: 0.7920399904251099
test epoch:23	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5409199595451355
Top-5 class_accuracy: 0.7924000024795532
Epoch:24	 lr:0.10000	 duration:1240.166
 train_loss:3.32934	 train_loss_div:3.32934Train Top-1 class_accuracy: 0.5075868368148804
Train Top-5 class_accuracy: 0.7473430037498474
test epoch:24	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5355799794197083
Top-5 class_accuracy: 0.7876399755477905
test epoch:24	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5416600108146667
Top-5 class_accuracy: 0.7914599776268005
test epoch:24	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.542140007019043
Top-5 class_accuracy: 0.7929799556732178
test epoch:24	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5411199927330017
Top-5 class_accuracy: 0.7930999994277954
Epoch:25	 lr:0.10000	 duration:1176.388
 train_loss:3.33816	 train_loss_div:3.33816Train Top-1 class_accuracy: 0.5047956109046936
Train Top-5 class_accuracy: 0.7464750409126282
test epoch:25	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.532480001449585
Top-5 class_accuracy: 0.7841799855232239
test epoch:25	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.536139965057373
Top-5 class_accuracy: 0.7883599996566772
test epoch:25	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5385400056838989
Top-5 class_accuracy: 0.7907399535179138
test epoch:25	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5384399890899658
Top-5 class_accuracy: 0.7902799844741821
Epoch:26	 lr:0.10000	 duration:1213.822
 train_loss:3.31978	 train_loss_div:3.31978Train Top-1 class_accuracy: 0.5091447830200195
Train Top-5 class_accuracy: 0.7482078671455383
test epoch:26	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5212599635124207
Top-5 class_accuracy: 0.7770000100135803
test epoch:26	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5243799686431885
Top-5 class_accuracy: 0.7793399691581726
test epoch:26	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5265600085258484
Top-5 class_accuracy: 0.780959963798523
test epoch:26	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.525600016117096
Top-5 class_accuracy: 0.7805599570274353
Epoch:27	 lr:0.10000	 duration:1220.879
 train_loss:3.32049	 train_loss_div:3.32049Train Top-1 class_accuracy: 0.5068000555038452
Train Top-5 class_accuracy: 0.7476677298545837
test epoch:27	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5238400101661682
Top-5 class_accuracy: 0.7780599594116211
test epoch:27	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.525160014629364
Top-5 class_accuracy: 0.7802000045776367
test epoch:27	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5288800001144409
Top-5 class_accuracy: 0.7823599576950073
test epoch:27	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5280599594116211
Top-5 class_accuracy: 0.7822999954223633
Epoch:28	 lr:0.10000	 duration:1237.775
 train_loss:3.30718	 train_loss_div:3.30718Train Top-1 class_accuracy: 0.508791983127594
Train Top-5 class_accuracy: 0.7489041090011597
test epoch:28	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.530739963054657
Top-5 class_accuracy: 0.7816599607467651
test epoch:28	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5367400050163269
Top-5 class_accuracy: 0.7871399521827698
test epoch:28	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5376999974250793
Top-5 class_accuracy: 0.7872599959373474
test epoch:28	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5371400117874146
Top-5 class_accuracy: 0.7864800095558167
Epoch:29	 lr:0.10000	 duration:1168.056
 train_loss:3.31233	 train_loss_div:3.31233Train Top-1 class_accuracy: 0.5076898336410522
Train Top-5 class_accuracy: 0.7488728761672974
test epoch:29	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5417599678039551
Top-5 class_accuracy: 0.7901600003242493
test epoch:29	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5473600029945374
Top-5 class_accuracy: 0.7924799919128418
test epoch:29	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5491399765014648
Top-5 class_accuracy: 0.7946199774742126
test epoch:29	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5479599833488464
Top-5 class_accuracy: 0.7945399880409241
Epoch:30	 lr:0.01000	 duration:1190.757
 train_loss:2.40715	 train_loss_div:2.40715Train Top-1 class_accuracy: 0.6031777262687683
Train Top-5 class_accuracy: 0.8167390823364258
test epoch:30	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6535800099372864
Top-5 class_accuracy: 0.8650999665260315
test epoch:30	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6592199802398682
Top-5 class_accuracy: 0.8690599799156189
test epoch:30	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6614800095558167
Top-5 class_accuracy: 0.8703999519348145
test epoch:30	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.662880003452301
Top-5 class_accuracy: 0.8703399896621704
Epoch:31	 lr:0.01000	 duration:1089.529
 train_loss:2.21847	 train_loss_div:2.21847Train Top-1 class_accuracy: 0.6245300769805908
Train Top-5 class_accuracy: 0.8313320279121399
test epoch:31	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6642000079154968
Top-5 class_accuracy: 0.8715399503707886
test epoch:31	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6699999570846558
Top-5 class_accuracy: 0.8759399652481079
test epoch:31	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6725999712944031
Top-5 class_accuracy: 0.8775399923324585
test epoch:31	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6727799773216248
Top-5 class_accuracy: 0.877519965171814
Epoch:32	 lr:0.01000	 duration:1086.228
 train_loss:2.14266	 train_loss_div:2.14266Train Top-1 class_accuracy: 0.6334438323974609
Train Top-5 class_accuracy: 0.8372016549110413
test epoch:32	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6657399535179138
Top-5 class_accuracy: 0.8712799549102783
test epoch:32	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6710000038146973
Top-5 class_accuracy: 0.8753599524497986
test epoch:32	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6727199554443359
Top-5 class_accuracy: 0.8767600059509277
test epoch:32	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.672760009765625
Top-5 class_accuracy: 0.8768599629402161
Epoch:33	 lr:0.01000	 duration:1085.930
 train_loss:2.09752	 train_loss_div:2.09752Train Top-1 class_accuracy: 0.6383893489837646
Train Top-5 class_accuracy: 0.8414883613586426
