Epoch:0	 lr:0.10000	 duration:1631.612
 train_loss:7.42012	 train_loss_div:7.42012Train Top-1 class_accuracy: 0.1632385402917862
Train Top-5 class_accuracy: 0.34521934390068054
test epoch:0	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2675199806690216
Top-5 class_accuracy: 0.5167399644851685
test epoch:0	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2727600038051605
Top-5 class_accuracy: 0.5214799642562866
test epoch:0	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.27300000190734863
Top-5 class_accuracy: 0.5215399861335754
test epoch:0	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.27160000801086426
Top-5 class_accuracy: 0.5204399824142456
Epoch:1	 lr:0.10000	 duration:1605.938
 train_loss:5.55849	 train_loss_div:5.55849Train Top-1 class_accuracy: 0.3256184756755829
Train Top-5 class_accuracy: 0.5711662769317627
test epoch:1	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3867399990558624
Top-5 class_accuracy: 0.6493200063705444
test epoch:1	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3900800049304962
Top-5 class_accuracy: 0.6547399759292603
test epoch:1	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.389739990234375
Top-5 class_accuracy: 0.6540600061416626
test epoch:1	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.38811999559402466
Top-5 class_accuracy: 0.6527199745178223
Epoch:2	 lr:0.10000	 duration:1600.148
 train_loss:4.94619	 train_loss_div:4.94619Train Top-1 class_accuracy: 0.3869125545024872
Train Top-5 class_accuracy: 0.638102114200592
test epoch:2	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4264799952507019
Top-5 class_accuracy: 0.6893999576568604
test epoch:2	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4307200014591217
Top-5 class_accuracy: 0.6938799619674683
test epoch:2	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.43163999915122986
Top-5 class_accuracy: 0.6952799558639526
test epoch:2	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4306999742984772
Top-5 class_accuracy: 0.6945399641990662
Epoch:3	 lr:0.10000	 duration:1627.705
 train_loss:4.64442	 train_loss_div:4.64442Train Top-1 class_accuracy: 0.4172910749912262
Train Top-5 class_accuracy: 0.6670881509780884
test epoch:3	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4572799801826477
Top-5 class_accuracy: 0.7227999567985535
test epoch:3	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4646399915218353
Top-5 class_accuracy: 0.727620005607605
test epoch:3	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46595999598503113
Top-5 class_accuracy: 0.728659987449646
test epoch:3	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4649999737739563
Top-5 class_accuracy: 0.7282399535179138
Epoch:4	 lr:0.10000	 duration:1806.937
 train_loss:4.44816	 train_loss_div:4.44816Train Top-1 class_accuracy: 0.4364454746246338
Train Top-5 class_accuracy: 0.6867327094078064
test epoch:4	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46295997500419617
Top-5 class_accuracy: 0.7245999574661255
test epoch:4	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46921998262405396
Top-5 class_accuracy: 0.7296199798583984
test epoch:4	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46779999136924744
Top-5 class_accuracy: 0.7299000024795532
test epoch:4	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4666599929332733
Top-5 class_accuracy: 0.7298600077629089
Epoch:5	 lr:0.10000	 duration:1810.313
 train_loss:4.31818	 train_loss_div:4.31818Train Top-1 class_accuracy: 0.4505169987678528
Train Top-5 class_accuracy: 0.7001298666000366
test epoch:5	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4859599769115448
Top-5 class_accuracy: 0.7468400001525879
test epoch:5	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4903999865055084
Top-5 class_accuracy: 0.7518999576568604
test epoch:5	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4911799728870392
Top-5 class_accuracy: 0.7530199885368347
test epoch:5	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48941999673843384
Top-5 class_accuracy: 0.7532199621200562
Epoch:6	 lr:0.10000	 duration:1808.533
 train_loss:4.22311	 train_loss_div:4.22311Train Top-1 class_accuracy: 0.46004894375801086
Train Top-5 class_accuracy: 0.7084972262382507
test epoch:6	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4874799847602844
Top-5 class_accuracy: 0.7476999759674072
test epoch:6	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4927999973297119
Top-5 class_accuracy: 0.7515999674797058
test epoch:6	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49333998560905457
Top-5 class_accuracy: 0.7524999976158142
test epoch:6	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49305999279022217
Top-5 class_accuracy: 0.7519999742507935
Epoch:7	 lr:0.10000	 duration:1833.230
 train_loss:4.13419	 train_loss_div:4.13419Train Top-1 class_accuracy: 0.4688721299171448
Train Top-5 class_accuracy: 0.7161121368408203
test epoch:7	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48895999789237976
Top-5 class_accuracy: 0.7479199767112732
test epoch:7	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4918999969959259
Top-5 class_accuracy: 0.7533400058746338
test epoch:7	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4917199909687042
Top-5 class_accuracy: 0.7547399997711182
test epoch:7	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49173998832702637
Top-5 class_accuracy: 0.7544199824333191
Epoch:8	 lr:0.10000	 duration:1820.559
 train_loss:4.09592	 train_loss_div:4.09592Train Top-1 class_accuracy: 0.47368648648262024
Train Top-5 class_accuracy: 0.7192155718803406
test epoch:8	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5004000067710876
Top-5 class_accuracy: 0.7557599544525146
test epoch:8	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.505899965763092
Top-5 class_accuracy: 0.759619951248169
test epoch:8	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5083000063896179
Top-5 class_accuracy: 0.761139988899231
test epoch:8	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5069800019264221
Top-5 class_accuracy: 0.7605800032615662
Epoch:9	 lr:0.10000	 duration:1866.406
 train_loss:4.05146	 train_loss_div:4.05146Train Top-1 class_accuracy: 0.4775017499923706
Train Top-5 class_accuracy: 0.7244576811790466
test epoch:9	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49347999691963196
Top-5 class_accuracy: 0.7502999901771545
test epoch:9	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5005599856376648
Top-5 class_accuracy: 0.7545799612998962
test epoch:9	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5009999871253967
Top-5 class_accuracy: 0.755899965763092
test epoch:9	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4995199739933014
Top-5 class_accuracy: 0.7554999589920044
Epoch:10	 lr:0.10000	 duration:1802.811
 train_loss:4.01308	 train_loss_div:4.01308Train Top-1 class_accuracy: 0.4817197918891907
Train Top-5 class_accuracy: 0.7287756204605103
test epoch:10	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5096799731254578
Top-5 class_accuracy: 0.7634599804878235
test epoch:10	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5154399871826172
Top-5 class_accuracy: 0.7682200074195862
test epoch:10	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5169199705123901
Top-5 class_accuracy: 0.7706599831581116
test epoch:10	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5162599682807922
Top-5 class_accuracy: 0.7702400088310242
Epoch:11	 lr:0.10000	 duration:1932.266
 train_loss:3.97352	 train_loss_div:3.97352Train Top-1 class_accuracy: 0.48611578345298767
Train Top-5 class_accuracy: 0.7324128746986389
test epoch:11	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5085799694061279
Top-5 class_accuracy: 0.768779993057251
test epoch:11	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.513759970664978
Top-5 class_accuracy: 0.7729399800300598
test epoch:11	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5147199630737305
Top-5 class_accuracy: 0.7740599513053894
test epoch:11	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5139600038528442
Top-5 class_accuracy: 0.773859977722168
Epoch:12	 lr:0.10000	 duration:1952.199
 train_loss:3.96034	 train_loss_div:3.96034Train Top-1 class_accuracy: 0.4872584939002991
Train Top-5 class_accuracy: 0.7315137386322021
test epoch:12	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5138800144195557
Top-5 class_accuracy: 0.7717999815940857
test epoch:12	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5210999846458435
