Epoch:0	 lr:0.20000	 duration:282.496
 train_loss:4.55299	 train_loss_div:4.55299Train Top-1 class_accuracy: 0.0921846255660057
Train Top-5 class_accuracy: 0.2230464667081833
test epoch:0	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.14343999326229095
Top-5 class_accuracy: 0.34191998839378357
test epoch:0	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.14391998946666718
Top-5 class_accuracy: 0.34275999665260315
test epoch:0	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.14382000267505646
Top-5 class_accuracy: 0.3414199948310852
test epoch:0	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.14372000098228455
Top-5 class_accuracy: 0.34097999334335327
Epoch:1	 lr:0.20000	 duration:385.454
 train_loss:3.14089	 train_loss_div:3.14089Train Top-1 class_accuracy: 0.2805190086364746
Train Top-5 class_accuracy: 0.5229727625846863
test epoch:1	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.31915998458862305
Top-5 class_accuracy: 0.5840199589729309
test epoch:1	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.32183998823165894
Top-5 class_accuracy: 0.5860399603843689
test epoch:1	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3209799826145172
Top-5 class_accuracy: 0.5860199928283691
test epoch:1	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3205399811267853
Top-5 class_accuracy: 0.5851799845695496
Epoch:2	 lr:0.20000	 duration:278.076
 train_loss:2.70930	 train_loss_div:2.70930Train Top-1 class_accuracy: 0.3653603494167328
Train Top-5 class_accuracy: 0.617911159992218
test epoch:2	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3592199981212616
Top-5 class_accuracy: 0.6209399700164795
test epoch:2	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3604799807071686
Top-5 class_accuracy: 0.6225000023841858
test epoch:2	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3608599901199341
Top-5 class_accuracy: 0.623420000076294
test epoch:2	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.36039999127388
Top-5 class_accuracy: 0.6231200098991394
Epoch:3	 lr:0.20000	 duration:275.494
 train_loss:2.51161	 train_loss_div:2.51161Train Top-1 class_accuracy: 0.4048180878162384
Train Top-5 class_accuracy: 0.6575437188148499
test epoch:3	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45235997438430786
Top-5 class_accuracy: 0.7209799885749817
test epoch:3	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45573997497558594
Top-5 class_accuracy: 0.7228599786758423
test epoch:3	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45513999462127686
Top-5 class_accuracy: 0.722599983215332
test epoch:3	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45475998520851135
Top-5 class_accuracy: 0.7221399545669556
Epoch:4	 lr:0.20000	 duration:314.437
 train_loss:2.38039	 train_loss_div:2.38039Train Top-1 class_accuracy: 0.4326864182949066
Train Top-5 class_accuracy: 0.6838259696960449
test epoch:4	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4745199978351593
Top-5 class_accuracy: 0.7357199788093567
test epoch:4	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47679999470710754
Top-5 class_accuracy: 0.737019956111908
test epoch:4	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4763999879360199
Top-5 class_accuracy: 0.7379399538040161
test epoch:4	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47595998644828796
Top-5 class_accuracy: 0.7378799915313721
Epoch:5	 lr:0.20000	 duration:280.353
 train_loss:2.29830	 train_loss_div:2.29830Train Top-1 class_accuracy: 0.44951480627059937
Train Top-5 class_accuracy: 0.6993555426597595
test epoch:5	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48607999086380005
Top-5 class_accuracy: 0.7496199607849121
test epoch:5	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48861998319625854
Top-5 class_accuracy: 0.7509599924087524
test epoch:5	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48989999294281006
Top-5 class_accuracy: 0.7515199780464172
test epoch:5	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49003997445106506
Top-5 class_accuracy: 0.7515000104904175
Epoch:6	 lr:0.20000	 duration:299.482
 train_loss:2.24866	 train_loss_div:2.24866Train Top-1 class_accuracy: 0.4600614309310913
Train Top-5 class_accuracy: 0.7076355218887329
test epoch:6	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4891799986362457
Top-5 class_accuracy: 0.7471599578857422