test epoch:33	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6683799624443054
Top-5 class_accuracy: 0.8756200075149536
test epoch:33	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6764199733734131
Top-5 class_accuracy: 0.8797599673271179
test epoch:33	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6780200004577637
Top-5 class_accuracy: 0.8811399936676025
test epoch:33	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.678380012512207
Top-5 class_accuracy: 0.8811999559402466
Epoch:34	 lr:0.01000	 duration:1087.010
 train_loss:2.06261	 train_loss_div:2.06261Train Top-1 class_accuracy: 0.643671989440918
Train Top-5 class_accuracy: 0.8446823358535767
test epoch:34	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6714199781417847
Top-5 class_accuracy: 0.8763399720191956
test epoch:34	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6771000027656555
Top-5 class_accuracy: 0.8803600072860718
test epoch:34	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6799399852752686
Top-5 class_accuracy: 0.8812199831008911
test epoch:34	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6795600056648254
Top-5 class_accuracy: 0.8815999627113342
Epoch:35	 lr:0.01000	 duration:1073.507
 train_loss:2.05528	 train_loss_div:2.05528Train Top-1 class_accuracy: 0.6446398496627808
Train Top-5 class_accuracy: 0.8453348278999329
test epoch:35	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6734600067138672
Top-5 class_accuracy: 0.8782599568367004
test epoch:35	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6789999604225159
Top-5 class_accuracy: 0.8820599913597107
test epoch:35	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6816799640655518
Top-5 class_accuracy: 0.8833199739456177
test epoch:35	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6812599897384644
Top-5 class_accuracy: 0.8833400011062622
Epoch:36	 lr:0.01000	 duration:1086.373
 train_loss:2.05055	 train_loss_div:2.05055Train Top-1 class_accuracy: 0.6457138657569885
Train Top-5 class_accuracy: 0.8451225757598877
test epoch:36	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.673799991607666
Top-5 class_accuracy: 0.8786799907684326
test epoch:36	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6795200109481812
Top-5 class_accuracy: 0.8825199604034424
test epoch:36	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.681879997253418
Top-5 class_accuracy: 0.8836399912834167
test epoch:36	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6816200017929077
Top-5 class_accuracy: 0.8838799595832825
Epoch:37	 lr:0.01000	 duration:1087.067
 train_loss:2.03750	 train_loss_div:2.03750Train Top-1 class_accuracy: 0.647196888923645
Train Top-5 class_accuracy: 0.847145676612854
test epoch:37	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6747999787330627
Top-5 class_accuracy: 0.8787199854850769
test epoch:37	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6796599626541138
Top-5 class_accuracy: 0.882099986076355
test epoch:37	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6812999844551086
Top-5 class_accuracy: 0.884119987487793
test epoch:37	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6820600032806396
Top-5 class_accuracy: 0.8839199542999268
Epoch:38	 lr:0.01000	 duration:1085.832
 train_loss:2.04054	 train_loss_div:2.04054Train Top-1 class_accuracy: 0.64730304479599
Train Top-5 class_accuracy: 0.8473236560821533
test epoch:38	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6692000031471252
Top-5 class_accuracy: 0.8731399774551392
test epoch:38	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6746000051498413
Top-5 class_accuracy: 0.8772199749946594
test epoch:38	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6764999628067017
Top-5 class_accuracy: 0.8793799877166748
test epoch:38	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.676099956035614
Top-5 class_accuracy: 0.8799399733543396
Epoch:39	 lr:0.01000	 duration:1088.430
 train_loss:2.03779	 train_loss_div:2.03779Train Top-1 class_accuracy: 0.6468316316604614
Train Top-5 class_accuracy: 0.8479605913162231
test epoch:39	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6738399863243103
Top-5 class_accuracy: 0.8782399892807007
test epoch:39	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6798999905586243
Top-5 class_accuracy: 0.882319986820221
test epoch:39	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6814799904823303
Top-5 class_accuracy: 0.8837599754333496
test epoch:39	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6814999580383301
Top-5 class_accuracy: 0.8838399648666382
Epoch:40	 lr:0.01000	 duration:1090.768
 train_loss:2.03637	 train_loss_div:2.03637Train Top-1 class_accuracy: 0.647637128829956
Train Top-5 class_accuracy: 0.8480823636054993
test epoch:40	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6743599772453308
Top-5 class_accuracy: 0.8776999711990356
test epoch:40	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6807000041007996
Top-5 class_accuracy: 0.8827599883079529
test epoch:40	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6815199851989746
Top-5 class_accuracy: 0.8848999738693237
test epoch:40	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6815400123596191
Top-5 class_accuracy: 0.8850199580192566
Epoch:41	 lr:0.01000	 duration:1081.461
 train_loss:2.03369	 train_loss_div:2.03369Train Top-1 class_accuracy: 0.6484582424163818
Train Top-5 class_accuracy: 0.8489097356796265
test epoch:41	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6742799878120422
Top-5 class_accuracy: 0.8781200051307678
test epoch:41	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6802200078964233
Top-5 class_accuracy: 0.8818199634552002
test epoch:41	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6812199950218201
Top-5 class_accuracy: 0.88291996717453
test epoch:41	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6812399625778198
Top-5 class_accuracy: 0.8831200003623962
Epoch:42	 lr:0.01000	 duration:1085.708
 train_loss:2.03993	 train_loss_div:2.03993Train Top-1 class_accuracy: 0.6484488844871521
Train Top-5 class_accuracy: 0.8483914136886597
test epoch:42	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6656399965286255
Top-5 class_accuracy: 0.8757999539375305
test epoch:42	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6722399592399597
Top-5 class_accuracy: 0.8801599740982056
test epoch:42	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6734799742698669
Top-5 class_accuracy: 0.881119966506958