Top-5 class_accuracy: 0.7756999731063843
test epoch:12	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5208600163459778
Top-5 class_accuracy: 0.7771399617195129
test epoch:12	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5200200080871582
Top-5 class_accuracy: 0.7773000001907349
Epoch:13	 lr:0.10000	 duration:1202.496
 train_loss:3.93204	 train_loss_div:3.93204Train Top-1 class_accuracy: 0.49113619327545166
Train Top-5 class_accuracy: 0.7351884841918945
test epoch:13	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4940999746322632
Top-5 class_accuracy: 0.7534999847412109
test epoch:13	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49945998191833496
Top-5 class_accuracy: 0.7577399611473083
test epoch:13	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5008000135421753
Top-5 class_accuracy: 0.7585999965667725
test epoch:13	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4999399781227112
Top-5 class_accuracy: 0.7580199837684631
Epoch:14	 lr:0.10000	 duration:1200.176
 train_loss:3.91501	 train_loss_div:3.91501Train Top-1 class_accuracy: 0.49144530296325684
Train Top-5 class_accuracy: 0.736378014087677
test epoch:14	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5108199715614319
Top-5 class_accuracy: 0.7691599726676941
test epoch:14	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5148400068283081
Top-5 class_accuracy: 0.7727800011634827
test epoch:14	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5161799788475037
Top-5 class_accuracy: 0.7748399972915649
test epoch:14	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5153599977493286
Top-5 class_accuracy: 0.7752199769020081
Epoch:15	 lr:0.10000	 duration:1207.157
 train_loss:3.89884	 train_loss_div:3.89884Train Top-1 class_accuracy: 0.4935683608055115
Train Top-5 class_accuracy: 0.737030565738678
test epoch:15	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5157600045204163
Top-5 class_accuracy: 0.7703399658203125
test epoch:15	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5205999612808228
Top-5 class_accuracy: 0.7742799520492554
test epoch:15	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5198000073432922
Top-5 class_accuracy: 0.7750999927520752
test epoch:15	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5188800096511841
Top-5 class_accuracy: 0.7750599980354309
Epoch:16	 lr:0.10000	 duration:1199.786
 train_loss:3.88461	 train_loss_div:3.88461Train Top-1 class_accuracy: 0.4946267604827881
Train Top-5 class_accuracy: 0.7385635375976562
test epoch:16	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49969998002052307
Top-5 class_accuracy: 0.7604399919509888
test epoch:16	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5053399801254272
Top-5 class_accuracy: 0.7630400061607361
test epoch:16	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5069400072097778
Top-5 class_accuracy: 0.76419997215271
test epoch:16	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5055800080299377
Top-5 class_accuracy: 0.7634999752044678
Epoch:17	 lr:0.10000	 duration:1200.923
 train_loss:3.86980	 train_loss_div:3.86980Train Top-1 class_accuracy: 0.49658122658729553
Train Top-5 class_accuracy: 0.7399747371673584
test epoch:17	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5325199961662292
Top-5 class_accuracy: 0.7816199660301208
test epoch:17	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5360000133514404
Top-5 class_accuracy: 0.7864199876785278
test epoch:17	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5370799899101257
Top-5 class_accuracy: 0.7878599762916565
test epoch:17	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5366799831390381
Top-5 class_accuracy: 0.7872399687767029
Epoch:18	 lr:0.10000	 duration:1201.136
 train_loss:3.84272	 train_loss_div:3.84272Train Top-1 class_accuracy: 0.5001717209815979
Train Top-5 class_accuracy: 0.7442333698272705
test epoch:18	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5272799730300903
Top-5 class_accuracy: 0.7791000008583069
test epoch:18	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5346199870109558
Top-5 class_accuracy: 0.7839199900627136
test epoch:18	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5352599620819092
Top-5 class_accuracy: 0.7848799824714661
test epoch:18	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5335000157356262
Top-5 class_accuracy: 0.7846399545669556
Epoch:19	 lr:0.10000	 duration:1200.918
 train_loss:3.84870	 train_loss_div:3.84870Train Top-1 class_accuracy: 0.49881356954574585
Train Top-5 class_accuracy: 0.7422976493835449
test epoch:19	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.528659999370575
Top-5 class_accuracy: 0.7816799879074097
test epoch:19	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5323399901390076
Top-5 class_accuracy: 0.7858200073242188
test epoch:19	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5338000059127808
Top-5 class_accuracy: 0.7880600094795227
test epoch:19	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5336199998855591
Top-5 class_accuracy: 0.7873599529266357
Epoch:20	 lr:0.10000	 duration:1199.341
 train_loss:3.84114	 train_loss_div:3.84114Train Top-1 class_accuracy: 0.49879172444343567
Train Top-5 class_accuracy: 0.7432592511177063
test epoch:20	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5144799947738647
Top-5 class_accuracy: 0.7687599658966064
test epoch:20	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5148999691009521
Top-5 class_accuracy: 0.7702400088310242
test epoch:20	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5176399946212769
Top-5 class_accuracy: 0.7726199626922607
test epoch:20	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5163800120353699
Top-5 class_accuracy: 0.7728999853134155
Epoch:21	 lr:0.10000	 duration:1204.130
 train_loss:3.82292	 train_loss_div:3.82292Train Top-1 class_accuracy: 0.5014611482620239
Train Top-5 class_accuracy: 0.7444612979888916
test epoch:21	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5199999809265137
Top-5 class_accuracy: 0.7754600048065186
test epoch:21	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5249800086021423
Top-5 class_accuracy: 0.7801799774169922
test epoch:21	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.525160014629364
Top-5 class_accuracy: 0.782039999961853
test epoch:21	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5248199701309204
Top-5 class_accuracy: 0.7811200022697449
Epoch:22	 lr:0.10000	 duration:1201.874
 train_loss:3.81651	 train_loss_div:3.81651Train Top-1 class_accuracy: 0.5015392303466797
Train Top-5 class_accuracy: 0.7460504770278931
test epoch:22	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5120599865913391
Top-5 class_accuracy: 0.7676999568939209
test epoch:22	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5190600156784058
Top-5 class_accuracy: 0.7708799839019775
test epoch:22	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5203399658203125
Top-5 class_accuracy: 0.7731199860572815
test epoch:22	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5204399824142456
Top-5 class_accuracy: 0.7725399732589722
Epoch:23	 lr:0.10000	 duration:1198.666
 train_loss:3.80726	 train_loss_div:3.80726Train Top-1 class_accuracy: 0.5035092830657959
Train Top-5 class_accuracy: 0.7466436624526978
test epoch:23	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.523140013217926
Top-5 class_accuracy: 0.7775599956512451
test epoch:23	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5274199843406677
Top-5 class_accuracy: 0.7810399532318115
test epoch:23	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5277799963951111
Top-5 class_accuracy: 0.7833200097084045
test epoch:23	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5271599888801575
Top-5 class_accuracy: 0.7824199795722961
Epoch:24	 lr:0.10000	 duration:1202.067
 train_loss:3.79247	 train_loss_div:3.79247Train Top-1 class_accuracy: 0.5052108764648438
Train Top-5 class_accuracy: 0.7470276951789856
test epoch:24	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5320199728012085
Top-5 class_accuracy: 0.7865999937057495
test epoch:24	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5360199809074402
Top-5 class_accuracy: 0.7893399596214294
test epoch:24	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.538100004196167
Top-5 class_accuracy: 0.7917799949645996
test epoch:24	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.536799967288971
Top-5 class_accuracy: 0.7916799783706665
Epoch:25	 lr:0.10000	 duration:1203.383
