Epoch:0	 lr:0.10000	 duration:2241.009
 train_loss:7.60549	 train_loss_div:7.60549Train Top-1 class_accuracy: 0.14861750602722168
Train Top-5 class_accuracy: 0.31872791051864624
test epoch:0	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.28329998254776
Top-5 class_accuracy: 0.5339999794960022
test epoch:0	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2831200063228607
Top-5 class_accuracy: 0.5340999960899353
test epoch:0	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2827799916267395
Top-5 class_accuracy: 0.5341799855232239
test epoch:0	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2828599810600281
Top-5 class_accuracy: 0.5340200066566467
Epoch:1	 lr:0.10000	 duration:2259.114
 train_loss:5.57698	 train_loss_div:5.57698Train Top-1 class_accuracy: 0.3227086365222931
Train Top-5 class_accuracy: 0.5661989450454712
test epoch:1	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3848799765110016
Top-5 class_accuracy: 0.6434800028800964
test epoch:1	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3843799829483032
Top-5 class_accuracy: 0.6434199810028076
test epoch:1	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3843799829483032
Top-5 class_accuracy: 0.643559992313385
test epoch:1	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3843799829483032
Top-5 class_accuracy: 0.6435999870300293
Epoch:2	 lr:0.10000	 duration:2294.404
 train_loss:4.94336	 train_loss_div:4.94336Train Top-1 class_accuracy: 0.38630998134613037
Train Top-5 class_accuracy: 0.6342087388038635
test epoch:2	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4310399889945984
Top-5 class_accuracy: 0.6939799785614014
test epoch:2	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4313800036907196
Top-5 class_accuracy: 0.6938799619674683
test epoch:2	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.43149998784065247
Top-5 class_accuracy: 0.6938199996948242
test epoch:2	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4315199851989746
Top-5 class_accuracy: 0.6937400102615356
Epoch:3	 lr:0.10000	 duration:2248.785
 train_loss:4.64191	 train_loss_div:4.64191Train Top-1 class_accuracy: 0.4170600473880768
Train Top-5 class_accuracy: 0.6651273965835571
test epoch:3	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44039997458457947
Top-5 class_accuracy: 0.6983399987220764
test epoch:3	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44127997756004333
Top-5 class_accuracy: 0.6989200115203857
test epoch:3	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44127997756004333
Top-5 class_accuracy: 0.6993399858474731
test epoch:3	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44110000133514404
Top-5 class_accuracy: 0.6991599798202515
Epoch:4	 lr:0.10000	 duration:2324.593
 train_loss:4.46012	 train_loss_div:4.46012Train Top-1 class_accuracy: 0.4355618953704834
Train Top-5 class_accuracy: 0.682364821434021
test epoch:4	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4781000018119812
Top-5 class_accuracy: 0.7345199584960938
test epoch:4	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4785600006580353
Top-5 class_accuracy: 0.7341199517250061
test epoch:4	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47853997349739075
Top-5 class_accuracy: 0.7337200045585632
test epoch:4	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.478659987449646
Top-5 class_accuracy: 0.7336999773979187
Epoch:5	 lr:0.10000	 duration:2325.743
 train_loss:4.33662	 train_loss_div:4.33662Train Top-1 class_accuracy: 0.44793811440467834
Train Top-5 class_accuracy: 0.6942133903503418
test epoch:5	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48217999935150146
Top-5 class_accuracy: 0.7406599521636963
test epoch:5	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4824199974536896
Top-5 class_accuracy: 0.7407999634742737
test epoch:5	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4824199974536896
Top-5 class_accuracy: 0.7407199740409851
test epoch:5	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48235997557640076
Top-5 class_accuracy: 0.7407400012016296
Epoch:6	 lr:0.10000	 duration:2231.328
 train_loss:4.24944	 train_loss_div:4.24944Train Top-1 class_accuracy: 0.45764487981796265
Train Top-5 class_accuracy: 0.7027555704116821
test epoch:6	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48593997955322266
Top-5 class_accuracy: 0.7392999529838562
test epoch:6	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4861399829387665
Top-5 class_accuracy: 0.7385799884796143
test epoch:6	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48589998483657837
Top-5 class_accuracy: 0.7389199733734131
test epoch:6	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4856799840927124
Top-5 class_accuracy: 0.7386800050735474
Epoch:7	 lr:0.10000	 duration:2315.568
 train_loss:4.17686	 train_loss_div:4.17686Train Top-1 class_accuracy: 0.46301811933517456
Train Top-5 class_accuracy: 0.7103143334388733
test epoch:7	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48113998770713806
Top-5 class_accuracy: 0.7394399642944336
test epoch:7	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4818199872970581
Top-5 class_accuracy: 0.7396599650382996
test epoch:7	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48151999711990356
Top-5 class_accuracy: 0.7399599552154541
test epoch:7	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4812399744987488
Top-5 class_accuracy: 0.7400799989700317
Epoch:8	 lr:0.10000	 duration:2245.063
 train_loss:4.12720	 train_loss_div:4.12720Train Top-1 class_accuracy: 0.46823209524154663
Train Top-5 class_accuracy: 0.7141358256340027
test epoch:8	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49570000171661377
Top-5 class_accuracy: 0.7529999613761902
test epoch:8	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4962799847126007
Top-5 class_accuracy: 0.7536799907684326
test epoch:8	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49597999453544617
Top-5 class_accuracy: 0.7536399960517883
test epoch:8	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49577999114990234
Top-5 class_accuracy: 0.7533999681472778
Epoch:9	 lr:0.10000	 duration:2253.884
 train_loss:4.09091	 train_loss_div:4.09091Train Top-1 class_accuracy: 0.4713573753833771
Train Top-5 class_accuracy: 0.7176982164382935
test epoch:9	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5020599961280823
Top-5 class_accuracy: 0.7565999627113342
test epoch:9	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5027399659156799
Top-5 class_accuracy: 0.7577799558639526
test epoch:9	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.502839982509613
Top-5 class_accuracy: 0.7577999830245972
test epoch:9	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5027399659156799
Top-5 class_accuracy: 0.7579399943351746
Epoch:10	 lr:0.10000	 duration:2261.011
 train_loss:4.04570	 train_loss_div:4.04570Train Top-1 class_accuracy: 0.4773238003253937
Train Top-5 class_accuracy: 0.7210201621055603
test epoch:10	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48107999563217163
Top-5 class_accuracy: 0.7365999817848206
test epoch:10	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4825799763202667
Top-5 class_accuracy: 0.7378399968147278
test epoch:10	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4829399883747101
Top-5 class_accuracy: 0.7379199862480164
test epoch:10	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48297998309135437
Top-5 class_accuracy: 0.7380200028419495
Epoch:11	 lr:0.10000	 duration:2252.757
 train_loss:4.00093	 train_loss_div:4.00093Train Top-1 class_accuracy: 0.48274698853492737
Train Top-5 class_accuracy: 0.726590096950531
test epoch:11	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48829999566078186
Top-5 class_accuracy: 0.7471999526023865
test epoch:11	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48865997791290283
Top-5 class_accuracy: 0.7479999661445618
test epoch:11	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4887399971485138
Top-5 class_accuracy: 0.7477399706840515
test epoch:11	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48865997791290283
Top-5 class_accuracy: 0.7476800084114075
Epoch:12	 lr:0.10000	 duration:2228.678
 train_loss:3.98742	 train_loss_div:3.98742Train Top-1 class_accuracy: 0.4827750623226166
Train Top-5 class_accuracy: 0.7265369892120361
test epoch:12	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4938599765300751
Top-5 class_accuracy: 0.7488200068473816
test epoch:12	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.494299978017807