test epoch:42	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6737599968910217
Top-5 class_accuracy: 0.8814399838447571
Epoch:43	 lr:0.01000	 duration:1087.640
 train_loss:2.03438	 train_loss_div:2.03438Train Top-1 class_accuracy: 0.649419903755188
Train Top-5 class_accuracy: 0.8494404554367065
test epoch:43	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6666799783706665
Top-5 class_accuracy: 0.8740999698638916
test epoch:43	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6719399690628052
Top-5 class_accuracy: 0.8778599500656128
test epoch:43	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6736999750137329
Top-5 class_accuracy: 0.8794399499893188
test epoch:43	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6735399961471558
Top-5 class_accuracy: 0.8796199560165405
Epoch:44	 lr:0.01000	 duration:1087.833
 train_loss:2.04331	 train_loss_div:2.04331Train Top-1 class_accuracy: 0.6480242609977722
Train Top-5 class_accuracy: 0.8486286997795105
test epoch:44	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6698600053787231
Top-5 class_accuracy: 0.8760199546813965
test epoch:44	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6754800081253052
Top-5 class_accuracy: 0.8804399967193604
test epoch:44	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6772800087928772
Top-5 class_accuracy: 0.8822399973869324
test epoch:44	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6773999929428101
Top-5 class_accuracy: 0.8820399641990662
Epoch:45	 lr:0.01000	 duration:1088.183
 train_loss:2.04879	 train_loss_div:2.04879Train Top-1 class_accuracy: 0.6469877362251282
Train Top-5 class_accuracy: 0.8485007286071777
test epoch:45	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6733199954032898
Top-5 class_accuracy: 0.8778199553489685
test epoch:45	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6785599589347839
Top-5 class_accuracy: 0.8826999664306641
test epoch:45	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6793199777603149
Top-5 class_accuracy: 0.8841599822044373
test epoch:45	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6791799664497375
Top-5 class_accuracy: 0.8846799731254578
Epoch:46	 lr:0.01000	 duration:1086.918
 train_loss:2.05243	 train_loss_div:2.05243Train Top-1 class_accuracy: 0.6467504501342773
Train Top-5 class_accuracy: 0.8477482795715332
test epoch:46	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6687799692153931
Top-5 class_accuracy: 0.8751199841499329
test epoch:46	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6750199794769287
Top-5 class_accuracy: 0.8795199990272522
test epoch:46	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6764400005340576
Top-5 class_accuracy: 0.8809999823570251
test epoch:46	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6763799786567688
Top-5 class_accuracy: 0.8812599778175354
Epoch:47	 lr:0.01000	 duration:1087.342
 train_loss:2.05731	 train_loss_div:2.05731Train Top-1 class_accuracy: 0.6459230780601501
Train Top-5 class_accuracy: 0.847186267375946
test epoch:47	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6723799705505371
Top-5 class_accuracy: 0.877519965171814
test epoch:47	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6796199679374695
Top-5 class_accuracy: 0.8820399641990662
test epoch:47	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6809999942779541
Top-5 class_accuracy: 0.8833400011062622
test epoch:47	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6802200078964233
Top-5 class_accuracy: 0.8833799958229065
Epoch:48	 lr:0.01000	 duration:1089.266
 train_loss:2.05226	 train_loss_div:2.05226Train Top-1 class_accuracy: 0.6478463411331177
Train Top-5 class_accuracy: 0.8477264046669006
test epoch:48	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6657399535179138
Top-5 class_accuracy: 0.8739199638366699
test epoch:48	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6722599864006042
Top-5 class_accuracy: 0.8784799575805664
test epoch:48	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.673799991607666
Top-5 class_accuracy: 0.8797599673271179
test epoch:48	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6744399666786194
Top-5 class_accuracy: 0.8798399567604065
Epoch:49	 lr:0.01000	 duration:1087.100
 train_loss:2.05181	 train_loss_div:2.05181Train Top-1 class_accuracy: 0.6473904848098755
Train Top-5 class_accuracy: 0.8481041789054871
test epoch:49	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6634199619293213
Top-5 class_accuracy: 0.8749799728393555
test epoch:49	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6713199615478516
Top-5 class_accuracy: 0.8793599605560303
test epoch:49	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6731599569320679
Top-5 class_accuracy: 0.8801599740982056
test epoch:49	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6723399758338928
Top-5 class_accuracy: 0.8799200057983398
Epoch:50	 lr:0.01000	 duration:1085.946
 train_loss:2.06067	 train_loss_div:2.06067Train Top-1 class_accuracy: 0.6449552178382874
Train Top-5 class_accuracy: 0.8479824662208557
test epoch:50	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6640599966049194
Top-5 class_accuracy: 0.8756799697875977
test epoch:50	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6714999675750732
Top-5 class_accuracy: 0.8805999755859375
test epoch:50	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6731399893760681
Top-5 class_accuracy: 0.8810999989509583
test epoch:50	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6739199757575989
Top-5 class_accuracy: 0.8810399770736694
Epoch:51	 lr:0.01000	 duration:1085.233
 train_loss:2.05458	 train_loss_div:2.05458Train Top-1 class_accuracy: 0.647262454032898
Train Top-5 class_accuracy: 0.8475266098976135
test epoch:51	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6648600101470947
Top-5 class_accuracy: 0.8712599873542786
test epoch:51	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6717000007629395
Top-5 class_accuracy: 0.8761999607086182
test epoch:51	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6742599606513977
Top-5 class_accuracy: 0.8773399591445923
test epoch:51	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6741999983787537
Top-5 class_accuracy: 0.8772000074386597
Epoch:52	 lr:0.01000	 duration:1087.337
 train_loss:2.04918	 train_loss_div:2.04918Train Top-1 class_accuracy: 0.6490358710289001
Train Top-5 class_accuracy: 0.8491220474243164
test epoch:52	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6662799715995789