 train_loss:3.80545	 train_loss_div:3.80545Train Top-1 class_accuracy: 0.5028505325317383
Train Top-5 class_accuracy: 0.7465562224388123
test epoch:25	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5385199785232544
Top-5 class_accuracy: 0.7896999716758728
test epoch:25	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5416799783706665
Top-5 class_accuracy: 0.7924000024795532
test epoch:25	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5425800085067749
Top-5 class_accuracy: 0.7933200001716614
test epoch:25	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5422599911689758
Top-5 class_accuracy: 0.7927599549293518
Epoch:26	 lr:0.10000	 duration:1217.097
 train_loss:3.78210	 train_loss_div:3.78210Train Top-1 class_accuracy: 0.5069373846054077
Train Top-5 class_accuracy: 0.7486262321472168
test epoch:26	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5320799946784973
Top-5 class_accuracy: 0.7847399711608887
test epoch:26	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5367799997329712
Top-5 class_accuracy: 0.7875799536705017
test epoch:26	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5379399657249451
Top-5 class_accuracy: 0.791379988193512
test epoch:26	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5367199778556824
Top-5 class_accuracy: 0.7907599806785583
Epoch:27	 lr:0.10000	 duration:1528.164
 train_loss:3.78553	 train_loss_div:3.78553Train Top-1 class_accuracy: 0.5050641298294067
Train Top-5 class_accuracy: 0.746752917766571
test epoch:27	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5132799744606018
Top-5 class_accuracy: 0.7684400081634521
test epoch:27	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5182200074195862
Top-5 class_accuracy: 0.7742799520492554
test epoch:27	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5198599696159363
Top-5 class_accuracy: 0.7756399512290955
test epoch:27	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5187199711799622
Top-5 class_accuracy: 0.7752199769020081
Epoch:28	 lr:0.10000	 duration:1998.200
 train_loss:3.77312	 train_loss_div:3.77312Train Top-1 class_accuracy: 0.5086327195167542
Train Top-5 class_accuracy: 0.7493318319320679
test epoch:28	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5270000100135803
Top-5 class_accuracy: 0.7766599655151367
test epoch:28	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5320000052452087
Top-5 class_accuracy: 0.7803599834442139
test epoch:28	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5330199599266052
Top-5 class_accuracy: 0.7812599539756775
test epoch:28	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5316599607467651
Top-5 class_accuracy: 0.7808399796485901
Epoch:29	 lr:0.10000	 duration:1960.708
 train_loss:3.77281	 train_loss_div:3.77281Train Top-1 class_accuracy: 0.5075337290763855
Train Top-5 class_accuracy: 0.7488603591918945
test epoch:29	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5319399833679199
Top-5 class_accuracy: 0.7850199937820435
test epoch:29	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5370000004768372
Top-5 class_accuracy: 0.789680004119873
test epoch:29	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5382199883460999
Top-5 class_accuracy: 0.79093998670578
test epoch:29	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5371999740600586
Top-5 class_accuracy: 0.7908599972724915
Epoch:30	 lr:0.01000	 duration:1957.598
 train_loss:2.88241	 train_loss_div:2.88241Train Top-1 class_accuracy: 0.6023222208023071
Train Top-5 class_accuracy: 0.8173760175704956
test epoch:30	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6526600122451782
Top-5 class_accuracy: 0.8659600019454956
test epoch:30	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6576200127601624
Top-5 class_accuracy: 0.8693199753761292
test epoch:30	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6593599915504456
Top-5 class_accuracy: 0.8707199692726135
test epoch:30	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6597399711608887
Top-5 class_accuracy: 0.8710999488830566
Epoch:31	 lr:0.01000	 duration:1957.099
 train_loss:2.68620	 train_loss_div:2.68620Train Top-1 class_accuracy: 0.6244894862174988
Train Top-5 class_accuracy: 0.8315131068229675
test epoch:31	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6616199612617493
Top-5 class_accuracy: 0.8704400062561035
test epoch:31	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6660000085830688
Top-5 class_accuracy: 0.8736799955368042
test epoch:31	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6686800122261047
Top-5 class_accuracy: 0.8756999969482422
test epoch:31	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6685599684715271
Top-5 class_accuracy: 0.8759799599647522
Epoch:32	 lr:0.01000	 duration:1908.446
 train_loss:2.60940	 train_loss_div:2.60940Train Top-1 class_accuracy: 0.6323729157447815
Train Top-5 class_accuracy: 0.8374576568603516
test epoch:32	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6650800108909607
Top-5 class_accuracy: 0.8735799789428711
test epoch:32	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6701200008392334
Top-5 class_accuracy: 0.8769399523735046
test epoch:32	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.671459972858429
Top-5 class_accuracy: 0.8786799907684326
test epoch:32	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6710799932479858
Top-5 class_accuracy: 0.8791199922561646
Epoch:33	 lr:0.01000	 duration:1995.156
 train_loss:2.56260	 train_loss_div:2.56260Train Top-1 class_accuracy: 0.6370874047279358
Train Top-5 class_accuracy: 0.8410013318061829
test epoch:33	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6691799759864807
Top-5 class_accuracy: 0.876479983329773
test epoch:33	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6744399666786194
Top-5 class_accuracy: 0.8799799680709839
test epoch:33	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6768199801445007
Top-5 class_accuracy: 0.8811999559402466
test epoch:33	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.676639974117279
Top-5 class_accuracy: 0.8818199634552002
Epoch:34	 lr:0.01000	 duration:1960.914
 train_loss:2.53627	 train_loss_div:2.53627Train Top-1 class_accuracy: 0.6414334177970886
Train Top-5 class_accuracy: 0.8435208797454834
test epoch:34	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6705600023269653
Top-5 class_accuracy: 0.8774999976158142
test epoch:34	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6757199764251709
Top-5 class_accuracy: 0.8811599612236023
test epoch:34	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6785999536514282
Top-5 class_accuracy: 0.88291996717453
test epoch:34	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6783599853515625
Top-5 class_accuracy: 0.8830999732017517
Epoch:35	 lr:0.01000	 duration:1947.825
 train_loss:2.52822	 train_loss_div:2.52822Train Top-1 class_accuracy: 0.6413897275924683
Train Top-5 class_accuracy: 0.8443295359611511
test epoch:35	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6708799600601196
Top-5 class_accuracy: 0.8793799877166748
test epoch:35	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6764400005340576
Top-5 class_accuracy: 0.8829599618911743
test epoch:35	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6783999800682068
Top-5 class_accuracy: 0.8842399716377258
test epoch:35	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6785999536514282
Top-5 class_accuracy: 0.8842799663543701
Epoch:36	 lr:0.01000	 duration:1976.340
 train_loss:2.50862	 train_loss_div:2.50862Train Top-1 class_accuracy: 0.6444962620735168
Train Top-5 class_accuracy: 0.8453348278999329
test epoch:36	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6688999533653259
Top-5 class_accuracy: 0.8766599893569946
test epoch:36	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6744399666786194
Top-5 class_accuracy: 0.8803199529647827
test epoch:36	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6754199862480164
Top-5 class_accuracy: 0.8820599913597107
test epoch:36	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6757000088691711
Top-5 class_accuracy: 0.8820599913597107
Epoch:37	 lr:0.01000	 duration:1960.858
 train_loss:2.51444	 train_loss_div:2.51444Train Top-1 class_accuracy: 0.643593966960907
Train Top-5 class_accuracy: 0.8454659581184387
test epoch:37	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6707199811935425
Top-5 class_accuracy: 0.8769199848175049
test epoch:37	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.675599992275238