Top-5 class_accuracy: 0.7495799660682678
test epoch:12	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4946799874305725
Top-5 class_accuracy: 0.7493199706077576
test epoch:12	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4943999946117401
Top-5 class_accuracy: 0.7493399977684021
Epoch:13	 lr:0.10000	 duration:2302.761
 train_loss:3.96147	 train_loss_div:3.96147Train Top-1 class_accuracy: 0.48619696497917175
Train Top-5 class_accuracy: 0.7287131547927856
test epoch:13	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5266799926757812
Top-5 class_accuracy: 0.7738400101661682
test epoch:13	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5265600085258484
Top-5 class_accuracy: 0.7738199830055237
test epoch:13	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5263199806213379
Top-5 class_accuracy: 0.7743799686431885
test epoch:13	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5262799859046936
Top-5 class_accuracy: 0.7741999626159668
Epoch:14	 lr:0.10000	 duration:2194.610
 train_loss:3.93193	 train_loss_div:3.93193Train Top-1 class_accuracy: 0.4882919192314148
Train Top-5 class_accuracy: 0.7311015725135803
test epoch:14	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5104199647903442
Top-5 class_accuracy: 0.7663999795913696
test epoch:14	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5108799934387207
Top-5 class_accuracy: 0.7673599720001221
test epoch:14	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5110200047492981
Top-5 class_accuracy: 0.7673999667167664
test epoch:14	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.510919988155365
Top-5 class_accuracy: 0.7671799659729004
Epoch:15	 lr:0.10000	 duration:2258.695
 train_loss:3.91096	 train_loss_div:3.91096Train Top-1 class_accuracy: 0.4904649257659912
Train Top-5 class_accuracy: 0.7336211800575256
test epoch:15	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5069800019264221
Top-5 class_accuracy: 0.7611199617385864
test epoch:15	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5073800086975098
Top-5 class_accuracy: 0.7618599534034729
test epoch:15	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5071399807929993
Top-5 class_accuracy: 0.7618599534034729
test epoch:15	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5066999793052673
Top-5 class_accuracy: 0.76173996925354
Epoch:16	 lr:0.10000	 duration:2319.195
 train_loss:3.89974	 train_loss_div:3.89974Train Top-1 class_accuracy: 0.49206972122192383
Train Top-5 class_accuracy: 0.7350916862487793
test epoch:16	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5153799653053284
Top-5 class_accuracy: 0.7702800035476685
test epoch:16	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5162799954414368
Top-5 class_accuracy: 0.7711199522018433
test epoch:16	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5160799622535706
Top-5 class_accuracy: 0.7710199952125549
test epoch:16	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5159599781036377
Top-5 class_accuracy: 0.7714399695396423
Epoch:17	 lr:0.10000	 duration:2271.480
 train_loss:3.88576	 train_loss_div:3.88576Train Top-1 class_accuracy: 0.49315309524536133
Train Top-5 class_accuracy: 0.7361220121383667
test epoch:17	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5170999765396118
Top-5 class_accuracy: 0.7725200057029724
test epoch:17	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5174599885940552
Top-5 class_accuracy: 0.7740399837493896
test epoch:17	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.51774001121521
Top-5 class_accuracy: 0.7741199731826782
test epoch:17	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5176399946212769
Top-5 class_accuracy: 0.7738800048828125
Epoch:18	 lr:0.10000	 duration:1896.135
 train_loss:3.86806	 train_loss_div:3.86806Train Top-1 class_accuracy: 0.4948359429836273
Train Top-5 class_accuracy: 0.7379016280174255
test epoch:18	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.505299985408783
Top-5 class_accuracy: 0.7607600092887878
test epoch:18	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5072599649429321
Top-5 class_accuracy: 0.7613599896430969
test epoch:18	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5076599717140198
Top-5 class_accuracy: 0.7623199820518494
test epoch:18	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5075199604034424
Top-5 class_accuracy: 0.7623800039291382
Epoch:19	 lr:0.10000	 duration:1906.945
 train_loss:3.86182	 train_loss_div:3.86182Train Top-1 class_accuracy: 0.49575698375701904
Train Top-5 class_accuracy: 0.7381795048713684
test epoch:19	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5275799632072449
Top-5 class_accuracy: 0.7791199684143066
test epoch:19	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.528499960899353
Top-5 class_accuracy: 0.7798999547958374
test epoch:19	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5292800068855286
Top-5 class_accuracy: 0.7798399925231934
test epoch:19	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5291999578475952
Top-5 class_accuracy: 0.7798199653625488
Epoch:20	 lr:0.10000	 duration:1814.643
 train_loss:3.84570	 train_loss_div:3.84570Train Top-1 class_accuracy: 0.4974616765975952
Train Top-5 class_accuracy: 0.7394408583641052
test epoch:20	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5286799669265747
Top-5 class_accuracy: 0.7773799896240234
test epoch:20	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.529259979724884
Top-5 class_accuracy: 0.7785199880599976
test epoch:20	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5301600098609924
Top-5 class_accuracy: 0.7788599729537964
test epoch:20	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5299199819564819
Top-5 class_accuracy: 0.7789599895477295
Epoch:21	 lr:0.10000	 duration:1844.625
 train_loss:3.82292	 train_loss_div:3.82292Train Top-1 class_accuracy: 0.5004714131355286
Train Top-5 class_accuracy: 0.7415170669555664
test epoch:21	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5359799861907959
Top-5 class_accuracy: 0.7854799628257751
test epoch:21	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5369799733161926
Top-5 class_accuracy: 0.7864199876785278
test epoch:21	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5369600057601929
Top-5 class_accuracy: 0.7870000004768372
test epoch:21	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5367599725723267
Top-5 class_accuracy: 0.786799967288971
Epoch:22	 lr:0.10000	 duration:1917.246
 train_loss:3.82245	 train_loss_div:3.82245Train Top-1 class_accuracy: 0.5004370808601379
Train Top-5 class_accuracy: 0.7417981028556824
test epoch:22	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5178999900817871
Top-5 class_accuracy: 0.7749399542808533
test epoch:22	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5177599787712097
Top-5 class_accuracy: 0.7761600017547607
test epoch:22	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5176199674606323
Top-5 class_accuracy: 0.776699960231781
test epoch:22	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5168399810791016
Top-5 class_accuracy: 0.7766199707984924
Epoch:23	 lr:0.10000	 duration:1949.627
 train_loss:3.80524	 train_loss_div:3.80524Train Top-1 class_accuracy: 0.5019076466560364
Train Top-5 class_accuracy: 0.7438024878501892
test epoch:23	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5399199724197388
Top-5 class_accuracy: 0.7895799875259399
test epoch:23	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5413599610328674
Top-5 class_accuracy: 0.7907800078392029
test epoch:23	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.542140007019043
Top-5 class_accuracy: 0.7909599542617798
test epoch:23	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5414400100708008
Top-5 class_accuracy: 0.7904399633407593
Epoch:24	 lr:0.10000	 duration:1900.647
 train_loss:3.80060	 train_loss_div:3.80060Train Top-1 class_accuracy: 0.5028411149978638
Train Top-5 class_accuracy: 0.7431811690330505
test epoch:24	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5105800032615662
Top-5 class_accuracy: 0.7685199975967407
test epoch:24	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5116199851036072
Top-5 class_accuracy: 0.7695599794387817
test epoch:24	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5120599865913391
Top-5 class_accuracy: 0.7699799537658691
test epoch:24	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5119999647140503
Top-5 class_accuracy: 0.7698599696159363