Top-5 class_accuracy: 0.8756399750709534
test epoch:52	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6733799576759338
Top-5 class_accuracy: 0.8808199763298035
test epoch:52	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6755599975585938
Top-5 class_accuracy: 0.8820199966430664
test epoch:52	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6757199764251709
Top-5 class_accuracy: 0.8815599679946899
Epoch:53	 lr:0.01000	 duration:1086.466
 train_loss:2.04963	 train_loss_div:2.04963Train Top-1 class_accuracy: 0.648033618927002
Train Top-5 class_accuracy: 0.8493093252182007
test epoch:53	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6662399768829346
Top-5 class_accuracy: 0.8740999698638916
test epoch:53	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6734399795532227
Top-5 class_accuracy: 0.8785399794578552
test epoch:53	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6760599613189697
Top-5 class_accuracy: 0.8799200057983398
test epoch:53	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.676539957523346
Top-5 class_accuracy: 0.8801400065422058
Epoch:54	 lr:0.01000	 duration:1087.740
 train_loss:2.05165	 train_loss_div:2.05165Train Top-1 class_accuracy: 0.6478244662284851
Train Top-5 class_accuracy: 0.8485912680625916
test epoch:54	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6708999872207642
Top-5 class_accuracy: 0.8774799704551697
test epoch:54	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6783199906349182
Top-5 class_accuracy: 0.8808599710464478
test epoch:54	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6805399656295776
Top-5 class_accuracy: 0.8824799656867981
test epoch:54	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6800999641418457
Top-5 class_accuracy: 0.882379949092865
Epoch:55	 lr:0.01000	 duration:1090.232
 train_loss:2.05109	 train_loss_div:2.05109Train Top-1 class_accuracy: 0.6478931307792664
Train Top-5 class_accuracy: 0.8483726978302002
test epoch:55	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6685799956321716
Top-5 class_accuracy: 0.8765999674797058
test epoch:55	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6757000088691711
Top-5 class_accuracy: 0.8810399770736694
test epoch:55	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6766799688339233
Top-5 class_accuracy: 0.8831999897956848
test epoch:55	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.677079975605011
Top-5 class_accuracy: 0.8833000063896179
Epoch:56	 lr:0.01000	 duration:1092.264
 train_loss:2.04320	 train_loss_div:2.04320Train Top-1 class_accuracy: 0.649126410484314
Train Top-5 class_accuracy: 0.8494154810905457
test epoch:56	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6669999957084656
Top-5 class_accuracy: 0.8748799562454224
test epoch:56	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6746399998664856
Top-5 class_accuracy: 0.8797000050544739
test epoch:56	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6754800081253052
Top-5 class_accuracy: 0.881119966506958
test epoch:56	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.675059974193573
Top-5 class_accuracy: 0.8815999627113342
Epoch:57	 lr:0.01000	 duration:1115.661
 train_loss:2.04595	 train_loss_div:2.04595Train Top-1 class_accuracy: 0.6487486362457275
Train Top-5 class_accuracy: 0.8494279980659485
test epoch:57	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6705999970436096
Top-5 class_accuracy: 0.8803199529647827
test epoch:57	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6763799786567688
Top-5 class_accuracy: 0.8837999701499939
test epoch:57	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6789599657058716
Top-5 class_accuracy: 0.8851199746131897
test epoch:57	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6785199642181396
Top-5 class_accuracy: 0.8852799534797668
Epoch:58	 lr:0.01000	 duration:1088.874
 train_loss:2.04642	 train_loss_div:2.04642Train Top-1 class_accuracy: 0.6481959819793701
Train Top-5 class_accuracy: 0.8486786484718323
test epoch:58	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6667799949645996
Top-5 class_accuracy: 0.8752999901771545
test epoch:58	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6742799878120422
Top-5 class_accuracy: 0.8801599740982056
test epoch:58	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6765999794006348
Top-5 class_accuracy: 0.8813599944114685
test epoch:58	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6762199997901917
Top-5 class_accuracy: 0.8814399838447571
Epoch:59	 lr:0.01000	 duration:1086.236
 train_loss:2.04145	 train_loss_div:2.04145Train Top-1 class_accuracy: 0.6494666934013367
Train Top-5 class_accuracy: 0.8495435118675232
test epoch:59	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6660199761390686
Top-5 class_accuracy: 0.8744799494743347
test epoch:59	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6717000007629395
Top-5 class_accuracy: 0.8793799877166748
test epoch:59	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6733999848365784
Top-5 class_accuracy: 0.8804599642753601
test epoch:59	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6739799976348877
Top-5 class_accuracy: 0.880840003490448
Epoch:60	 lr:0.00100	 duration:1092.483
 train_loss:1.78241	 train_loss_div:1.78241Train Top-1 class_accuracy: 0.6817840933799744
Train Top-5 class_accuracy: 0.8682701587677002
test epoch:60	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7012400031089783
Top-5 class_accuracy: 0.894599974155426
test epoch:60	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7082200050354004
Top-5 class_accuracy: 0.8994399905204773
test epoch:60	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7107399702072144
Top-5 class_accuracy: 0.9001399874687195
test epoch:60	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.711359977722168
Top-5 class_accuracy: 0.9004999995231628
Epoch:61	 lr:0.00100	 duration:1089.833
 train_loss:1.71912	 train_loss_div:1.71912Train Top-1 class_accuracy: 0.690132737159729
Train Top-5 class_accuracy: 0.8730096220970154
test epoch:61	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7022799849510193
Top-5 class_accuracy: 0.8949799537658691
test epoch:61	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7090199589729309
Top-5 class_accuracy: 0.8997599482536316
test epoch:61	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7119199633598328
Top-5 class_accuracy: 0.9007799625396729
test epoch:61	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7130199670791626