Top-5 class_accuracy: 0.881119966506958
test epoch:37	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6768999695777893
Top-5 class_accuracy: 0.8822199702262878
test epoch:37	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6768999695777893
Top-5 class_accuracy: 0.8822799921035767
Epoch:38	 lr:0.01000	 duration:1893.182
 train_loss:2.50864	 train_loss_div:2.50864Train Top-1 class_accuracy: 0.6438624262809753
Train Top-5 class_accuracy: 0.8460623025894165
test epoch:38	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6695399880409241
Top-5 class_accuracy: 0.8770999908447266
test epoch:38	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6761599779129028
Top-5 class_accuracy: 0.8803600072860718
test epoch:38	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6776799559593201
Top-5 class_accuracy: 0.8812800049781799
test epoch:38	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6775599718093872
Top-5 class_accuracy: 0.8809199929237366
Epoch:39	 lr:0.01000	 duration:2237.237
 train_loss:2.50744	 train_loss_div:2.50744Train Top-1 class_accuracy: 0.6451643705368042
Train Top-5 class_accuracy: 0.8468584418296814
test epoch:39	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6685799956321716
Top-5 class_accuracy: 0.8761799931526184
test epoch:39	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6749599575996399
Top-5 class_accuracy: 0.8799200057983398
test epoch:39	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6769799590110779
Top-5 class_accuracy: 0.8814199566841125
test epoch:39	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6765199899673462
Top-5 class_accuracy: 0.8820199966430664
Epoch:40	 lr:0.01000	 duration:2064.466
 train_loss:2.50475	 train_loss_div:2.50475Train Top-1 class_accuracy: 0.6459886431694031
Train Top-5 class_accuracy: 0.8469333648681641
test epoch:40	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6720600128173828
Top-5 class_accuracy: 0.87909996509552
test epoch:40	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6778799891471863
Top-5 class_accuracy: 0.8830999732017517
test epoch:40	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6805199980735779
Top-5 class_accuracy: 0.8840000033378601
test epoch:40	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6802799701690674
Top-5 class_accuracy: 0.8843799829483032
Epoch:41	 lr:0.01000	 duration:1998.549
 train_loss:2.49847	 train_loss_div:2.49847Train Top-1 class_accuracy: 0.646319568157196
Train Top-5 class_accuracy: 0.8481791615486145
test epoch:41	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6742799878120422
Top-5 class_accuracy: 0.8802399635314941
test epoch:41	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.679419994354248
Top-5 class_accuracy: 0.8837399482727051
test epoch:41	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6810599565505981
Top-5 class_accuracy: 0.8852599859237671
test epoch:41	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6807999610900879
Top-5 class_accuracy: 0.8852399587631226
Epoch:42	 lr:0.01000	 duration:1893.420
 train_loss:2.50533	 train_loss_div:2.50533Train Top-1 class_accuracy: 0.6462633609771729
Train Top-5 class_accuracy: 0.848022997379303
test epoch:42	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6689599752426147
Top-5 class_accuracy: 0.8754400014877319
test epoch:42	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6743599772453308
Top-5 class_accuracy: 0.8793799877166748
test epoch:42	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6748999953269958
Top-5 class_accuracy: 0.8804399967193604
test epoch:42	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.675000011920929
Top-5 class_accuracy: 0.8806799650192261
Epoch:43	 lr:0.01000	 duration:1971.147
 train_loss:2.51240	 train_loss_div:2.51240Train Top-1 class_accuracy: 0.6461853384971619
Train Top-5 class_accuracy: 0.8469489812850952
test epoch:43	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6699599623680115
Top-5 class_accuracy: 0.8768399953842163
test epoch:43	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6753000020980835
Top-5 class_accuracy: 0.8809199929237366
test epoch:43	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.676099956035614
Top-5 class_accuracy: 0.8821399807929993
test epoch:43	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6759999990463257
Top-5 class_accuracy: 0.881659984588623
Epoch:44	 lr:0.01000	 duration:1893.181
 train_loss:2.50762	 train_loss_div:2.50762Train Top-1 class_accuracy: 0.6470064520835876
Train Top-5 class_accuracy: 0.8484882116317749
test epoch:44	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6694200038909912
Top-5 class_accuracy: 0.8768999576568604
test epoch:44	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6757199764251709
Top-5 class_accuracy: 0.8811999559402466
test epoch:44	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6775599718093872
Top-5 class_accuracy: 0.8826599717140198
test epoch:44	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.677619993686676
Top-5 class_accuracy: 0.8824799656867981
Epoch:45	 lr:0.01000	 duration:1978.755
 train_loss:2.51890	 train_loss_div:2.51890Train Top-1 class_accuracy: 0.6446710824966431
Train Top-5 class_accuracy: 0.8469021916389465
test epoch:45	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6662600040435791
Top-5 class_accuracy: 0.8757599592208862
test epoch:45	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6718400120735168
Top-5 class_accuracy: 0.8783199787139893
test epoch:45	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6732800006866455
Top-5 class_accuracy: 0.8798199892044067
test epoch:45	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6730200052261353
Top-5 class_accuracy: 0.8803600072860718
Epoch:46	 lr:0.01000	 duration:1974.774
 train_loss:2.52035	 train_loss_div:2.52035Train Top-1 class_accuracy: 0.6439967155456543
Train Top-5 class_accuracy: 0.8463651537895203
test epoch:46	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6708399653434753
Top-5 class_accuracy: 0.8788599967956543
test epoch:46	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6764000058174133
Top-5 class_accuracy: 0.8820199966430664
test epoch:46	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.677619993686676
Top-5 class_accuracy: 0.8831799626350403
test epoch:46	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6775599718093872
Top-5 class_accuracy: 0.883080005645752
Epoch:47	 lr:0.01000	 duration:1907.562
 train_loss:2.51309	 train_loss_div:2.51309Train Top-1 class_accuracy: 0.6461977958679199
Train Top-5 class_accuracy: 0.8481197953224182
test epoch:47	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6695599555969238
Top-5 class_accuracy: 0.8763999938964844
test epoch:47	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6742599606513977
Top-5 class_accuracy: 0.8797399997711182
test epoch:47	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.675599992275238
Top-5 class_accuracy: 0.8818399906158447
test epoch:47	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.67603999376297
Top-5 class_accuracy: 0.8815000057220459
Epoch:48	 lr:0.01000	 duration:1972.191
 train_loss:2.51460	 train_loss_div:2.51460Train Top-1 class_accuracy: 0.6456077098846436
Train Top-5 class_accuracy: 0.8479262590408325
test epoch:48	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6688999533653259
Top-5 class_accuracy: 0.8754599690437317
test epoch:48	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6732400059700012
Top-5 class_accuracy: 0.879859983921051
test epoch:48	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6746799945831299
Top-5 class_accuracy: 0.8807799816131592
test epoch:48	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6749399900436401
Top-5 class_accuracy: 0.8803600072860718
Epoch:49	 lr:0.01000	 duration:1967.458
 train_loss:2.51635	 train_loss_div:2.51635Train Top-1 class_accuracy: 0.64682537317276
Train Top-5 class_accuracy: 0.8478201031684875
test epoch:49	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6698200106620789
Top-5 class_accuracy: 0.8773799538612366
test epoch:49	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6760799884796143
Top-5 class_accuracy: 0.8810399770736694
test epoch:49	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6775599718093872
Top-5 class_accuracy: 0.8824599981307983
test epoch:49	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6770199537277222
Top-5 class_accuracy: 0.88291996717453
Epoch:50	 lr:0.01000	 duration:1990.207