test epoch:6	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4930199980735779
Top-5 class_accuracy: 0.7487199902534485
test epoch:6	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4928399920463562
Top-5 class_accuracy: 0.7493999600410461
test epoch:6	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4926399886608124
Top-5 class_accuracy: 0.7491599917411804
Epoch:7	 lr:0.20000	 duration:279.854
 train_loss:2.18727	 train_loss_div:2.18727Train Top-1 class_accuracy: 0.4741111099720001
Train Top-5 class_accuracy: 0.7196558117866516
test epoch:7	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4834599792957306
Top-5 class_accuracy: 0.7451199889183044
test epoch:7	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4852999746799469
Top-5 class_accuracy: 0.7472400069236755
test epoch:7	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48532000184059143
Top-5 class_accuracy: 0.7471599578857422
test epoch:7	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48503997921943665
Top-5 class_accuracy: 0.7470999956130981
Epoch:8	 lr:0.20000	 duration:282.725
 train_loss:2.16593	 train_loss_div:2.16593Train Top-1 class_accuracy: 0.47745180130004883
Train Top-5 class_accuracy: 0.7228965759277344
test epoch:8	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5145599842071533
Top-5 class_accuracy: 0.7737599611282349
test epoch:8	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.516539990901947
Top-5 class_accuracy: 0.7764599919319153
test epoch:8	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5173400044441223
Top-5 class_accuracy: 0.776419997215271
test epoch:8	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5169399976730347
Top-5 class_accuracy: 0.7765600085258484
Epoch:9	 lr:0.20000	 duration:279.268
 train_loss:2.13610	 train_loss_div:2.13610Train Top-1 class_accuracy: 0.48270949721336365
Train Top-5 class_accuracy: 0.7297153472900391
test epoch:9	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5238400101661682
Top-5 class_accuracy: 0.7805599570274353
test epoch:9	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5249999761581421
Top-5 class_accuracy: 0.781499981880188
test epoch:9	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5260399580001831
Top-5 class_accuracy: 0.7813999652862549
test epoch:9	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5266000032424927
Top-5 class_accuracy: 0.7812599539756775
Epoch:10	 lr:0.20000	 duration:279.552
 train_loss:2.11653	 train_loss_div:2.11653Train Top-1 class_accuracy: 0.4888351857662201
Train Top-5 class_accuracy: 0.7323379516601562
test epoch:10	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.528499960899353
Top-5 class_accuracy: 0.7826399803161621
test epoch:10	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5304799675941467
Top-5 class_accuracy: 0.7850399613380432
test epoch:10	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5303400158882141
Top-5 class_accuracy: 0.7852199673652649
test epoch:10	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5307799577713013
Top-5 class_accuracy: 0.7851600050926208
Epoch:11	 lr:0.20000	 duration:284.629
 train_loss:2.09176	 train_loss_div:2.09176Train Top-1 class_accuracy: 0.49267542362213135
Train Top-5 class_accuracy: 0.736659049987793
test epoch:11	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5252000093460083
Top-5 class_accuracy: 0.7845999598503113
test epoch:11	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5280399918556213
Top-5 class_accuracy: 0.7864999771118164
test epoch:11	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5286200046539307
Top-5 class_accuracy: 0.786579966545105
test epoch:11	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5283600091934204
Top-5 class_accuracy: 0.7863199710845947
Epoch:12	 lr:0.20000	 duration:284.579
 train_loss:2.08339	 train_loss_div:2.08339Train Top-1 class_accuracy: 0.4944050908088684
Train Top-5 class_accuracy: 0.7386759519577026
test epoch:12	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5080599784851074
Top-5 class_accuracy: 0.7612800002098083
test epoch:12	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.511680006980896
Top-5 class_accuracy: 0.7628600001335144
test epoch:12	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5115399956703186
Top-5 class_accuracy: 0.7636599540710449
test epoch:12	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5113999843597412
Top-5 class_accuracy: 0.7633799910545349