Top-5 class_accuracy: 0.9012199640274048
Epoch:62	 lr:0.00100	 duration:1096.211
 train_loss:1.70451	 train_loss_div:1.70451Train Top-1 class_accuracy: 0.6919217109680176
Train Top-5 class_accuracy: 0.8736402988433838
test epoch:62	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7042399644851685
Top-5 class_accuracy: 0.8958999514579773
test epoch:62	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7120400071144104
Top-5 class_accuracy: 0.9008599519729614
test epoch:62	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7152000069618225
Top-5 class_accuracy: 0.9025399684906006
test epoch:62	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7155199646949768
Top-5 class_accuracy: 0.9034000039100647
Epoch:63	 lr:0.00100	 duration:1091.638
 train_loss:1.67978	 train_loss_div:1.67978Train Top-1 class_accuracy: 0.6961740851402283
Train Top-5 class_accuracy: 0.8757134079933167
test epoch:63	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7069799900054932
Top-5 class_accuracy: 0.8969599604606628
test epoch:63	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7136200070381165
Top-5 class_accuracy: 0.9010799527168274
test epoch:63	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7158799767494202
Top-5 class_accuracy: 0.9021399617195129
test epoch:63	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7164999842643738
Top-5 class_accuracy: 0.9024800062179565
Epoch:64	 lr:0.00100	 duration:1093.866
 train_loss:1.67356	 train_loss_div:1.67356Train Top-1 class_accuracy: 0.6967954039573669
Train Top-5 class_accuracy: 0.8769060373306274
test epoch:64	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7067999839782715
Top-5 class_accuracy: 0.8975600004196167
test epoch:64	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7140399813652039
Top-5 class_accuracy: 0.9020400047302246
test epoch:64	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7161999940872192
Top-5 class_accuracy: 0.9038400053977966
test epoch:64	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7162799835205078
Top-5 class_accuracy: 0.9041199684143066
Epoch:65	 lr:0.00100	 duration:1346.947
 train_loss:1.66705	 train_loss_div:1.66705Train Top-1 class_accuracy: 0.6980161666870117
Train Top-5 class_accuracy: 0.8775647878646851
test epoch:65	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7079199552536011
Top-5 class_accuracy: 0.8980199694633484
test epoch:65	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7150999903678894
Top-5 class_accuracy: 0.9022799730300903
test epoch:65	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7180399894714355
Top-5 class_accuracy: 0.903939962387085
test epoch:65	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7183799743652344
Top-5 class_accuracy: 0.9043200016021729
Epoch:66	 lr:0.00100	 duration:1086.699
 train_loss:1.65574	 train_loss_div:1.65574Train Top-1 class_accuracy: 0.6993493437767029
Train Top-5 class_accuracy: 0.8790010213851929
test epoch:66	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7091400027275085
Top-5 class_accuracy: 0.8981199860572815
test epoch:66	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7161399722099304
Top-5 class_accuracy: 0.9030399918556213
test epoch:66	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7188999652862549
Top-5 class_accuracy: 0.9038599729537964
test epoch:66	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7198799848556519
Top-5 class_accuracy: 0.9041999578475952
Epoch:67	 lr:0.00100	 duration:1087.549
 train_loss:1.64840	 train_loss_div:1.64840Train Top-1 class_accuracy: 0.7003921270370483
Train Top-5 class_accuracy: 0.8799907565116882
test epoch:67	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.708620011806488
Top-5 class_accuracy: 0.8979599475860596
test epoch:67	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7160800099372864
Top-5 class_accuracy: 0.9025200009346008
test epoch:67	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7186999917030334
Top-5 class_accuracy: 0.9041000008583069
test epoch:67	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7190399765968323
Top-5 class_accuracy: 0.9045199751853943
Epoch:68	 lr:0.00100	 duration:1086.526
 train_loss:1.64394	 train_loss_div:1.64394Train Top-1 class_accuracy: 0.7019407153129578
Train Top-5 class_accuracy: 0.8797534704208374
test epoch:68	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7080000042915344
Top-5 class_accuracy: 0.8980000019073486
test epoch:68	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7161200046539307
Top-5 class_accuracy: 0.9020199775695801
test epoch:68	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.718459963798523
Top-5 class_accuracy: 0.9040199518203735
test epoch:68	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7191999554634094
Top-5 class_accuracy: 0.9049199819564819
Epoch:69	 lr:0.00100	 duration:1086.839
 train_loss:1.64402	 train_loss_div:1.64402Train Top-1 class_accuracy: 0.7019625306129456
Train Top-5 class_accuracy: 0.8793569207191467
test epoch:69	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.710099995136261
Top-5 class_accuracy: 0.8988999724388123
test epoch:69	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7166799902915955
Top-5 class_accuracy: 0.9030599594116211
test epoch:69	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7193599939346313
Top-5 class_accuracy: 0.9047999978065491
test epoch:69	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7199999690055847
Top-5 class_accuracy: 0.9049199819564819
Epoch:70	 lr:0.00100	 duration:1090.155
 train_loss:1.63676	 train_loss_div:1.63676Train Top-1 class_accuracy: 0.703180193901062
Train Top-5 class_accuracy: 0.8805464506149292
test epoch:70	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7105399966239929
Top-5 class_accuracy: 0.8991000056266785
test epoch:70	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7171199917793274
Top-5 class_accuracy: 0.9038999676704407
test epoch:70	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7196999788284302
Top-5 class_accuracy: 0.9051599502563477
test epoch:70	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7207199931144714
Top-5 class_accuracy: 0.9057599902153015
Epoch:71	 lr:0.00100	 duration:1087.987
 train_loss:1.63190	 train_loss_div:1.63190Train Top-1 class_accuracy: 0.7035611271858215
Train Top-5 class_accuracy: 0.8807525038719177
test epoch:71	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7095400094985962
Top-5 class_accuracy: 0.8981599807739258