 train_loss:2.51389	 train_loss_div:2.51389Train Top-1 class_accuracy: 0.6451331973075867
Train Top-5 class_accuracy: 0.8480979800224304
test epoch:50	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6659799814224243
Top-5 class_accuracy: 0.8761599659919739
test epoch:50	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6716600060462952
Top-5 class_accuracy: 0.8807399868965149
test epoch:50	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6731599569320679
Top-5 class_accuracy: 0.8816799521446228
test epoch:50	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6730999946594238
Top-5 class_accuracy: 0.8819199800491333
Epoch:51	 lr:0.01000	 duration:1957.448
 train_loss:2.51273	 train_loss_div:2.51273Train Top-1 class_accuracy: 0.6454859972000122
Train Top-5 class_accuracy: 0.848051130771637
test epoch:51	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6657199859619141
Top-5 class_accuracy: 0.8751199841499329
test epoch:51	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6723600029945374
Top-5 class_accuracy: 0.8795999884605408
test epoch:51	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6738599538803101
Top-5 class_accuracy: 0.8804799914360046
test epoch:51	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6741999983787537
Top-5 class_accuracy: 0.8802799582481384
Epoch:52	 lr:0.01000	 duration:1818.260
 train_loss:2.51117	 train_loss_div:2.51117Train Top-1 class_accuracy: 0.6478650569915771
Train Top-5 class_accuracy: 0.8481010794639587
test epoch:52	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6663999557495117
Top-5 class_accuracy: 0.8766399621963501
test epoch:52	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6728799939155579
Top-5 class_accuracy: 0.8809199929237366
test epoch:52	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6746999621391296
Top-5 class_accuracy: 0.8817200064659119
test epoch:52	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6741600036621094
Top-5 class_accuracy: 0.8818399906158447
Epoch:53	 lr:0.01000	 duration:2009.304
 train_loss:2.50783	 train_loss_div:2.50783Train Top-1 class_accuracy: 0.6473779678344727
Train Top-5 class_accuracy: 0.8488097786903381
test epoch:53	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6714000105857849
Top-5 class_accuracy: 0.8777999877929688
test epoch:53	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6771999597549438
Top-5 class_accuracy: 0.8818999528884888
test epoch:53	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6791599988937378
Top-5 class_accuracy: 0.8822599649429321
test epoch:53	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6784999966621399
Top-5 class_accuracy: 0.8828999996185303
Epoch:54	 lr:0.01000	 duration:1932.137
 train_loss:2.50636	 train_loss_div:2.50636Train Top-1 class_accuracy: 0.6475309729576111
Train Top-5 class_accuracy: 0.8485007286071777
test epoch:54	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6675399541854858
Top-5 class_accuracy: 0.8759199976921082
test epoch:54	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6739400029182434
Top-5 class_accuracy: 0.8804599642753601
test epoch:54	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6746399998664856
Top-5 class_accuracy: 0.8808799982070923
test epoch:54	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6746599674224854
Top-5 class_accuracy: 0.881339967250824
Epoch:55	 lr:0.01000	 duration:1919.619
 train_loss:2.50651	 train_loss_div:2.50651Train Top-1 class_accuracy: 0.6473249197006226
Train Top-5 class_accuracy: 0.8492469191551208
test epoch:55	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6686599850654602
Top-5 class_accuracy: 0.8771399855613708
test epoch:55	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.675059974193573
Top-5 class_accuracy: 0.8822199702262878
test epoch:55	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6773599982261658
Top-5 class_accuracy: 0.8839399814605713
test epoch:55	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.67603999376297
Top-5 class_accuracy: 0.8840599656105042
Epoch:56	 lr:0.01000	 duration:1893.965
 train_loss:2.50343	 train_loss_div:2.50343Train Top-1 class_accuracy: 0.647490382194519
Train Top-5 class_accuracy: 0.8486849069595337
test epoch:56	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6681399941444397
Top-5 class_accuracy: 0.8754199743270874
test epoch:56	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6755399703979492
Top-5 class_accuracy: 0.8799200057983398
test epoch:56	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6768199801445007
Top-5 class_accuracy: 0.8806799650192261
test epoch:56	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6764599680900574
Top-5 class_accuracy: 0.8807399868965149
Epoch:57	 lr:0.01000	 duration:1852.467
 train_loss:2.49648	 train_loss_div:2.49648Train Top-1 class_accuracy: 0.6477057933807373
Train Top-5 class_accuracy: 0.8489846587181091
test epoch:57	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6704399585723877
Top-5 class_accuracy: 0.876579999923706
test epoch:57	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6753199696540833
Top-5 class_accuracy: 0.8813599944114685
test epoch:57	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6773200035095215
Top-5 class_accuracy: 0.8820199966430664
test epoch:57	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6778199672698975
Top-5 class_accuracy: 0.8822000026702881
Epoch:58	 lr:0.01000	 duration:1863.143
 train_loss:2.49484	 train_loss_div:2.49484Train Top-1 class_accuracy: 0.6486112475395203
Train Top-5 class_accuracy: 0.8491813540458679
test epoch:58	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6674000024795532
Top-5 class_accuracy: 0.8772799968719482
test epoch:58	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6732400059700012
Top-5 class_accuracy: 0.8806999921798706
test epoch:58	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6738799810409546
Top-5 class_accuracy: 0.8817799687385559
test epoch:58	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6741600036621094
Top-5 class_accuracy: 0.8814199566841125
Epoch:59	 lr:0.01000	 duration:1940.272
 train_loss:2.49692	 train_loss_div:2.49692Train Top-1 class_accuracy: 0.6488578915596008
Train Top-5 class_accuracy: 0.8500430583953857
test epoch:59	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6670199632644653
Top-5 class_accuracy: 0.8769399523735046
test epoch:59	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6736999750137329
Top-5 class_accuracy: 0.8814399838447571
test epoch:59	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6749799847602844
Top-5 class_accuracy: 0.8824799656867981
test epoch:59	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6748200058937073
Top-5 class_accuracy: 0.882420003414154
Epoch:60	 lr:0.00100	 duration:1934.971
 train_loss:2.21658	 train_loss_div:2.21658Train Top-1 class_accuracy: 0.6804571747779846
Train Top-5 class_accuracy: 0.8670587539672852
test epoch:60	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6998999714851379
Top-5 class_accuracy: 0.8950999975204468
test epoch:60	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7069999575614929
Top-5 class_accuracy: 0.8981199860572815
test epoch:60	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7094399929046631
Top-5 class_accuracy: 0.9000599980354309
test epoch:60	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7095400094985962
Top-5 class_accuracy: 0.9000599980354309
Epoch:61	 lr:0.00100	 duration:1951.544
 train_loss:2.14651	 train_loss_div:2.14651Train Top-1 class_accuracy: 0.688843309879303
Train Top-5 class_accuracy: 0.8727941513061523
test epoch:61	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7028399705886841
Top-5 class_accuracy: 0.8957399725914001
test epoch:61	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7093999981880188
Top-5 class_accuracy: 0.8998799920082092
test epoch:61	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7111799716949463
Top-5 class_accuracy: 0.9014399647712708
test epoch:61	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7111600041389465
Top-5 class_accuracy: 0.9013599753379822
Epoch:62	 lr:0.00100	 duration:1848.869
 train_loss:2.12722	 train_loss_div:2.12722Train Top-1 class_accuracy: 0.6901202201843262
Train Top-5 class_accuracy: 0.8728846907615662
test epoch:62	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7056999802589417
Top-5 class_accuracy: 0.8970800042152405
test epoch:62	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7116400003433228