Epoch:25	 lr:0.10000	 duration:1859.624
 train_loss:3.79524	 train_loss_div:3.79524Train Top-1 class_accuracy: 0.5035935640335083
Train Top-5 class_accuracy: 0.7441584467887878
test epoch:25	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5292999744415283
Top-5 class_accuracy: 0.780019998550415
test epoch:25	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5316399931907654
Top-5 class_accuracy: 0.7807999849319458
test epoch:25	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5314599871635437
Top-5 class_accuracy: 0.7808600068092346
test epoch:25	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5311999917030334
Top-5 class_accuracy: 0.7807199954986572
Epoch:26	 lr:0.10000	 duration:1893.121
 train_loss:3.77335	 train_loss_div:3.77335Train Top-1 class_accuracy: 0.5061818361282349
Train Top-5 class_accuracy: 0.7466436624526978
test epoch:26	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5196599960327148
Top-5 class_accuracy: 0.771619975566864
test epoch:26	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5209800004959106
Top-5 class_accuracy: 0.7730000019073486
test epoch:26	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.52156001329422
Top-5 class_accuracy: 0.7732399702072144
test epoch:26	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.521120011806488
Top-5 class_accuracy: 0.7734400033950806
Epoch:27	 lr:0.10000	 duration:1987.000
 train_loss:3.77559	 train_loss_div:3.77559Train Top-1 class_accuracy: 0.505825936794281
Train Top-5 class_accuracy: 0.7458693385124207
test epoch:27	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5314199924468994
Top-5 class_accuracy: 0.7833999991416931
test epoch:27	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5329799652099609
Top-5 class_accuracy: 0.7854200005531311
test epoch:27	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5331400036811829
Top-5 class_accuracy: 0.7860400080680847
test epoch:27	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5329999923706055
Top-5 class_accuracy: 0.7858999967575073
Epoch:28	 lr:0.10000	 duration:1874.772
 train_loss:3.77510	 train_loss_div:3.77510Train Top-1 class_accuracy: 0.5060163736343384
Train Top-5 class_accuracy: 0.7455353140830994
test epoch:28	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5422399640083313
Top-5 class_accuracy: 0.7877599596977234
test epoch:28	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.544219970703125
Top-5 class_accuracy: 0.7900199890136719
test epoch:28	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5443199872970581
Top-5 class_accuracy: 0.7904799580574036
test epoch:28	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5440199971199036
Top-5 class_accuracy: 0.7907999753952026
Epoch:29	 lr:0.10000	 duration:1945.261
 train_loss:3.76721	 train_loss_div:3.76721Train Top-1 class_accuracy: 0.5066657662391663
Train Top-5 class_accuracy: 0.746340811252594
test epoch:29	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5435599684715271
Top-5 class_accuracy: 0.7874400019645691
test epoch:29	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5443999767303467
Top-5 class_accuracy: 0.7890200018882751
test epoch:29	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5447999835014343
Top-5 class_accuracy: 0.7890999913215637
test epoch:29	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5445600152015686
Top-5 class_accuracy: 0.7892799973487854
Epoch:30	 lr:0.01000	 duration:1891.066
 train_loss:2.86944	 train_loss_div:2.86944Train Top-1 class_accuracy: 0.6037459373474121
Train Top-5 class_accuracy: 0.8167890310287476
test epoch:30	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6587600111961365
Top-5 class_accuracy: 0.8690599799156189
test epoch:30	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6602999567985535
Top-5 class_accuracy: 0.8704999685287476
test epoch:30	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6612399816513062
Top-5 class_accuracy: 0.8710199594497681
test epoch:30	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6619600057601929
Top-5 class_accuracy: 0.8710399866104126
Epoch:31	 lr:0.01000	 duration:1944.877
 train_loss:2.66974	 train_loss_div:2.66974Train Top-1 class_accuracy: 0.6253606081008911
Train Top-5 class_accuracy: 0.8312165141105652
test epoch:31	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6689800024032593
Top-5 class_accuracy: 0.8743399977684021
test epoch:31	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6717399954795837
Top-5 class_accuracy: 0.8765199780464172
test epoch:31	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6723799705505371
Top-5 class_accuracy: 0.8774799704551697
test epoch:31	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6725599765777588
Top-5 class_accuracy: 0.8777999877929688
Epoch:32	 lr:0.01000	 duration:1955.175
 train_loss:2.59225	 train_loss_div:2.59225Train Top-1 class_accuracy: 0.6346115469932556
Train Top-5 class_accuracy: 0.8374295830726624
test epoch:32	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6729399561882019
Top-5 class_accuracy: 0.877240002155304
test epoch:32	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6746000051498413
Top-5 class_accuracy: 0.8789999485015869
test epoch:32	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6755599975585938
Top-5 class_accuracy: 0.879539966583252
test epoch:32	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6759399771690369
Top-5 class_accuracy: 0.8800599575042725
Epoch:33	 lr:0.01000	 duration:1817.986
 train_loss:2.53406	 train_loss_div:2.53406Train Top-1 class_accuracy: 0.6407309174537659
Train Top-5 class_accuracy: 0.8426685333251953
test epoch:33	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6762399673461914
Top-5 class_accuracy: 0.8776199817657471
test epoch:33	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6787399649620056
Top-5 class_accuracy: 0.8798199892044067
test epoch:33	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6792199611663818
Top-5 class_accuracy: 0.8809399604797363
test epoch:33	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6797400116920471
Top-5 class_accuracy: 0.881119966506958
Epoch:34	 lr:0.01000	 duration:1886.822
 train_loss:2.50069	 train_loss_div:2.50069Train Top-1 class_accuracy: 0.6454391479492188
Train Top-5 class_accuracy: 0.8447073101997375
test epoch:34	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6788199543952942
Top-5 class_accuracy: 0.881060004234314
test epoch:34	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6813600063323975
Top-5 class_accuracy: 0.883139967918396
test epoch:34	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.681879997253418
Top-5 class_accuracy: 0.8837800025939941
test epoch:34	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6821999549865723
Top-5 class_accuracy: 0.8840199708938599
Epoch:35	 lr:0.01000	 duration:2002.168
 train_loss:2.48811	 train_loss_div:2.48811Train Top-1 class_accuracy: 0.6472593545913696
Train Top-5 class_accuracy: 0.8463526964187622
test epoch:35	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6816999912261963
Top-5 class_accuracy: 0.8816199898719788
test epoch:35	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6837799549102783
Top-5 class_accuracy: 0.8835399746894836
test epoch:35	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.684939980506897
Top-5 class_accuracy: 0.8843399882316589
test epoch:35	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6854599714279175
Top-5 class_accuracy: 0.8849599957466125
Epoch:36	 lr:0.01000	 duration:1901.709
 train_loss:2.46900	 train_loss_div:2.46900Train Top-1 class_accuracy: 0.6505751013755798
Train Top-5 class_accuracy: 0.8473361730575562
test epoch:36	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6793599724769592
Top-5 class_accuracy: 0.8815999627113342
test epoch:36	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6813399791717529
Top-5 class_accuracy: 0.883959949016571
test epoch:36	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.682699978351593
Top-5 class_accuracy: 0.8851199746131897
test epoch:36	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6832399964332581
Top-5 class_accuracy: 0.8847799897193909
Epoch:37	 lr:0.01000	 duration:1924.456
 train_loss:2.47029	 train_loss_div:2.47029Train Top-1 class_accuracy: 0.6500130891799927
Train Top-5 class_accuracy: 0.8478513360023499
test epoch:37	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6750400066375732
Top-5 class_accuracy: 0.8803199529647827
test epoch:37	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6767399907112122