test epoch:71	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7163800001144409
Top-5 class_accuracy: 0.9025599956512451
test epoch:71	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7186999917030334
Top-5 class_accuracy: 0.9041399955749512
test epoch:71	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7192800045013428
Top-5 class_accuracy: 0.9042999744415283
Epoch:72	 lr:0.00100	 duration:1086.549
 train_loss:1.63065	 train_loss_div:1.63065Train Top-1 class_accuracy: 0.7035486102104187
Train Top-5 class_accuracy: 0.881142795085907
test epoch:72	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.710599958896637
Top-5 class_accuracy: 0.8988999724388123
test epoch:72	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.717739999294281
Top-5 class_accuracy: 0.9036799669265747
test epoch:72	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7201199531555176
Top-5 class_accuracy: 0.9052199721336365
test epoch:72	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7203599810600281
Top-5 class_accuracy: 0.905519962310791
Epoch:73	 lr:0.00100	 duration:1087.537
 train_loss:1.62606	 train_loss_div:1.62606Train Top-1 class_accuracy: 0.7043822407722473
Train Top-5 class_accuracy: 0.8819888830184937
test epoch:73	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7108599543571472
Top-5 class_accuracy: 0.8993399739265442
test epoch:73	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7183600068092346
Top-5 class_accuracy: 0.9036999940872192
test epoch:73	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7200599908828735
Top-5 class_accuracy: 0.905460000038147
test epoch:73	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7205599546432495
Top-5 class_accuracy: 0.9059199690818787
Epoch:74	 lr:0.00100	 duration:1088.041
 train_loss:1.62247	 train_loss_div:1.62247Train Top-1 class_accuracy: 0.704869270324707
Train Top-5 class_accuracy: 0.881942093372345
test epoch:74	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7099800109863281
Top-5 class_accuracy: 0.8991199731826782
test epoch:74	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7170000076293945
Top-5 class_accuracy: 0.9033199548721313
test epoch:74	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7196800112724304
Top-5 class_accuracy: 0.905019998550415
test epoch:74	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7201600074768066
Top-5 class_accuracy: 0.9047799706459045
Epoch:75	 lr:0.00100	 duration:1087.525
 train_loss:1.61677	 train_loss_div:1.61677Train Top-1 class_accuracy: 0.706839382648468
Train Top-5 class_accuracy: 0.8820013999938965
test epoch:75	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7105799913406372
Top-5 class_accuracy: 0.8999999761581421
test epoch:75	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.718019962310791
Top-5 class_accuracy: 0.9045999646186829
test epoch:75	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7208600044250488
Top-5 class_accuracy: 0.9061399698257446
test epoch:75	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.72079998254776
Top-5 class_accuracy: 0.906279981136322
Epoch:76	 lr:0.00100	 duration:1089.537
 train_loss:1.61109	 train_loss_div:1.61109Train Top-1 class_accuracy: 0.7064990401268005
Train Top-5 class_accuracy: 0.8833345770835876
test epoch:76	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7100200057029724
Top-5 class_accuracy: 0.8995800018310547
test epoch:76	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7172799706459045
Top-5 class_accuracy: 0.9037399888038635
test epoch:76	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7198799848556519
Top-5 class_accuracy: 0.9054799675941467
test epoch:76	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7207399606704712
Top-5 class_accuracy: 0.9057599902153015
Epoch:77	 lr:0.00100	 duration:1088.232
 train_loss:1.61030	 train_loss_div:1.61030Train Top-1 class_accuracy: 0.707463800907135
Train Top-5 class_accuracy: 0.883350133895874
test epoch:77	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7106199860572815
Top-5 class_accuracy: 0.8994399905204773
test epoch:77	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7178599834442139
Top-5 class_accuracy: 0.9039199948310852
test epoch:77	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7197399735450745
Top-5 class_accuracy: 0.9057199954986572
test epoch:77	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7195199728012085
Top-5 class_accuracy: 0.905460000038147
Epoch:78	 lr:0.00100	 duration:1086.636
 train_loss:1.61611	 train_loss_div:1.61611Train Top-1 class_accuracy: 0.7055686712265015
Train Top-5 class_accuracy: 0.8821387887001038
test epoch:78	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7113999724388123
Top-5 class_accuracy: 0.9004799723625183
test epoch:78	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7191199660301208
Top-5 class_accuracy: 0.9045999646186829
test epoch:78	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7221399545669556
Top-5 class_accuracy: 0.9062599539756775
test epoch:78	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7223399877548218
Top-5 class_accuracy: 0.9065399765968323
Epoch:79	 lr:0.00100	 duration:1085.842
 train_loss:1.60965	 train_loss_div:1.60965Train Top-1 class_accuracy: 0.7067144513130188
Train Top-5 class_accuracy: 0.8832252621650696
test epoch:79	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7115799784660339
Top-5 class_accuracy: 0.8995999693870544
test epoch:79	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7184199690818787
Top-5 class_accuracy: 0.9041799902915955
test epoch:79	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7211599946022034
Top-5 class_accuracy: 0.9059799909591675
test epoch:79	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7215999960899353
Top-5 class_accuracy: 0.9063400030136108
Epoch:80	 lr:0.00100	 duration:1087.282
 train_loss:1.60134	 train_loss_div:1.60134Train Top-1 class_accuracy: 0.7083879709243774
Train Top-5 class_accuracy: 0.8843648433685303
test epoch:80	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7109999656677246
Top-5 class_accuracy: 0.9001799821853638
test epoch:80	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7180599570274353
Top-5 class_accuracy: 0.9053199887275696
test epoch:80	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7197799682617188
Top-5 class_accuracy: 0.9065999984741211
test epoch:80	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7206999659538269
Top-5 class_accuracy: 0.9074199795722961