Epoch:13	 lr:0.20000	 duration:286.488
 train_loss:2.06090	 train_loss_div:2.06090Train Top-1 class_accuracy: 0.49807050824165344
Train Top-5 class_accuracy: 0.7416294813156128
test epoch:13	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4794999957084656
Top-5 class_accuracy: 0.7401399612426758
test epoch:13	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48201999068260193
Top-5 class_accuracy: 0.7428399920463562
test epoch:13	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4830399751663208
Top-5 class_accuracy: 0.7432999610900879
test epoch:13	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4829999804496765
Top-5 class_accuracy: 0.7434200048446655
Epoch:14	 lr:0.20000	 duration:292.763
 train_loss:2.04984	 train_loss_div:2.04984Train Top-1 class_accuracy: 0.5018607974052429
Train Top-5 class_accuracy: 0.7462190389633179
test epoch:14	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5207200050354004
Top-5 class_accuracy: 0.776199996471405
test epoch:14	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.524679958820343
Top-5 class_accuracy: 0.7792199850082397
test epoch:14	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5241199731826782
Top-5 class_accuracy: 0.7792399525642395
test epoch:14	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5239599943161011
Top-5 class_accuracy: 0.7794599533081055
Epoch:15	 lr:0.20000	 duration:286.272
 train_loss:2.04393	 train_loss_div:2.04393Train Top-1 class_accuracy: 0.5038090348243713
Train Top-5 class_accuracy: 0.7449951767921448
test epoch:15	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5084800124168396
Top-5 class_accuracy: 0.7665999531745911
test epoch:15	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5130400061607361
Top-5 class_accuracy: 0.7691599726676941
test epoch:15	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5126199722290039
Top-5 class_accuracy: 0.7689799666404724
test epoch:15	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5125799775123596
Top-5 class_accuracy: 0.7690399885177612
Epoch:16	 lr:0.20000	 duration:283.863
 train_loss:2.04158	 train_loss_div:2.04158Train Top-1 class_accuracy: 0.5043335556983948
Train Top-5 class_accuracy: 0.7446080446243286
test epoch:16	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5083199739456177
Top-5 class_accuracy: 0.767259955406189
test epoch:16	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5130999684333801
Top-5 class_accuracy: 0.7690799832344055
test epoch:16	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5119799971580505
Top-5 class_accuracy: 0.7687000036239624
test epoch:16	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5121600031852722
Top-5 class_accuracy: 0.7681799530982971
Epoch:17	 lr:0.20000	 duration:286.752
 train_loss:2.02988	 train_loss_div:2.02988Train Top-1 class_accuracy: 0.505944550037384
Train Top-5 class_accuracy: 0.7469496130943298
test epoch:17	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5297799706459045
Top-5 class_accuracy: 0.7837199568748474
test epoch:17	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5335400104522705
Top-5 class_accuracy: 0.7863799929618835
test epoch:17	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.533519983291626
Top-5 class_accuracy: 0.7872399687767029
test epoch:17	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5341399908065796
Top-5 class_accuracy: 0.7871800065040588
Epoch:18	 lr:0.20000	 duration:285.616
 train_loss:2.01155	 train_loss_div:2.01155Train Top-1 class_accuracy: 0.5087732076644897
Train Top-5 class_accuracy: 0.7503777742385864
test epoch:18	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5156199932098389
Top-5 class_accuracy: 0.7731199860572815
test epoch:18	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5192599892616272
Top-5 class_accuracy: 0.775879979133606
test epoch:18	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5199599862098694
Top-5 class_accuracy: 0.7761600017547607
test epoch:18	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5200200080871582
Top-5 class_accuracy: 0.7761399745941162
Epoch:19	 lr:0.20000	 duration:282.398
 train_loss:2.00896	 train_loss_div:2.00896Train Top-1 class_accuracy: 0.5106527805328369
Train Top-5 class_accuracy: 0.7516453266143799
test epoch:19	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5334399938583374
Top-5 class_accuracy: 0.7847200036048889