Top-5 class_accuracy: 0.9013999700546265
test epoch:62	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7143200039863586
Top-5 class_accuracy: 0.9027199745178223
test epoch:62	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7141199707984924
Top-5 class_accuracy: 0.9023000001907349
Epoch:63	 lr:0.00100	 duration:1867.830
 train_loss:2.09895	 train_loss_div:2.09895Train Top-1 class_accuracy: 0.6945286989212036
Train Top-5 class_accuracy: 0.8757258653640747
test epoch:63	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7058799862861633
Top-5 class_accuracy: 0.896619975566864
test epoch:63	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7113800048828125
Top-5 class_accuracy: 0.9010199904441833
test epoch:63	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7136399745941162
Top-5 class_accuracy: 0.9023000001907349
test epoch:63	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7140399813652039
Top-5 class_accuracy: 0.9025999903678894
Epoch:64	 lr:0.00100	 duration:1933.370
 train_loss:2.09434	 train_loss_div:2.09434Train Top-1 class_accuracy: 0.6949220895767212
Train Top-5 class_accuracy: 0.876859188079834
test epoch:64	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7065799832344055
Top-5 class_accuracy: 0.8980399966239929
test epoch:64	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.713699996471405
Top-5 class_accuracy: 0.9021399617195129
test epoch:64	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7154399752616882
Top-5 class_accuracy: 0.9041799902915955
test epoch:64	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7161200046539307
Top-5 class_accuracy: 0.9043399691581726
Epoch:65	 lr:0.00100	 duration:1986.234
 train_loss:2.08107	 train_loss_div:2.08107Train Top-1 class_accuracy: 0.6960086226463318
Train Top-5 class_accuracy: 0.8770558834075928
test epoch:65	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7067599892616272
Top-5 class_accuracy: 0.8983399868011475
test epoch:65	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7137599587440491
Top-5 class_accuracy: 0.9024399518966675
test epoch:65	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7155199646949768
Top-5 class_accuracy: 0.9038999676704407
test epoch:65	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7160999774932861
Top-5 class_accuracy: 0.9041000008583069
Epoch:66	 lr:0.00100	 duration:2057.832
 train_loss:2.07374	 train_loss_div:2.07374Train Top-1 class_accuracy: 0.6966986060142517
Train Top-5 class_accuracy: 0.8776241540908813
test epoch:66	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7082799673080444
Top-5 class_accuracy: 0.8982399702072144
test epoch:66	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7146399617195129
Top-5 class_accuracy: 0.9020999670028687
test epoch:66	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7169599533081055
Top-5 class_accuracy: 0.9038800001144409
test epoch:66	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7173799872398376
Top-5 class_accuracy: 0.90447998046875
Epoch:67	 lr:0.00100	 duration:2043.599
 train_loss:2.07084	 train_loss_div:2.07084Train Top-1 class_accuracy: 0.6976165175437927
Train Top-5 class_accuracy: 0.8776335120201111
test epoch:67	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.708299994468689
Top-5 class_accuracy: 0.8994799852371216
test epoch:67	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7142199873924255
Top-5 class_accuracy: 0.903439998626709
test epoch:67	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7170999646186829
Top-5 class_accuracy: 0.9045199751853943
test epoch:67	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7176799774169922
Top-5 class_accuracy: 0.9049599766731262
Epoch:68	 lr:0.00100	 duration:2009.759
 train_loss:2.05981	 train_loss_div:2.05981Train Top-1 class_accuracy: 0.7004639506340027
Train Top-5 class_accuracy: 0.87920081615448
test epoch:68	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7091000080108643
Top-5 class_accuracy: 0.8989599943161011
test epoch:68	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7151399850845337
Top-5 class_accuracy: 0.9035399556159973
test epoch:68	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7174599766731262
Top-5 class_accuracy: 0.9047999978065491
test epoch:68	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7185800075531006
Top-5 class_accuracy: 0.9053799510002136
Epoch:69	 lr:0.00100	 duration:2018.271
 train_loss:2.06205	 train_loss_div:2.06205Train Top-1 class_accuracy: 0.6989340782165527
Train Top-5 class_accuracy: 0.8794599771499634
test epoch:69	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7093999981880188
Top-5 class_accuracy: 0.9001799821853638
test epoch:69	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7158799767494202
Top-5 class_accuracy: 0.9040600061416626
test epoch:69	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7175799608230591
Top-5 class_accuracy: 0.9053199887275696
test epoch:69	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7179399728775024
Top-5 class_accuracy: 0.9056599736213684
Epoch:70	 lr:0.00100	 duration:1698.774
 train_loss:2.05041	 train_loss_div:2.05041Train Top-1 class_accuracy: 0.7010946273803711
Train Top-5 class_accuracy: 0.880490243434906
test epoch:70	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7101799845695496
Top-5 class_accuracy: 0.8991999626159668
test epoch:70	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.716759979724884
Top-5 class_accuracy: 0.9041000008583069
test epoch:70	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7190200090408325
Top-5 class_accuracy: 0.9055799841880798
test epoch:70	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7193399667739868
Top-5 class_accuracy: 0.9060399532318115
Epoch:71	 lr:0.00100	 duration:1536.588
 train_loss:2.04644	 train_loss_div:2.04644Train Top-1 class_accuracy: 0.7011476755142212
Train Top-5 class_accuracy: 0.8799157738685608
test epoch:71	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7097399830818176
Top-5 class_accuracy: 0.899899959564209
test epoch:71	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7168999910354614
Top-5 class_accuracy: 0.9047600030899048
test epoch:71	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7189399600028992
Top-5 class_accuracy: 0.9057199954986572
test epoch:71	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7195199728012085
Top-5 class_accuracy: 0.9061599969863892
Epoch:72	 lr:0.00100	 duration:1557.788
 train_loss:2.04860	 train_loss_div:2.04860Train Top-1 class_accuracy: 0.7008541822433472
Train Top-5 class_accuracy: 0.8798627257347107
test epoch:72	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7113400101661682
Top-5 class_accuracy: 0.9004799723625183
test epoch:72	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7172799706459045
Top-5 class_accuracy: 0.9047999978065491
test epoch:72	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7194399833679199
Top-5 class_accuracy: 0.9057599902153015
test epoch:72	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7204799652099609
Top-5 class_accuracy: 0.9063799977302551
Epoch:73	 lr:0.00100	 duration:1558.819
 train_loss:2.03854	 train_loss_div:2.03854Train Top-1 class_accuracy: 0.7033987641334534
Train Top-5 class_accuracy: 0.8809710741043091
test epoch:73	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.709879994392395
Top-5 class_accuracy: 0.9003199934959412
test epoch:73	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.716439962387085
Top-5 class_accuracy: 0.9043599963188171
test epoch:73	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7189399600028992
Top-5 class_accuracy: 0.905519962310791
test epoch:73	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7193399667739868
Top-5 class_accuracy: 0.9056199789047241
Epoch:74	 lr:0.00100	 duration:1572.845
 train_loss:2.03953	 train_loss_div:2.03953Train Top-1 class_accuracy: 0.7026838064193726
Train Top-5 class_accuracy: 0.8803529143333435
test epoch:74	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7108799815177917
Top-5 class_accuracy: 0.9005999565124512
test epoch:74	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7174800038337708
Top-5 class_accuracy: 0.905019998550415
test epoch:74	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.719539999961853
Top-5 class_accuracy: 0.9064599871635437
test epoch:74	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.719819962978363
Top-5 class_accuracy: 0.9068399667739868
Epoch:75	 lr:0.00100	 duration:1542.273