Epoch:81	 lr:0.00100	 duration:1087.366
 train_loss:1.60685	 train_loss_div:1.60685Train Top-1 class_accuracy: 0.7087751030921936
Train Top-5 class_accuracy: 0.8833345770835876
test epoch:81	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7110999822616577
Top-5 class_accuracy: 0.9009400010108948
test epoch:81	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7182999849319458
Top-5 class_accuracy: 0.9052799940109253
test epoch:81	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.72079998254776
Top-5 class_accuracy: 0.9074400067329407
test epoch:81	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7213799953460693
Top-5 class_accuracy: 0.907480001449585
Epoch:82	 lr:0.00100	 duration:1086.128
 train_loss:1.60283	 train_loss_div:1.60283Train Top-1 class_accuracy: 0.7077853679656982
Train Top-5 class_accuracy: 0.8841744065284729
test epoch:82	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7108199596405029
Top-5 class_accuracy: 0.9008599519729614
test epoch:82	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7174800038337708
Top-5 class_accuracy: 0.905519962310791
test epoch:82	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7205199599266052
Top-5 class_accuracy: 0.9072799682617188
test epoch:82	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7207399606704712
Top-5 class_accuracy: 0.9079399704933167
Epoch:83	 lr:0.00100	 duration:1084.895
 train_loss:1.60274	 train_loss_div:1.60274Train Top-1 class_accuracy: 0.708275556564331
Train Top-5 class_accuracy: 0.8835406303405762
test epoch:83	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7114799618721008
Top-5 class_accuracy: 0.9014999866485596
test epoch:83	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7183600068092346
Top-5 class_accuracy: 0.9055599570274353
test epoch:83	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7211999893188477
Top-5 class_accuracy: 0.9074400067329407
test epoch:83	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7219399809837341
Top-5 class_accuracy: 0.9073599576950073
Epoch:84	 lr:0.00100	 duration:1086.021
 train_loss:1.59279	 train_loss_div:1.59279Train Top-1 class_accuracy: 0.7100520730018616
Train Top-5 class_accuracy: 0.8847208023071289
test epoch:84	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7110599875450134
Top-5 class_accuracy: 0.9001999497413635
test epoch:84	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7183600068092346
Top-5 class_accuracy: 0.9041000008583069
test epoch:84	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7217599749565125
Top-5 class_accuracy: 0.9065600037574768
test epoch:84	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7224999666213989
Top-5 class_accuracy: 0.9067399501800537
Epoch:85	 lr:0.00100	 duration:1084.158
 train_loss:1.59065	 train_loss_div:1.59065Train Top-1 class_accuracy: 0.7105453610420227
Train Top-5 class_accuracy: 0.8857635855674744
test epoch:85	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7118399739265442
Top-5 class_accuracy: 0.9009000062942505
test epoch:85	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7185800075531006
Top-5 class_accuracy: 0.9052799940109253
test epoch:85	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7203199863433838
Top-5 class_accuracy: 0.9069799780845642
test epoch:85	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7208999991416931
Top-5 class_accuracy: 0.9073999524116516
Epoch:86	 lr:0.00100	 duration:1086.203
 train_loss:1.60147	 train_loss_div:1.60147Train Top-1 class_accuracy: 0.7099615335464478
Train Top-5 class_accuracy: 0.8834188580513
test epoch:86	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.711139976978302
Top-5 class_accuracy: 0.9017999768257141
test epoch:86	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7190799713134766
Top-5 class_accuracy: 0.9054799675941467
test epoch:86	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7215399742126465
Top-5 class_accuracy: 0.9067599773406982
test epoch:86	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7221199870109558
Top-5 class_accuracy: 0.9070999622344971
Epoch:87	 lr:0.00100	 duration:1088.019
 train_loss:1.59066	 train_loss_div:1.59066Train Top-1 class_accuracy: 0.7099334001541138
Train Top-5 class_accuracy: 0.8859477639198303
test epoch:87	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7119799852371216
Top-5 class_accuracy: 0.9015399813652039
test epoch:87	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7189199924468994
Top-5 class_accuracy: 0.9060799479484558
test epoch:87	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7208600044250488
Top-5 class_accuracy: 0.9072399735450745
test epoch:87	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7220999598503113
Top-5 class_accuracy: 0.907539963722229
Epoch:88	 lr:0.00100	 duration:1088.460
 train_loss:1.58817	 train_loss_div:1.58817Train Top-1 class_accuracy: 0.7105672359466553
Train Top-5 class_accuracy: 0.885826051235199
test epoch:88	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7128999829292297
Top-5 class_accuracy: 0.9010799527168274
test epoch:88	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7199599742889404
Top-5 class_accuracy: 0.9047999978065491
test epoch:88	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7221199870109558
Top-5 class_accuracy: 0.9061999917030334
test epoch:88	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7227599620819092
Top-5 class_accuracy: 0.9068599939346313
Epoch:89	 lr:0.00100	 duration:1085.492
 train_loss:1.59489	 train_loss_div:1.59489Train Top-1 class_accuracy: 0.7104142308235168
Train Top-5 class_accuracy: 0.8836467862129211
test epoch:89	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7117999792098999
Top-5 class_accuracy: 0.9009400010108948
test epoch:89	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7199599742889404
Top-5 class_accuracy: 0.9052599668502808
test epoch:89	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7213799953460693
Top-5 class_accuracy: 0.9068199992179871
test epoch:89	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7214999794960022
Top-5 class_accuracy: 0.9070199728012085
Epoch:90	 lr:0.00010	 duration:1088.942
 train_loss:1.55948	 train_loss_div:1.55948Train Top-1 class_accuracy: 0.7149600982666016
Train Top-5 class_accuracy: 0.8876524567604065
test epoch:90	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7144399881362915
Top-5 class_accuracy: 0.9023199677467346
test epoch:90	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.721340000629425