Top-5 class_accuracy: 0.8818399906158447
test epoch:37	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6779999732971191
Top-5 class_accuracy: 0.8831999897956848
test epoch:37	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6785799860954285
Top-5 class_accuracy: 0.8833999633789062
Epoch:38	 lr:0.01000	 duration:1922.302
 train_loss:2.46337	 train_loss_div:2.46337Train Top-1 class_accuracy: 0.6496821641921997
Train Top-5 class_accuracy: 0.8494310975074768
test epoch:38	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6792799830436707
Top-5 class_accuracy: 0.8819800019264221
test epoch:38	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6816200017929077
Top-5 class_accuracy: 0.8838599920272827
test epoch:38	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.683139979839325
Top-5 class_accuracy: 0.8844799995422363
test epoch:38	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6829400062561035
Top-5 class_accuracy: 0.8851000070571899
Epoch:39	 lr:0.01000	 duration:1979.422
 train_loss:2.45771	 train_loss_div:2.45771Train Top-1 class_accuracy: 0.6520050168037415
Train Top-5 class_accuracy: 0.850152313709259
test epoch:39	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6730599999427795
Top-5 class_accuracy: 0.8787599802017212
test epoch:39	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6755399703979492
Top-5 class_accuracy: 0.880620002746582
test epoch:39	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6771199703216553
Top-5 class_accuracy: 0.8813599944114685
test epoch:39	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6769199967384338
Top-5 class_accuracy: 0.8821199536323547
Epoch:40	 lr:0.01000	 duration:1946.619
 train_loss:2.45962	 train_loss_div:2.45962Train Top-1 class_accuracy: 0.6525014638900757
Train Top-5 class_accuracy: 0.8502085208892822
test epoch:40	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6766200065612793
Top-5 class_accuracy: 0.8807399868965149
test epoch:40	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6800000071525574
Top-5 class_accuracy: 0.882860004901886
test epoch:40	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6807999610900879
Top-5 class_accuracy: 0.884119987487793
test epoch:40	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6808199882507324
Top-5 class_accuracy: 0.8842999935150146
Epoch:41	 lr:0.01000	 duration:1955.370
 train_loss:2.45873	 train_loss_div:2.45873Train Top-1 class_accuracy: 0.6531851887702942
Train Top-5 class_accuracy: 0.8503333926200867
test epoch:41	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.677899956703186
Top-5 class_accuracy: 0.8795799612998962
test epoch:41	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.680079996585846
Top-5 class_accuracy: 0.881879985332489
test epoch:41	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.681719958782196
Top-5 class_accuracy: 0.8828799724578857
test epoch:41	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6821199655532837
Top-5 class_accuracy: 0.88291996717453
Epoch:42	 lr:0.01000	 duration:1926.361
 train_loss:2.46082	 train_loss_div:2.46082Train Top-1 class_accuracy: 0.6517552733421326
Train Top-5 class_accuracy: 0.8510827422142029
test epoch:42	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6760599613189697
Top-5 class_accuracy: 0.8785799741744995
test epoch:42	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6785599589347839
Top-5 class_accuracy: 0.8810199499130249
test epoch:42	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6796599626541138
Top-5 class_accuracy: 0.8822999596595764
test epoch:42	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6801599860191345
Top-5 class_accuracy: 0.8824999928474426
Epoch:43	 lr:0.01000	 duration:1876.686
 train_loss:2.46388	 train_loss_div:2.46388Train Top-1 class_accuracy: 0.6520299911499023
Train Top-5 class_accuracy: 0.8506830930709839
test epoch:43	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6749399900436401
Top-5 class_accuracy: 0.8800599575042725
test epoch:43	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6773399710655212
Top-5 class_accuracy: 0.8817399740219116
test epoch:43	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6787199974060059
Top-5 class_accuracy: 0.8828999996185303
test epoch:43	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6787599921226501
Top-5 class_accuracy: 0.883139967918396
Epoch:44	 lr:0.01000	 duration:2045.679
 train_loss:2.46158	 train_loss_div:2.46158Train Top-1 class_accuracy: 0.6525701284408569
Train Top-5 class_accuracy: 0.850392758846283
test epoch:44	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6759799718856812
Top-5 class_accuracy: 0.8792199492454529
test epoch:44	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6784399747848511
Top-5 class_accuracy: 0.8815400004386902
test epoch:44	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6797800064086914
Top-5 class_accuracy: 0.8827799558639526
test epoch:44	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6797599792480469
Top-5 class_accuracy: 0.882860004901886
Epoch:45	 lr:0.01000	 duration:2152.018
 train_loss:2.46915	 train_loss_div:2.46915Train Top-1 class_accuracy: 0.6517177820205688
Train Top-5 class_accuracy: 0.8507080674171448
test epoch:45	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6725599765777588
Top-5 class_accuracy: 0.8779199719429016
test epoch:45	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6750800013542175
Top-5 class_accuracy: 0.8804999589920044
test epoch:45	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6762199997901917
Top-5 class_accuracy: 0.8816799521446228
test epoch:45	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6761599779129028
Top-5 class_accuracy: 0.8816999793052673
Epoch:46	 lr:0.01000	 duration:2193.639
 train_loss:2.46919	 train_loss_div:2.46919Train Top-1 class_accuracy: 0.6516522169113159
Train Top-5 class_accuracy: 0.8507986068725586
test epoch:46	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6752600073814392
Top-5 class_accuracy: 0.8804999589920044
test epoch:46	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6791799664497375
Top-5 class_accuracy: 0.8823599815368652
test epoch:46	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6810399889945984
Top-5 class_accuracy: 0.8837399482727051
test epoch:46	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.681659996509552
Top-5 class_accuracy: 0.8837999701499939
Epoch:47	 lr:0.01000	 duration:2160.608
 train_loss:2.46942	 train_loss_div:2.46942Train Top-1 class_accuracy: 0.65199875831604
Train Top-5 class_accuracy: 0.8502803444862366
test epoch:47	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6801599860191345
Top-5 class_accuracy: 0.8826599717140198
test epoch:47	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6829999685287476
Top-5 class_accuracy: 0.884660005569458
test epoch:47	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6842199563980103
Top-5 class_accuracy: 0.8857399821281433
test epoch:47	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6847999691963196
Top-5 class_accuracy: 0.8858399987220764
Epoch:48	 lr:0.01000	 duration:2145.708
 train_loss:2.46051	 train_loss_div:2.46051Train Top-1 class_accuracy: 0.6528043150901794
Train Top-5 class_accuracy: 0.8518320322036743
test epoch:48	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.678339958190918
Top-5 class_accuracy: 0.8826599717140198
test epoch:48	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6812399625778198
Top-5 class_accuracy: 0.8847000002861023
test epoch:48	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6816200017929077
Top-5 class_accuracy: 0.8856799602508545
test epoch:48	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6814000010490417
Top-5 class_accuracy: 0.885919988155365
Epoch:49	 lr:0.01000	 duration:2174.097
 train_loss:2.46835	 train_loss_div:2.46835Train Top-1 class_accuracy: 0.652716875076294
Train Top-5 class_accuracy: 0.8506362438201904
test epoch:49	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6680999994277954
Top-5 class_accuracy: 0.8764599561691284
test epoch:49	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6714000105857849
Top-5 class_accuracy: 0.8790199756622314
test epoch:49	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6728399991989136
Top-5 class_accuracy: 0.8805199861526489
test epoch:49	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6736400127410889
Top-5 class_accuracy: 0.8809599876403809
Epoch:50	 lr:0.01000	 duration:2258.430