test epoch:19	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5370199680328369
Top-5 class_accuracy: 0.7872999906539917
test epoch:19	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5366799831390381
Top-5 class_accuracy: 0.7874000072479248
test epoch:19	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5363799929618835
Top-5 class_accuracy: 0.7873199582099915
Epoch:20	 lr:0.20000	 duration:286.306
 train_loss:2.00766	 train_loss_div:2.00766Train Top-1 class_accuracy: 0.5097223520278931
Train Top-5 class_accuracy: 0.7508523464202881
test epoch:20	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5256400108337402
Top-5 class_accuracy: 0.7785599827766418
test epoch:20	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.528219997882843
Top-5 class_accuracy: 0.7810800075531006
test epoch:20	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5286999940872192
Top-5 class_accuracy: 0.7805799841880798
test epoch:20	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5287799835205078
Top-5 class_accuracy: 0.7806800007820129
Epoch:21	 lr:0.20000	 duration:283.202
 train_loss:1.99042	 train_loss_div:1.99042Train Top-1 class_accuracy: 0.5118454098701477
Train Top-5 class_accuracy: 0.7547050714492798
test epoch:21	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5461400151252747
Top-5 class_accuracy: 0.7965599894523621
test epoch:21	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5494199991226196
Top-5 class_accuracy: 0.7996599674224854
test epoch:21	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5492799878120422
Top-5 class_accuracy: 0.7992199659347534
test epoch:21	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5493000149726868
Top-5 class_accuracy: 0.7988199591636658
Epoch:22	 lr:0.20000	 duration:285.304
 train_loss:1.98578	 train_loss_div:1.98578Train Top-1 class_accuracy: 0.5142869353294373
Train Top-5 class_accuracy: 0.7537621855735779
test epoch:22	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5395399928092957
Top-5 class_accuracy: 0.7911199927330017
test epoch:22	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5435599684715271
Top-5 class_accuracy: 0.7938199639320374
test epoch:22	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5443400144577026
Top-5 class_accuracy: 0.793720006942749
test epoch:22	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5437399744987488
Top-5 class_accuracy: 0.7935400009155273
Epoch:23	 lr:0.20000	 duration:285.443
 train_loss:1.98514	 train_loss_div:1.98514Train Top-1 class_accuracy: 0.5147178173065186
Train Top-5 class_accuracy: 0.7553607225418091
test epoch:23	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5196799635887146
Top-5 class_accuracy: 0.7763599753379822
test epoch:23	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5238400101661682
Top-5 class_accuracy: 0.7784000039100647
test epoch:23	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5239799618721008
Top-5 class_accuracy: 0.7785599827766418
test epoch:23	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5241999626159668
Top-5 class_accuracy: 0.778719961643219
Epoch:24	 lr:0.20000	 duration:285.300
 train_loss:1.98555	 train_loss_div:1.98555Train Top-1 class_accuracy: 0.515136182308197
Train Top-5 class_accuracy: 0.7539432644844055
test epoch:24	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5426200032234192
Top-5 class_accuracy: 0.7967599630355835
test epoch:24	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5461999773979187
Top-5 class_accuracy: 0.7983399629592896
test epoch:24	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5476399660110474
Top-5 class_accuracy: 0.7990399599075317
test epoch:24	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5476599931716919
Top-5 class_accuracy: 0.799019992351532
Epoch:25	 lr:0.20000	 duration:283.463
 train_loss:1.98398	 train_loss_div:1.98398Train Top-1 class_accuracy: 0.514549195766449
Train Top-5 class_accuracy: 0.7550547122955322
test epoch:25	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5314599871635437
Top-5 class_accuracy: 0.7903199791908264
test epoch:25	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5357399582862854
Top-5 class_accuracy: 0.7930199503898621
test epoch:25	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5359599590301514
Top-5 class_accuracy: 0.79339998960495
test epoch:25	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5354599952697754