Top-5 class_accuracy: 0.906499981880188
test epoch:90	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.723639965057373
Top-5 class_accuracy: 0.9078999757766724
test epoch:90	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7241199612617493
Top-5 class_accuracy: 0.9079599976539612
Epoch:91	 lr:0.00010	 duration:1087.267
 train_loss:1.54578	 train_loss_div:1.54578Train Top-1 class_accuracy: 0.7173765897750854
Train Top-5 class_accuracy: 0.8888482451438904
test epoch:91	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7150999903678894
Top-5 class_accuracy: 0.9023999571800232
test epoch:91	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.721839964389801
Top-5 class_accuracy: 0.9063999652862549
test epoch:91	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7240999937057495
Top-5 class_accuracy: 0.9073399901390076
test epoch:91	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7246599793434143
Top-5 class_accuracy: 0.9078399538993835
Epoch:92	 lr:0.00010	 duration:1085.498
 train_loss:1.55073	 train_loss_div:1.55073Train Top-1 class_accuracy: 0.7159841656684875
Train Top-5 class_accuracy: 0.8882207274436951
test epoch:92	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7158799767494202
Top-5 class_accuracy: 0.9029600024223328
test epoch:92	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7219799757003784
Top-5 class_accuracy: 0.9075799584388733
test epoch:92	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7246999740600586
Top-5 class_accuracy: 0.9082799553871155
test epoch:92	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7253599762916565
Top-5 class_accuracy: 0.9084599614143372
Epoch:93	 lr:0.00010	 duration:1086.258
 train_loss:1.54864	 train_loss_div:1.54864Train Top-1 class_accuracy: 0.7167428135871887
Train Top-5 class_accuracy: 0.8881863951683044
test epoch:93	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7162599563598633
Top-5 class_accuracy: 0.9029399752616882
test epoch:93	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7231599688529968
Top-5 class_accuracy: 0.9072999954223633
test epoch:93	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7249799966812134
Top-5 class_accuracy: 0.908519983291626
test epoch:93	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7259399890899658
Top-5 class_accuracy: 0.9084799885749817
Epoch:94	 lr:0.00010	 duration:1086.722
 train_loss:1.54684	 train_loss_div:1.54684Train Top-1 class_accuracy: 0.7169488668441772
Train Top-5 class_accuracy: 0.8887546062469482
test epoch:94	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7165200114250183
Top-5 class_accuracy: 0.903499960899353
test epoch:94	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.723360002040863
Top-5 class_accuracy: 0.9073999524116516
test epoch:94	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7258399724960327
Top-5 class_accuracy: 0.909060001373291
test epoch:94	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7263000011444092
Top-5 class_accuracy: 0.9085999727249146
Epoch:95	 lr:0.00010	 duration:1086.316
 train_loss:1.54693	 train_loss_div:1.54693Train Top-1 class_accuracy: 0.7166366577148438
Train Top-5 class_accuracy: 0.8887795805931091
test epoch:95	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7165799736976624
Top-5 class_accuracy: 0.9028399586677551
test epoch:95	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.723580002784729
Top-5 class_accuracy: 0.907539963722229
test epoch:95	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7257999777793884
Top-5 class_accuracy: 0.9088799953460693
test epoch:95	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7261399626731873
Top-5 class_accuracy: 0.9092599749565125
Epoch:96	 lr:0.00010	 duration:1087.742
 train_loss:1.54219	 train_loss_div:1.54219Train Top-1 class_accuracy: 0.7177044153213501
Train Top-5 class_accuracy: 0.8893197178840637
test epoch:96	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7158600091934204
Top-5 class_accuracy: 0.9033799767494202
test epoch:96	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7230599522590637
Top-5 class_accuracy: 0.9078599810600281
test epoch:96	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.724839985370636
Top-5 class_accuracy: 0.9089199900627136
test epoch:96	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7254599928855896
Top-5 class_accuracy: 0.9091599583625793
Epoch:97	 lr:0.00010	 duration:1090.901
 train_loss:1.54316	 train_loss_div:1.54316Train Top-1 class_accuracy: 0.7176638841629028
Train Top-5 class_accuracy: 0.8892541527748108
test epoch:97	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7166199684143066
Top-5 class_accuracy: 0.9041000008583069
test epoch:97	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7236599922180176
Top-5 class_accuracy: 0.9081400036811829
test epoch:97	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7261999845504761
Top-5 class_accuracy: 0.9091199636459351
test epoch:97	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7268199920654297
Top-5 class_accuracy: 0.909060001373291
Epoch:98	 lr:0.00010	 duration:1086.914
 train_loss:1.53936	 train_loss_div:1.53936Train Top-1 class_accuracy: 0.7169301509857178
Train Top-5 class_accuracy: 0.8891792297363281
test epoch:98	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7160800099372864
Top-5 class_accuracy: 0.9031800031661987
test epoch:98	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.723039984703064
Top-5 class_accuracy: 0.9070999622344971
test epoch:98	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7254799604415894
Top-5 class_accuracy: 0.908840000629425
test epoch:98	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7265599966049194
Top-5 class_accuracy: 0.9087599515914917
Epoch:99	 lr:0.00010	 duration:1090.411
 train_loss:1.53555	 train_loss_div:1.53555Train Top-1 class_accuracy: 0.7188814878463745
Train Top-5 class_accuracy: 0.8893290758132935
test epoch:99	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7167399525642395
Top-5 class_accuracy: 0.9033599495887756
test epoch:99	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7238399982452393
Top-5 class_accuracy: 0.9081199765205383
test epoch:99	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7263999581336975
Top-5 class_accuracy: 0.9092399477958679
test epoch:99	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7275199890136719
Top-5 class_accuracy: 0.9089799523353577
best_accuracy: 0.9092599749565125 