 train_loss:2.47115	 train_loss_div:2.47115Train Top-1 class_accuracy: 0.6508966684341431
Train Top-5 class_accuracy: 0.8508517146110535
test epoch:50	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6745399832725525
Top-5 class_accuracy: 0.8797999620437622
test epoch:50	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.678059995174408
Top-5 class_accuracy: 0.881339967250824
test epoch:50	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6796799898147583
Top-5 class_accuracy: 0.8825599551200867
test epoch:50	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6805199980735779
Top-5 class_accuracy: 0.8831999897956848
Epoch:51	 lr:0.01000	 duration:2203.200
 train_loss:2.46175	 train_loss_div:2.46175Train Top-1 class_accuracy: 0.6541593074798584
Train Top-5 class_accuracy: 0.8523721694946289
test epoch:51	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6739000082015991
Top-5 class_accuracy: 0.8789799809455872
test epoch:51	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6760199666023254
Top-5 class_accuracy: 0.8815799951553345
test epoch:51	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6774199604988098
Top-5 class_accuracy: 0.8825399875640869
test epoch:51	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6781799793243408
Top-5 class_accuracy: 0.8834999799728394
Epoch:52	 lr:0.01000	 duration:2210.464
 train_loss:2.46541	 train_loss_div:2.46541Train Top-1 class_accuracy: 0.6531508564949036
Train Top-5 class_accuracy: 0.8507486581802368
test epoch:52	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6755599975585938
Top-5 class_accuracy: 0.8787199854850769
test epoch:52	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6779800057411194
Top-5 class_accuracy: 0.8813599944114685
test epoch:52	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6789000034332275
Top-5 class_accuracy: 0.8827799558639526
test epoch:52	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6794599890708923
Top-5 class_accuracy: 0.8833199739456177
Epoch:53	 lr:0.01000	 duration:1933.303
 train_loss:2.45898	 train_loss_div:2.45898Train Top-1 class_accuracy: 0.6541718244552612
Train Top-5 class_accuracy: 0.8525407910346985
test epoch:53	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6762599945068359
Top-5 class_accuracy: 0.8818199634552002
test epoch:53	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.679099977016449
Top-5 class_accuracy: 0.884660005569458
test epoch:53	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6796199679374695
Top-5 class_accuracy: 0.8862199783325195
test epoch:53	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6804400086402893
Top-5 class_accuracy: 0.8863999843597412
Epoch:54	 lr:0.01000	 duration:1906.955
 train_loss:2.45835	 train_loss_div:2.45835Train Top-1 class_accuracy: 0.6545027494430542
Train Top-5 class_accuracy: 0.8513918519020081
test epoch:54	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6713799834251404
Top-5 class_accuracy: 0.8772199749946594
test epoch:54	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6746000051498413
Top-5 class_accuracy: 0.8798399567604065
test epoch:54	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6759200096130371
Top-5 class_accuracy: 0.8807199597358704
test epoch:54	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.676580011844635
Top-5 class_accuracy: 0.8810799717903137
Epoch:55	 lr:0.01000	 duration:1599.600
 train_loss:2.45716	 train_loss_div:2.45716Train Top-1 class_accuracy: 0.6544840335845947
Train Top-5 class_accuracy: 0.852931022644043
test epoch:55	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6734399795532227
Top-5 class_accuracy: 0.8816799521446228
test epoch:55	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6767799854278564
Top-5 class_accuracy: 0.8840999603271484
test epoch:55	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6782199740409851
Top-5 class_accuracy: 0.8848999738693237
test epoch:55	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6795399785041809
Top-5 class_accuracy: 0.8855599761009216
Epoch:56	 lr:0.01000	 duration:1524.710
 train_loss:2.45993	 train_loss_div:2.45993Train Top-1 class_accuracy: 0.6537222266197205
Train Top-5 class_accuracy: 0.8522597551345825
test epoch:56	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6724399924278259
Top-5 class_accuracy: 0.8789599537849426
test epoch:56	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6751799583435059
Top-5 class_accuracy: 0.8815199732780457
test epoch:56	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6767399907112122
Top-5 class_accuracy: 0.8827999830245972
test epoch:56	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6770199537277222
Top-5 class_accuracy: 0.8831200003623962
Epoch:57	 lr:0.01000	 duration:1554.989
 train_loss:2.45670	 train_loss_div:2.45670Train Top-1 class_accuracy: 0.6545464396476746
Train Top-5 class_accuracy: 0.8520318865776062
test epoch:57	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6765999794006348
Top-5 class_accuracy: 0.8823999762535095
test epoch:57	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6796799898147583
Top-5 class_accuracy: 0.8846399784088135
test epoch:57	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6811800003051758
Top-5 class_accuracy: 0.8858000040054321
test epoch:57	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6812799572944641
Top-5 class_accuracy: 0.8860799670219421
Epoch:58	 lr:0.01000	 duration:1525.717
 train_loss:2.45020	 train_loss_div:2.45020Train Top-1 class_accuracy: 0.6547899842262268
Train Top-5 class_accuracy: 0.8524564504623413
test epoch:58	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6753599643707275
Top-5 class_accuracy: 0.8816799521446228
test epoch:58	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6782400012016296
Top-5 class_accuracy: 0.8845799565315247
test epoch:58	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6794799566268921
Top-5 class_accuracy: 0.8858999609947205
test epoch:58	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6797800064086914
Top-5 class_accuracy: 0.8865599632263184
Epoch:59	 lr:0.01000	 duration:1505.868
 train_loss:2.44773	 train_loss_div:2.44773Train Top-1 class_accuracy: 0.6541873812675476
Train Top-5 class_accuracy: 0.8527780771255493
test epoch:59	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6792399883270264
Top-5 class_accuracy: 0.8825199604034424
test epoch:59	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6821399927139282
Top-5 class_accuracy: 0.8844199776649475
test epoch:59	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6843000054359436
Top-5 class_accuracy: 0.8853199481964111
test epoch:59	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6845200061798096
Top-5 class_accuracy: 0.8853399753570557
Epoch:60	 lr:0.00100	 duration:1574.043
 train_loss:2.16703	 train_loss_div:2.16703Train Top-1 class_accuracy: 0.6880159378051758
Train Top-5 class_accuracy: 0.871845006942749
test epoch:60	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7092199921607971
Top-5 class_accuracy: 0.8990799784660339
test epoch:60	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7117999792098999
Top-5 class_accuracy: 0.9015199542045593
test epoch:60	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.712939977645874
Top-5 class_accuracy: 0.9024800062179565
test epoch:60	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7134199738502502
Top-5 class_accuracy: 0.9029399752616882
Epoch:61	 lr:0.00100	 duration:1561.239
 train_loss:2.10230	 train_loss_div:2.10230Train Top-1 class_accuracy: 0.6953217387199402
Train Top-5 class_accuracy: 0.8764314651489258
test epoch:61	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.710919976234436
Top-5 class_accuracy: 0.9009799957275391
test epoch:61	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7137999534606934
Top-5 class_accuracy: 0.9025999903678894
test epoch:61	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7151399850845337
Top-5 class_accuracy: 0.903439998626709
test epoch:61	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.715719997882843
Top-5 class_accuracy: 0.9043200016021729
Epoch:62	 lr:0.00100	 duration:1559.383
 train_loss:2.08507	 train_loss_div:2.08507Train Top-1 class_accuracy: 0.6972012519836426
Train Top-5 class_accuracy: 0.8769622445106506
test epoch:62	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7121999859809875
Top-5 class_accuracy: 0.9007999897003174
test epoch:62	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7155799865722656