Top-5 class_accuracy: 0.7928799986839294
Epoch:26	 lr:0.20000	 duration:280.954
 train_loss:1.96833	 train_loss_div:1.96833Train Top-1 class_accuracy: 0.5173216462135315
Train Top-5 class_accuracy: 0.7576960921287537
test epoch:26	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5312600135803223
Top-5 class_accuracy: 0.7825799584388733
test epoch:26	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5366799831390381
Top-5 class_accuracy: 0.7856799960136414
test epoch:26	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5358799695968628
Top-5 class_accuracy: 0.785319983959198
test epoch:26	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5354799628257751
Top-5 class_accuracy: 0.7851799726486206
Epoch:27	 lr:0.20000	 duration:280.880
 train_loss:1.96807	 train_loss_div:1.96807Train Top-1 class_accuracy: 0.5177525281906128
Train Top-5 class_accuracy: 0.7581706643104553
test epoch:27	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5370799899101257
Top-5 class_accuracy: 0.791159987449646
test epoch:27	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5402199625968933
Top-5 class_accuracy: 0.7925999760627747
test epoch:27	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.541979968547821
Top-5 class_accuracy: 0.7933399677276611
test epoch:27	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5421199798583984
Top-5 class_accuracy: 0.7929799556732178
Epoch:28	 lr:0.20000	 duration:283.343
 train_loss:1.96740	 train_loss_div:1.96740Train Top-1 class_accuracy: 0.5190700888633728
Train Top-5 class_accuracy: 0.7576149106025696
test epoch:28	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.536579966545105
Top-5 class_accuracy: 0.7923399806022644
test epoch:28	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5414199829101562
Top-5 class_accuracy: 0.7956599593162537
test epoch:28	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5414599776268005
Top-5 class_accuracy: 0.7953000068664551
test epoch:28	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5410999655723572
Top-5 class_accuracy: 0.7951799631118774
Epoch:29	 lr:0.20000	 duration:287.081
 train_loss:1.96454	 train_loss_div:1.96454Train Top-1 class_accuracy: 0.5188702344894409
Train Top-5 class_accuracy: 0.7585640549659729
test epoch:29	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.541700005531311
Top-5 class_accuracy: 0.794160008430481
test epoch:29	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5453199744224548
Top-5 class_accuracy: 0.7966399788856506
test epoch:29	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.545520007610321
Top-5 class_accuracy: 0.7959799766540527
test epoch:29	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5454800128936768
Top-5 class_accuracy: 0.7959199547767639
Epoch:30	 lr:0.20000	 duration:284.340
 train_loss:1.95848	 train_loss_div:1.95848Train Top-1 class_accuracy: 0.521068274974823
Train Top-5 class_accuracy: 0.7586389780044556
test epoch:30	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5461199879646301
Top-5 class_accuracy: 0.8000800013542175
test epoch:30	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5504599809646606
Top-5 class_accuracy: 0.8033199906349182
test epoch:30	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5507799983024597
Top-5 class_accuracy: 0.8034600019454956
test epoch:30	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5508399605751038
Top-5 class_accuracy: 0.803119957447052
Epoch:31	 lr:0.02000	 duration:290.872
 train_loss:1.59027	 train_loss_div:1.59027Train Top-1 class_accuracy: 0.6064278483390808
Train Top-5 class_accuracy: 0.8206011652946472
test epoch:31	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6690999865531921
Top-5 class_accuracy: 0.8794399499893188
test epoch:31	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6720600128173828
Top-5 class_accuracy: 0.8809799551963806
test epoch:31	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6709199547767639
Top-5 class_accuracy: 0.8807599544525146
test epoch:31	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6708799600601196
Top-5 class_accuracy: 0.8810199499130249
Epoch:32	 lr:0.02000	 duration:283.774
 train_loss:1.46727	 train_loss_div:1.46727Train Top-1 class_accuracy: 0.6350017786026001
Train Top-5 class_accuracy: 0.8400834202766418
test epoch:32	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6793199777603149
Top-5 class_accuracy: 0.885699987411499