 train_loss:2.03216	 train_loss_div:2.03216Train Top-1 class_accuracy: 0.7035892009735107
Train Top-5 class_accuracy: 0.8812708258628845
test epoch:75	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7116400003433228
Top-5 class_accuracy: 0.900439977645874
test epoch:75	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7174999713897705
Top-5 class_accuracy: 0.9049199819564819
test epoch:75	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7205199599266052
Top-5 class_accuracy: 0.9065999984741211
test epoch:75	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7209999561309814
Top-5 class_accuracy: 0.9069799780845642
Epoch:76	 lr:0.00100	 duration:1577.727
 train_loss:2.03022	 train_loss_div:2.03022Train Top-1 class_accuracy: 0.7036297917366028
Train Top-5 class_accuracy: 0.8812458515167236
test epoch:76	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7119399905204773
Top-5 class_accuracy: 0.9014599919319153
test epoch:76	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7188400030136108
Top-5 class_accuracy: 0.9060199856758118
test epoch:76	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7208999991416931
Top-5 class_accuracy: 0.9065799713134766
test epoch:76	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7213999629020691
Top-5 class_accuracy: 0.9066999554634094
Epoch:77	 lr:0.00100	 duration:1580.429
 train_loss:2.02611	 train_loss_div:2.02611Train Top-1 class_accuracy: 0.7039856910705566
Train Top-5 class_accuracy: 0.8818171620368958
test epoch:77	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7115600109100342
Top-5 class_accuracy: 0.9016599655151367
test epoch:77	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7179999947547913
Top-5 class_accuracy: 0.9055999517440796
test epoch:77	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7195599675178528
Top-5 class_accuracy: 0.9072200059890747
test epoch:77	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7201199531555176
Top-5 class_accuracy: 0.9073399901390076
Epoch:78	 lr:0.00100	 duration:1571.441
 train_loss:2.02866	 train_loss_div:2.02866Train Top-1 class_accuracy: 0.7033799886703491
Train Top-5 class_accuracy: 0.8814300298690796
test epoch:78	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7120999693870544
Top-5 class_accuracy: 0.9010399580001831
test epoch:78	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7189399600028992
Top-5 class_accuracy: 0.9054200053215027
test epoch:78	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7209799885749817
Top-5 class_accuracy: 0.9069799780845642
test epoch:78	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7217599749565125
Top-5 class_accuracy: 0.9073399901390076
Epoch:79	 lr:0.00100	 duration:1570.947
 train_loss:2.01914	 train_loss_div:2.01914Train Top-1 class_accuracy: 0.7050285339355469
Train Top-5 class_accuracy: 0.882685124874115
test epoch:79	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7111799716949463
Top-5 class_accuracy: 0.9012599587440491
test epoch:79	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.717799961566925
Top-5 class_accuracy: 0.9053999781608582
test epoch:79	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7201199531555176
Top-5 class_accuracy: 0.9072399735450745
test epoch:79	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7208999991416931
Top-5 class_accuracy: 0.907539963722229
Epoch:80	 lr:0.00100	 duration:1564.270
 train_loss:2.01538	 train_loss_div:2.01538Train Top-1 class_accuracy: 0.7061025500297546
Train Top-5 class_accuracy: 0.8826351761817932
test epoch:80	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7116999626159668
Top-5 class_accuracy: 0.901639997959137
test epoch:80	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7189399600028992
Top-5 class_accuracy: 0.9063199758529663
test epoch:80	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7217199802398682
Top-5 class_accuracy: 0.9073799848556519
test epoch:80	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7222399711608887
Top-5 class_accuracy: 0.9074599742889404
Epoch:81	 lr:0.00100	 duration:1550.003
 train_loss:2.01891	 train_loss_div:2.01891Train Top-1 class_accuracy: 0.7057653665542603
Train Top-5 class_accuracy: 0.8820544481277466
test epoch:81	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7111799716949463
Top-5 class_accuracy: 0.9016599655151367
test epoch:81	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7182799577713013
Top-5 class_accuracy: 0.9058199524879456
test epoch:81	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7206799983978271
Top-5 class_accuracy: 0.9069599509239197
test epoch:81	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7211199998855591
Top-5 class_accuracy: 0.907759964466095
Epoch:82	 lr:0.00100	 duration:1538.764
 train_loss:2.01722	 train_loss_div:2.01722Train Top-1 class_accuracy: 0.705706000328064
Train Top-5 class_accuracy: 0.8825602531433105
test epoch:82	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.712179958820343
Top-5 class_accuracy: 0.9024199843406677
test epoch:82	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7193399667739868
Top-5 class_accuracy: 0.9063400030136108
test epoch:82	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7207799553871155
Top-5 class_accuracy: 0.907539963722229
test epoch:82	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7208999991416931
Top-5 class_accuracy: 0.9077799916267395
Epoch:83	 lr:0.00100	 duration:1537.322
 train_loss:2.01619	 train_loss_div:2.01619Train Top-1 class_accuracy: 0.7066364288330078
Train Top-5 class_accuracy: 0.8825321793556213
test epoch:83	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7132599949836731
Top-5 class_accuracy: 0.9011199474334717
test epoch:83	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7195199728012085
Top-5 class_accuracy: 0.9058399796485901
test epoch:83	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7223799824714661
Top-5 class_accuracy: 0.9069399833679199
test epoch:83	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7222200036048889
Top-5 class_accuracy: 0.9069599509239197
Epoch:84	 lr:0.00100	 duration:1536.404
 train_loss:2.01103	 train_loss_div:2.01103Train Top-1 class_accuracy: 0.707504391670227
Train Top-5 class_accuracy: 0.8828443884849548
test epoch:84	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7129600048065186
Top-5 class_accuracy: 0.90065997838974
test epoch:84	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7195599675178528
Top-5 class_accuracy: 0.9049199819564819
test epoch:84	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7216799855232239
Top-5 class_accuracy: 0.9063799977302551
test epoch:84	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7220399975776672
Top-5 class_accuracy: 0.9068799614906311
Epoch:85	 lr:0.00100	 duration:1537.237
 train_loss:2.00991	 train_loss_div:2.00991Train Top-1 class_accuracy: 0.7074263095855713
Train Top-5 class_accuracy: 0.8835968375205994
test epoch:85	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7124800086021423
Top-5 class_accuracy: 0.9026199579238892
test epoch:85	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7187599539756775
Top-5 class_accuracy: 0.9066399931907654
test epoch:85	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7204999923706055
Top-5 class_accuracy: 0.908519983291626
test epoch:85	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7212799787521362
Top-5 class_accuracy: 0.9088799953460693
Epoch:86	 lr:0.00100	 duration:1547.984
 train_loss:2.00879	 train_loss_div:2.00879Train Top-1 class_accuracy: 0.7083005309104919
Train Top-5 class_accuracy: 0.8830878734588623
test epoch:86	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7128599882125854
Top-5 class_accuracy: 0.9017399549484253
test epoch:86	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7200599908828735
Top-5 class_accuracy: 0.9064799547195435
test epoch:86	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7223599553108215
Top-5 class_accuracy: 0.9071399569511414
test epoch:86	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7226799726486206
Top-5 class_accuracy: 0.9078799486160278
Epoch:87	 lr:0.00100	 duration:1551.497
 train_loss:2.00814	 train_loss_div:2.00814Train Top-1 class_accuracy: 0.7070547938346863
Train Top-5 class_accuracy: 0.8835843205451965
test epoch:87	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7128399610519409
Top-5 class_accuracy: 0.9016000032424927
test epoch:87	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7187599539756775
Top-5 class_accuracy: 0.9066599607467651