Top-5 class_accuracy: 0.9030999541282654
test epoch:62	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7168999910354614
Top-5 class_accuracy: 0.9042199850082397
test epoch:62	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7179200053215027
Top-5 class_accuracy: 0.9041599631309509
Epoch:63	 lr:0.00100	 duration:1566.257
 train_loss:2.05759	 train_loss_div:2.05759Train Top-1 class_accuracy: 0.7022498250007629
Train Top-5 class_accuracy: 0.8789541721343994
test epoch:63	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7144799828529358
Top-5 class_accuracy: 0.9024999737739563
test epoch:63	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7174999713897705
Top-5 class_accuracy: 0.904259979724884
test epoch:63	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7192999720573425
Top-5 class_accuracy: 0.9052599668502808
test epoch:63	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7202000021934509
Top-5 class_accuracy: 0.905299961566925
Epoch:64	 lr:0.00100	 duration:1571.729
 train_loss:2.04836	 train_loss_div:2.04836Train Top-1 class_accuracy: 0.7021998167037964
Train Top-5 class_accuracy: 0.8798596262931824
test epoch:64	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.714739978313446
Top-5 class_accuracy: 0.9025399684906006
test epoch:64	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7181800007820129
Top-5 class_accuracy: 0.9045799970626831
test epoch:64	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.719980001449585
Top-5 class_accuracy: 0.9057999849319458
test epoch:64	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.721019983291626
Top-5 class_accuracy: 0.9061599969863892
Epoch:65	 lr:0.00100	 duration:1588.384
 train_loss:2.04034	 train_loss_div:2.04034Train Top-1 class_accuracy: 0.7033425569534302
Train Top-5 class_accuracy: 0.8806213736534119
test epoch:65	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7155399918556213
Top-5 class_accuracy: 0.903659999370575
test epoch:65	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7185199856758118
Top-5 class_accuracy: 0.9057799577713013
test epoch:65	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7201799750328064
Top-5 class_accuracy: 0.9066599607467651
test epoch:65	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.721560001373291
Top-5 class_accuracy: 0.9069199562072754
Epoch:66	 lr:0.00100	 duration:1599.125
 train_loss:2.03140	 train_loss_div:2.03140Train Top-1 class_accuracy: 0.7041730284690857
Train Top-5 class_accuracy: 0.8816111087799072
test epoch:66	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7160599827766418
Top-5 class_accuracy: 0.9035599827766418
test epoch:66	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7196399569511414
Top-5 class_accuracy: 0.9058399796485901
test epoch:66	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7209199666976929
Top-5 class_accuracy: 0.9073799848556519
test epoch:66	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.721839964389801
Top-5 class_accuracy: 0.9077799916267395
Epoch:67	 lr:0.00100	 duration:1526.125
 train_loss:2.02321	 train_loss_div:2.02321Train Top-1 class_accuracy: 0.7060151100158691
Train Top-5 class_accuracy: 0.8821169137954712
test epoch:67	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7168599963188171
Top-5 class_accuracy: 0.9041599631309509
test epoch:67	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7205399870872498
Top-5 class_accuracy: 0.9060399532318115
test epoch:67	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7224999666213989
Top-5 class_accuracy: 0.9068999886512756
test epoch:67	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7234399914741516
Top-5 class_accuracy: 0.9072999954223633
Epoch:68	 lr:0.00100	 duration:1536.612
 train_loss:2.01780	 train_loss_div:2.01780Train Top-1 class_accuracy: 0.7075106501579285
Train Top-5 class_accuracy: 0.8820357322692871
test epoch:68	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7169599533081055
Top-5 class_accuracy: 0.9043399691581726
test epoch:68	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7214399576187134
Top-5 class_accuracy: 0.9060399532318115
test epoch:68	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7228599786758423
Top-5 class_accuracy: 0.9070599675178528
test epoch:68	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7234999537467957
Top-5 class_accuracy: 0.9076599478721619
Epoch:69	 lr:0.00100	 duration:1572.020
 train_loss:2.01348	 train_loss_div:2.01348Train Top-1 class_accuracy: 0.7064490914344788
Train Top-5 class_accuracy: 0.883272111415863
test epoch:69	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7177000045776367
Top-5 class_accuracy: 0.9052599668502808
test epoch:69	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7206400036811829
Top-5 class_accuracy: 0.9065600037574768
test epoch:69	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7226600050926208
Top-5 class_accuracy: 0.9079399704933167
test epoch:69	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7229599952697754
Top-5 class_accuracy: 0.9083399772644043
Epoch:70	 lr:0.00100	 duration:1583.102
 train_loss:2.00755	 train_loss_div:2.00755Train Top-1 class_accuracy: 0.7078072428703308
Train Top-5 class_accuracy: 0.883749783039093
test epoch:70	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7177000045776367
Top-5 class_accuracy: 0.9051199555397034
test epoch:70	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7210999727249146
Top-5 class_accuracy: 0.9070999622344971
test epoch:70	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7223399877548218
Top-5 class_accuracy: 0.908079981803894
test epoch:70	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7230799794197083
Top-5 class_accuracy: 0.908519983291626
Epoch:71	 lr:0.00100	 duration:1584.913
 train_loss:2.00325	 train_loss_div:2.00325Train Top-1 class_accuracy: 0.7082037329673767
Train Top-5 class_accuracy: 0.8828849792480469
test epoch:71	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7182599902153015
Top-5 class_accuracy: 0.9046399593353271
test epoch:71	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7214599847793579
Top-5 class_accuracy: 0.9062199592590332
test epoch:71	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7234399914741516
Top-5 class_accuracy: 0.9074400067329407
test epoch:71	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7240399718284607
Top-5 class_accuracy: 0.9076399803161621
Epoch:72	 lr:0.00100	 duration:1563.048
 train_loss:2.00037	 train_loss_div:2.00037Train Top-1 class_accuracy: 0.7092871069908142
Train Top-5 class_accuracy: 0.8840838670730591
test epoch:72	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7184399962425232
Top-5 class_accuracy: 0.9046799540519714
test epoch:72	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7216399908065796
Top-5 class_accuracy: 0.9065399765968323
test epoch:72	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7234999537467957
Top-5 class_accuracy: 0.9077399969100952
test epoch:72	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7241799831390381
Top-5 class_accuracy: 0.9082599878311157
Epoch:73	 lr:0.00100	 duration:1582.306
 train_loss:1.99092	 train_loss_div:1.99092Train Top-1 class_accuracy: 0.7106608748435974
Train Top-5 class_accuracy: 0.8849143385887146
test epoch:73	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.718779981136322
Top-5 class_accuracy: 0.905019998550415
test epoch:73	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7213000059127808
Top-5 class_accuracy: 0.9071799516677856
test epoch:73	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7231799960136414
Top-5 class_accuracy: 0.9079200029373169
test epoch:73	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7234999537467957
Top-5 class_accuracy: 0.9083799719810486
Epoch:74	 lr:0.00100	 duration:1568.308
 train_loss:1.99117	 train_loss_div:1.99117Train Top-1 class_accuracy: 0.7103330492973328
Train Top-5 class_accuracy: 0.884442925453186
test epoch:74	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7196199893951416
Top-5 class_accuracy: 0.9043999910354614
test epoch:74	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7228599786758423
Top-5 class_accuracy: 0.9069599509239197
test epoch:74	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7242000102996826
Top-5 class_accuracy: 0.9076399803161621
test epoch:74	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7244600057601929
Top-5 class_accuracy: 0.908079981803894
Epoch:75	 lr:0.00100	 duration:1558.572