test epoch:32	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6807199716567993
Top-5 class_accuracy: 0.8860999941825867
test epoch:32	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.68013995885849
Top-5 class_accuracy: 0.886419951915741
test epoch:32	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.68013995885849
Top-5 class_accuracy: 0.8867200016975403
Epoch:33	 lr:0.02000	 duration:286.423
 train_loss:1.41926	 train_loss_div:1.41926Train Top-1 class_accuracy: 0.6470345854759216
Train Top-5 class_accuracy: 0.8473767638206482
test epoch:33	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6820999979972839
Top-5 class_accuracy: 0.8860200047492981
test epoch:33	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6839799880981445
Top-5 class_accuracy: 0.887939989566803
test epoch:33	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6837999820709229
Top-5 class_accuracy: 0.8880199790000916
test epoch:33	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6836000084877014
Top-5 class_accuracy: 0.8879799842834473
Epoch:34	 lr:0.02000	 duration:280.544
 train_loss:1.38961	 train_loss_div:1.38961Train Top-1 class_accuracy: 0.6513369083404541
Train Top-5 class_accuracy: 0.852241039276123
test epoch:34	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6898799538612366
Top-5 class_accuracy: 0.8905199766159058
test epoch:34	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6916799545288086
Top-5 class_accuracy: 0.891319990158081
test epoch:34	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6910600066184998
Top-5 class_accuracy: 0.8912999629974365
test epoch:34	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6908599734306335
Top-5 class_accuracy: 0.8915599584579468
Epoch:35	 lr:0.02000	 duration:285.345
 train_loss:1.37710	 train_loss_div:1.37710Train Top-1 class_accuracy: 0.6542654633522034
Train Top-5 class_accuracy: 0.8546201586723328
test epoch:35	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6906799674034119
Top-5 class_accuracy: 0.8916800022125244
test epoch:35	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6924799680709839
Top-5 class_accuracy: 0.8918799757957458
test epoch:35	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6923199892044067
Top-5 class_accuracy: 0.8921599984169006
test epoch:35	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6923399567604065
Top-5 class_accuracy: 0.8923199772834778
Epoch:36	 lr:0.02000	 duration:281.205
 train_loss:1.36382	 train_loss_div:1.36382Train Top-1 class_accuracy: 0.6581806540489197
Train Top-5 class_accuracy: 0.8552258014678955
test epoch:36	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6908199787139893
Top-5 class_accuracy: 0.8914799690246582
test epoch:36	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6935999989509583
Top-5 class_accuracy: 0.8922799825668335
test epoch:36	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6928399801254272
Top-5 class_accuracy: 0.8919599652290344
test epoch:36	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6929399967193604
Top-5 class_accuracy: 0.8918399810791016
Epoch:37	 lr:0.02000	 duration:288.037
 train_loss:1.35971	 train_loss_div:1.35971Train Top-1 class_accuracy: 0.6590735912322998
Train Top-5 class_accuracy: 0.8561437129974365
test epoch:37	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6933199763298035
Top-5 class_accuracy: 0.8927599787712097
test epoch:37	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6954599618911743
Top-5 class_accuracy: 0.8934800028800964
test epoch:37	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6949799656867981
Top-5 class_accuracy: 0.8934399485588074
test epoch:37	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6949799656867981
Top-5 class_accuracy: 0.8934399485588074
Epoch:38	 lr:0.02000	 duration:283.140
 train_loss:1.34873	 train_loss_div:1.34873Train Top-1 class_accuracy: 0.6587488651275635
Train Top-5 class_accuracy: 0.8576298952102661
test epoch:38	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6931999921798706
Top-5 class_accuracy: 0.8924799561500549
test epoch:38	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.694819986820221
Top-5 class_accuracy: 0.8933199644088745
test epoch:38	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6944800019264221
Top-5 class_accuracy: 0.8933999538421631
test epoch:38	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6941800117492676