test epoch:87	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7208999991416931
Top-5 class_accuracy: 0.9072999954223633
test epoch:87	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7220199704170227
Top-5 class_accuracy: 0.9078199863433838
Epoch:88	 lr:0.00100	 duration:1547.873
 train_loss:1.99739	 train_loss_div:1.99739Train Top-1 class_accuracy: 0.7083192467689514
Train Top-5 class_accuracy: 0.8842118978500366
test epoch:88	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7131199836730957
Top-5 class_accuracy: 0.9017999768257141
test epoch:88	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7198399901390076
Top-5 class_accuracy: 0.906719982624054
test epoch:88	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7214599847793579
Top-5 class_accuracy: 0.9078399538993835
test epoch:88	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7214799523353577
Top-5 class_accuracy: 0.9076799750328064
Epoch:89	 lr:0.00100	 duration:1490.895
 train_loss:2.00264	 train_loss_div:2.00264Train Top-1 class_accuracy: 0.7076635956764221
Train Top-5 class_accuracy: 0.8839464783668518
test epoch:89	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7120400071144104
Top-5 class_accuracy: 0.9015799760818481
test epoch:89	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7183799743652344
Top-5 class_accuracy: 0.9060999751091003
test epoch:89	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7207199931144714
Top-5 class_accuracy: 0.9075599908828735
test epoch:89	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7209199666976929
Top-5 class_accuracy: 0.9075799584388733
Epoch:90	 lr:0.00010	 duration:1510.762
 train_loss:1.96561	 train_loss_div:1.96561Train Top-1 class_accuracy: 0.712559163570404
Train Top-5 class_accuracy: 0.886862576007843
test epoch:90	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7152000069618225
Top-5 class_accuracy: 0.9034799933433533
test epoch:90	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7219199538230896
Top-5 class_accuracy: 0.9075799584388733
test epoch:90	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7242599725723267
Top-5 class_accuracy: 0.908519983291626
test epoch:90	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.724839985370636
Top-5 class_accuracy: 0.9088000059127808
Epoch:91	 lr:0.00010	 duration:1549.893
 train_loss:1.95382	 train_loss_div:1.95382Train Top-1 class_accuracy: 0.7142606973648071
Train Top-5 class_accuracy: 0.8875868916511536
test epoch:91	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7160399556159973
Top-5 class_accuracy: 0.9042199850082397
test epoch:91	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7219600081443787
Top-5 class_accuracy: 0.9080599546432495
test epoch:91	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7249599695205688
Top-5 class_accuracy: 0.9089799523353577
test epoch:91	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7260400056838989
Top-5 class_accuracy: 0.909339964389801
Epoch:92	 lr:0.00010	 duration:1560.501
 train_loss:1.95152	 train_loss_div:1.95152Train Top-1 class_accuracy: 0.7141327261924744
Train Top-5 class_accuracy: 0.8874307870864868
test epoch:92	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7165799736976624
Top-5 class_accuracy: 0.9037999510765076
test epoch:92	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7218999862670898
Top-5 class_accuracy: 0.9084999561309814
test epoch:92	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7241399884223938
Top-5 class_accuracy: 0.909559965133667
test epoch:92	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7251999974250793
Top-5 class_accuracy: 0.9098999500274658
Epoch:93	 lr:0.00010	 duration:1551.268
 train_loss:1.95381	 train_loss_div:1.95381Train Top-1 class_accuracy: 0.7142888307571411
Train Top-5 class_accuracy: 0.8874245882034302
test epoch:93	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7162599563598633
Top-5 class_accuracy: 0.9037599563598633
test epoch:93	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7224799990653992
Top-5 class_accuracy: 0.90829998254776
test epoch:93	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7250999808311462
Top-5 class_accuracy: 0.9090999960899353
test epoch:93	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7256799936294556
Top-5 class_accuracy: 0.9099199771881104
Epoch:94	 lr:0.00010	 duration:1579.976
 train_loss:1.95146	 train_loss_div:1.95146Train Top-1 class_accuracy: 0.7153596878051758
Train Top-5 class_accuracy: 0.8871716856956482
test epoch:94	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7159199714660645
Top-5 class_accuracy: 0.9042800068855286
test epoch:94	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7225199937820435
Top-5 class_accuracy: 0.9085800051689148
test epoch:94	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7250799536705017
Top-5 class_accuracy: 0.9096999764442444
test epoch:94	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7260599732398987
Top-5 class_accuracy: 0.9099599719047546
Epoch:95	 lr:0.00010	 duration:1560.700
 train_loss:1.95071	 train_loss_div:1.95071Train Top-1 class_accuracy: 0.7145323157310486
Train Top-5 class_accuracy: 0.8869000673294067
test epoch:95	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7162799835205078
Top-5 class_accuracy: 0.9045199751853943
test epoch:95	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7223199605941772
Top-5 class_accuracy: 0.9079399704933167
test epoch:95	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7251600027084351
Top-5 class_accuracy: 0.9091999530792236
test epoch:95	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7251999974250793
Top-5 class_accuracy: 0.9103800058364868
Epoch:96	 lr:0.00010	 duration:1567.331
 train_loss:1.95136	 train_loss_div:1.95136Train Top-1 class_accuracy: 0.7144106030464172
Train Top-5 class_accuracy: 0.8871404528617859
test epoch:96	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.716159999370575
Top-5 class_accuracy: 0.9044399857521057
test epoch:96	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7213999629020691
Top-5 class_accuracy: 0.9089399576187134
test epoch:96	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7250799536705017
Top-5 class_accuracy: 0.9099599719047546
test epoch:96	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7252199649810791
Top-5 class_accuracy: 0.9101199507713318
Epoch:97	 lr:0.00010	 duration:1517.169
 train_loss:1.94365	 train_loss_div:1.94365Train Top-1 class_accuracy: 0.7155002355575562
Train Top-5 class_accuracy: 0.888698399066925
test epoch:97	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7174400091171265
Top-5 class_accuracy: 0.9046399593353271
test epoch:97	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7231799960136414
Top-5 class_accuracy: 0.908840000629425
test epoch:97	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7255399823188782
Top-5 class_accuracy: 0.9104799628257751
test epoch:97	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.726419985294342
Top-5 class_accuracy: 0.9110199809074402
Epoch:98	 lr:0.00010	 duration:1559.642
 train_loss:1.94239	 train_loss_div:1.94239Train Top-1 class_accuracy: 0.7158748507499695
Train Top-5 class_accuracy: 0.8880646228790283
test epoch:98	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7158199548721313
Top-5 class_accuracy: 0.9037799835205078
test epoch:98	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7223599553108215
Top-5 class_accuracy: 0.9082399606704712
test epoch:98	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7249999642372131
Top-5 class_accuracy: 0.9095399975776672
test epoch:98	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7256999611854553
Top-5 class_accuracy: 0.9101600050926208
Epoch:99	 lr:0.00010	 duration:1514.460
 train_loss:1.94918	 train_loss_div:1.94918Train Top-1 class_accuracy: 0.7151068449020386
Train Top-5 class_accuracy: 0.8873121738433838
test epoch:99	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7170199751853943
Top-5 class_accuracy: 0.9041199684143066
test epoch:99	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7229200005531311
Top-5 class_accuracy: 0.9082399606704712
test epoch:99	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.725600004196167
Top-5 class_accuracy: 0.9100599884986877
test epoch:99	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7266799807548523
Top-5 class_accuracy: 0.9106199741363525
best_accuracy: 0.9110199809074402 
best_accuracy: 0.0 
best_accuracy: 0.0 
best_accuracy: 0.0 