 train_loss:1.98205	 train_loss_div:1.98205Train Top-1 class_accuracy: 0.7119097113609314
Train Top-5 class_accuracy: 0.8855075836181641
test epoch:75	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7198799848556519
Top-5 class_accuracy: 0.9056800007820129
test epoch:75	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7229399681091309
Top-5 class_accuracy: 0.9076399803161621
test epoch:75	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7245000004768372
Top-5 class_accuracy: 0.9084599614143372
test epoch:75	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7254599928855896
Top-5 class_accuracy: 0.9085800051689148
Epoch:76	 lr:0.00100	 duration:1535.558
 train_loss:1.97964	 train_loss_div:1.97964Train Top-1 class_accuracy: 0.7125372886657715
Train Top-5 class_accuracy: 0.8855606317520142
test epoch:76	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7198799848556519
Top-5 class_accuracy: 0.9053799510002136
test epoch:76	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7227199673652649
Top-5 class_accuracy: 0.9069599509239197
test epoch:76	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.72461998462677
Top-5 class_accuracy: 0.9079799652099609
test epoch:76	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7252999544143677
Top-5 class_accuracy: 0.9083600044250488
Epoch:77	 lr:0.00100	 duration:1570.720
 train_loss:1.97333	 train_loss_div:1.97333Train Top-1 class_accuracy: 0.713502049446106
Train Top-5 class_accuracy: 0.8860414624214172
test epoch:77	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7202399969100952
Top-5 class_accuracy: 0.9055999517440796
test epoch:77	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7237799763679504
Top-5 class_accuracy: 0.9071599841117859
test epoch:77	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7256799936294556
Top-5 class_accuracy: 0.907759964466095
test epoch:77	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7267400026321411
Top-5 class_accuracy: 0.9086599946022034
Epoch:78	 lr:0.00100	 duration:1538.548
 train_loss:1.98169	 train_loss_div:1.98169Train Top-1 class_accuracy: 0.711132287979126
Train Top-5 class_accuracy: 0.8859602808952332
test epoch:78	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7216399908065796
Top-5 class_accuracy: 0.9058399796485901
test epoch:78	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7243399620056152
Top-5 class_accuracy: 0.9075799584388733
test epoch:78	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7261199951171875
Top-5 class_accuracy: 0.9082399606704712
test epoch:78	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7267999649047852
Top-5 class_accuracy: 0.9084199666976929
Epoch:79	 lr:0.00100	 duration:1521.750
 train_loss:1.97208	 train_loss_div:1.97208Train Top-1 class_accuracy: 0.7132522463798523
Train Top-5 class_accuracy: 0.8863006234169006
test epoch:79	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.720039963722229
Top-5 class_accuracy: 0.9055999517440796
test epoch:79	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7229799628257751
Top-5 class_accuracy: 0.9075999855995178
test epoch:79	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7240999937057495
Top-5 class_accuracy: 0.9087799787521362
test epoch:79	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7247599959373474
Top-5 class_accuracy: 0.9093199968338013
Epoch:80	 lr:0.00100	 duration:1560.156
 train_loss:1.96710	 train_loss_div:1.96710Train Top-1 class_accuracy: 0.7137892842292786
Train Top-5 class_accuracy: 0.8879803419113159
test epoch:80	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7203800082206726
Top-5 class_accuracy: 0.9058600068092346
test epoch:80	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7238399982452393
Top-5 class_accuracy: 0.9081799983978271
test epoch:80	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7249400019645691
Top-5 class_accuracy: 0.909339964389801
test epoch:80	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.725879967212677
Top-5 class_accuracy: 0.9097200036048889
Epoch:81	 lr:0.00100	 duration:1599.059
 train_loss:1.96917	 train_loss_div:1.96917Train Top-1 class_accuracy: 0.7147446274757385
Train Top-5 class_accuracy: 0.8867720365524292
test epoch:81	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7200999855995178
Top-5 class_accuracy: 0.9059999585151672
test epoch:81	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7234999537467957
Top-5 class_accuracy: 0.9079399704933167
test epoch:81	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7244200110435486
Top-5 class_accuracy: 0.9091399908065796
test epoch:81	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7246999740600586
Top-5 class_accuracy: 0.909280002117157
Epoch:82	 lr:0.00100	 duration:1588.334
 train_loss:1.97063	 train_loss_div:1.97063Train Top-1 class_accuracy: 0.7131242752075195
Train Top-5 class_accuracy: 0.8864379525184631
test epoch:82	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7208999991416931
Top-5 class_accuracy: 0.9061799645423889
test epoch:82	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7240399718284607
Top-5 class_accuracy: 0.9078799486160278
test epoch:82	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7260199785232544
Top-5 class_accuracy: 0.9086399674415588
test epoch:82	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7269999980926514
Top-5 class_accuracy: 0.9092999696731567
Epoch:83	 lr:0.00100	 duration:1580.973
 train_loss:1.96707	 train_loss_div:1.96707Train Top-1 class_accuracy: 0.7146384716033936
Train Top-5 class_accuracy: 0.8867220878601074
test epoch:83	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7208200097084045
Top-5 class_accuracy: 0.9068599939346313
test epoch:83	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7248599529266357
Top-5 class_accuracy: 0.9078999757766724
test epoch:83	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7265200018882751
Top-5 class_accuracy: 0.9090799689292908
test epoch:83	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7266799807548523
Top-5 class_accuracy: 0.9099799990653992
Epoch:84	 lr:0.00100	 duration:1573.254
 train_loss:1.95770	 train_loss_div:1.95770Train Top-1 class_accuracy: 0.7148070931434631
Train Top-5 class_accuracy: 0.8879147171974182
test epoch:84	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7213199734687805
Top-5 class_accuracy: 0.9061799645423889
test epoch:84	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7247599959373474
Top-5 class_accuracy: 0.9079999923706055
test epoch:84	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7263199687004089
Top-5 class_accuracy: 0.9091399908065796
test epoch:84	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7268999814987183
Top-5 class_accuracy: 0.9092199802398682
Epoch:85	 lr:0.00100	 duration:1593.345
 train_loss:1.95739	 train_loss_div:1.95739Train Top-1 class_accuracy: 0.7147196531295776
Train Top-5 class_accuracy: 0.8876587152481079
test epoch:85	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7203399538993835
Top-5 class_accuracy: 0.9059000015258789
test epoch:85	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7237600088119507
Top-5 class_accuracy: 0.9071999788284302
test epoch:85	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.725380003452301
Top-5 class_accuracy: 0.9085399508476257
test epoch:85	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7270999550819397
Top-5 class_accuracy: 0.9088000059127808
Epoch:86	 lr:0.00100	 duration:1543.269
 train_loss:1.96540	 train_loss_div:1.96540Train Top-1 class_accuracy: 0.7153659462928772
Train Top-5 class_accuracy: 0.8868750929832458
test epoch:86	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7199999690055847
Top-5 class_accuracy: 0.9058399796485901
test epoch:86	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.723039984703064
Top-5 class_accuracy: 0.9076199531555176
test epoch:86	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7241599559783936
Top-5 class_accuracy: 0.9089399576187134
test epoch:86	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7254199981689453
Top-5 class_accuracy: 0.9094199538230896
Epoch:87	 lr:0.00100	 duration:1585.129
 train_loss:1.95262	 train_loss_div:1.95262Train Top-1 class_accuracy: 0.7156438231468201
Train Top-5 class_accuracy: 0.8883674740791321
test epoch:87	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7209199666976929
Top-5 class_accuracy: 0.9068999886512756
test epoch:87	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7247799634933472
Top-5 class_accuracy: 0.9088599681854248
test epoch:87	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7261999845504761
Top-5 class_accuracy: 0.9094599485397339
test epoch:87	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7267599701881409
Top-5 class_accuracy: 0.9098399877548218
Epoch:88	 lr:0.00100	 duration:1594.662
 train_loss:1.95326	 train_loss_div:1.95326Train Top-1 class_accuracy: 0.7157281041145325
Train Top-5 class_accuracy: 0.8878397941589355
test epoch:88	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7224999666213989
Top-5 class_accuracy: 0.9066199660301208
test epoch:88	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7254199981689453
Top-5 class_accuracy: 0.9085399508476257
test epoch:88	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.727180004119873
Top-5 class_accuracy: 0.9097200036048889
test epoch:88	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.727899968624115
Top-5 class_accuracy: 0.9095999598503113
Epoch:89	 lr:0.00100	 duration:1542.785
 train_loss:1.95653	 train_loss_div:1.95653Train Top-1 class_accuracy: 0.7161808609962463
Train Top-5 class_accuracy: 0.8874058127403259
test epoch:89	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7210400104522705
Top-5 class_accuracy: 0.9060799479484558
test epoch:89	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7240599989891052
Top-5 class_accuracy: 0.9083199501037598
test epoch:89	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7254399657249451
Top-5 class_accuracy: 0.9095199704170227
test epoch:89	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7261199951171875
Top-5 class_accuracy: 0.9098399877548218
Epoch:90	 lr:0.00010	 duration:1546.960
 train_loss:1.92165	 train_loss_div:1.92165Train Top-1 class_accuracy: 0.7200273275375366
Train Top-5 class_accuracy: 0.8904062509536743
test epoch:90	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.724299967288971
Top-5 class_accuracy: 0.9083199501037598
test epoch:90	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7275599837303162
Top-5 class_accuracy: 0.9096799492835999
test epoch:90	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7291600108146667
Top-5 class_accuracy: 0.910860002040863
test epoch:90	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7295599579811096
Top-5 class_accuracy: 0.9109999537467957
Epoch:91	 lr:0.00010	 duration:1560.929
 train_loss:1.90477	 train_loss_div:1.90477Train Top-1 class_accuracy: 0.7222096920013428
Train Top-5 class_accuracy: 0.8921265006065369
test epoch:91	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7251799702644348
Top-5 class_accuracy: 0.9082799553871155
test epoch:91	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7285599708557129
Top-5 class_accuracy: 0.9098999500274658
test epoch:91	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7298600077629089
Top-5 class_accuracy: 0.910539984703064
test epoch:91	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7298399806022644
Top-5 class_accuracy: 0.9110399484634399
Epoch:92	 lr:0.00010	 duration:1553.910
 train_loss:1.91154	 train_loss_div:1.91154Train Top-1 class_accuracy: 0.7212949395179749
Train Top-5 class_accuracy: 0.8903500437736511
test epoch:92	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7250199913978577
Top-5 class_accuracy: 0.9076599478721619
test epoch:92	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7281399965286255
Top-5 class_accuracy: 0.9094599485397339
test epoch:92	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7294600009918213
Top-5 class_accuracy: 0.9102199673652649
test epoch:92	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7301200032234192
Top-5 class_accuracy: 0.9105599522590637
Epoch:93	 lr:0.00010	 duration:1550.552
 train_loss:1.90941	 train_loss_div:1.90941Train Top-1 class_accuracy: 0.7215946316719055
Train Top-5 class_accuracy: 0.8905904293060303
test epoch:93	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7242400050163269
Top-5 class_accuracy: 0.9081599712371826
test epoch:93	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7277799844741821
Top-5 class_accuracy: 0.9097399711608887
test epoch:93	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7297199964523315
Top-5 class_accuracy: 0.9109799861907959
test epoch:93	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7300599813461304
Top-5 class_accuracy: 0.9113399982452393
Epoch:94	 lr:0.00010	 duration:1565.813
 train_loss:1.90279	 train_loss_div:1.90279Train Top-1 class_accuracy: 0.7225157022476196
Train Top-5 class_accuracy: 0.8914147019386292
test epoch:94	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7247599959373474
Top-5 class_accuracy: 0.908840000629425
test epoch:94	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7283599972724915
Top-5 class_accuracy: 0.910539984703064
test epoch:94	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7299799919128418
Top-5 class_accuracy: 0.9118199944496155
test epoch:94	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7307199835777283
Top-5 class_accuracy: 0.9122599959373474
Epoch:95	 lr:0.00010	 duration:1609.757
 train_loss:1.90454	 train_loss_div:1.90454Train Top-1 class_accuracy: 0.7228872179985046
Train Top-5 class_accuracy: 0.8914490342140198
test epoch:95	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.725820004940033
Top-5 class_accuracy: 0.9085999727249146
test epoch:95	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7287399768829346
Top-5 class_accuracy: 0.9103800058364868
test epoch:95	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7303799986839294
Top-5 class_accuracy: 0.9115200042724609
test epoch:95	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7315599918365479
Top-5 class_accuracy: 0.911899983882904
Epoch:96	 lr:0.00010	 duration:1596.695
 train_loss:1.90028	 train_loss_div:1.90028Train Top-1 class_accuracy: 0.7223783135414124
Train Top-5 class_accuracy: 0.8916613459587097
test epoch:96	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7246999740600586
Top-5 class_accuracy: 0.9085800051689148
test epoch:96	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7283399701118469
Top-5 class_accuracy: 0.9101799726486206
test epoch:96	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7297999858856201
Top-5 class_accuracy: 0.9110399484634399
test epoch:96	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7309799790382385
Top-5 class_accuracy: 0.9115599989891052
Epoch:97	 lr:0.00010	 duration:1560.212
 train_loss:1.89899	 train_loss_div:1.89899Train Top-1 class_accuracy: 0.7229247093200684
Train Top-5 class_accuracy: 0.8918330669403076
test epoch:97	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7253199815750122
Top-5 class_accuracy: 0.9084799885749817
test epoch:97	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7284199595451355
Top-5 class_accuracy: 0.9104200005531311
test epoch:97	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7304199934005737
Top-5 class_accuracy: 0.911799967288971
test epoch:97	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7307199835777283
Top-5 class_accuracy: 0.911899983882904
Epoch:98	 lr:0.00010	 duration:1562.197
 train_loss:1.90231	 train_loss_div:1.90231Train Top-1 class_accuracy: 0.7223501801490784
Train Top-5 class_accuracy: 0.8910213112831116
test epoch:98	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7258599996566772
Top-5 class_accuracy: 0.9077000021934509
test epoch:98	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7289599776268005
Top-5 class_accuracy: 0.909779965877533
test epoch:98	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7303199768066406
Top-5 class_accuracy: 0.9110199809074402
test epoch:98	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7309399843215942
Top-5 class_accuracy: 0.9111799597740173
Epoch:99	 lr:0.00010	 duration:1567.539
 train_loss:1.89947	 train_loss_div:1.89947Train Top-1 class_accuracy: 0.723252534866333
Train Top-5 class_accuracy: 0.891770601272583
test epoch:99	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7249199748039246
Top-5 class_accuracy: 0.9083999991416931
test epoch:99	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7286199927330017
Top-5 class_accuracy: 0.910099983215332
test epoch:99	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7308399677276611
Top-5 class_accuracy: 0.9112199544906616
test epoch:99	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7317000031471252
Top-5 class_accuracy: 0.9117799997329712
best_accuracy: 0.9122599959373474 
best_accuracy: 0.0 