Top-5 class_accuracy: 0.8934399485588074
Epoch:39	 lr:0.02000	 duration:283.591
 train_loss:1.34407	 train_loss_div:1.34407Train Top-1 class_accuracy: 0.6619584560394287
Train Top-5 class_accuracy: 0.8583042621612549
test epoch:39	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.693560004234314
Top-5 class_accuracy: 0.8928200006484985
test epoch:39	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6942999958992004
Top-5 class_accuracy: 0.8936599493026733
test epoch:39	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6941399574279785
Top-5 class_accuracy: 0.8936599493026733
test epoch:39	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6944400072097778
Top-5 class_accuracy: 0.8937000036239624
Epoch:40	 lr:0.02000	 duration:288.056
 train_loss:1.33947	 train_loss_div:1.33947Train Top-1 class_accuracy: 0.6623018980026245
Train Top-5 class_accuracy: 0.858785092830658
test epoch:40	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6901800036430359
Top-5 class_accuracy: 0.8916800022125244
test epoch:40	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6917200088500977
Top-5 class_accuracy: 0.8930599689483643
test epoch:40	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6916799545288086
Top-5 class_accuracy: 0.8927800059318542
test epoch:40	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6912800073623657
Top-5 class_accuracy: 0.8926399946212769
Epoch:41	 lr:0.02000	 duration:289.023
 train_loss:1.33202	 train_loss_div:1.33202Train Top-1 class_accuracy: 0.6639441251754761
Train Top-5 class_accuracy: 0.8603773713111877
test epoch:41	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6906399726867676
Top-5 class_accuracy: 0.8925199508666992
test epoch:41	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6928199529647827
Top-5 class_accuracy: 0.8931999802589417
test epoch:41	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6929599642753601
Top-5 class_accuracy: 0.8929599523544312
test epoch:41	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6929399967193604
Top-5 class_accuracy: 0.8929199576377869
Epoch:42	 lr:0.02000	 duration:289.202
 train_loss:1.33267	 train_loss_div:1.33267Train Top-1 class_accuracy: 0.6634882688522339
Train Top-5 class_accuracy: 0.8604710698127747
test epoch:42	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6871399879455566
Top-5 class_accuracy: 0.8905400037765503
test epoch:42	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6887800097465515
Top-5 class_accuracy: 0.890999972820282
test epoch:42	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6882199645042419
Top-5 class_accuracy: 0.8910999894142151
test epoch:42	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6882599592208862
Top-5 class_accuracy: 0.8910599946975708
Epoch:43	 lr:0.02000	 duration:290.173
 train_loss:1.33464	 train_loss_div:1.33464Train Top-1 class_accuracy: 0.6626952886581421
Train Top-5 class_accuracy: 0.8597841858863831
test epoch:43	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6893599629402161
Top-5 class_accuracy: 0.8923999667167664
test epoch:43	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.690559983253479
Top-5 class_accuracy: 0.8933799862861633
test epoch:43	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6906799674034119
Top-5 class_accuracy: 0.8931199908256531
test epoch:43	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6908199787139893
Top-5 class_accuracy: 0.8933199644088745
Epoch:44	 lr:0.02000	 duration:286.693
 train_loss:1.32998	 train_loss_div:1.32998Train Top-1 class_accuracy: 0.6636943817138672
Train Top-5 class_accuracy: 0.8598153591156006
test epoch:44	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.690019965171814
Top-5 class_accuracy: 0.8916999697685242
test epoch:44	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6908599734306335
Top-5 class_accuracy: 0.8925600051879883
test epoch:44	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6908999681472778
Top-5 class_accuracy: 0.8925999999046326
test epoch:44	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6908800005912781
Top-5 class_accuracy: 0.8928200006484985
Epoch:45	 lr:0.02000	 duration:286.499
 train_loss:1.33249	 train_loss_div:1.33249Train Top-1 class_accuracy: 0.6628575921058655
Train Top-5 class_accuracy: 0.8600464463233948
test epoch:45	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.694819986820221
Top-5 class_accuracy: 0.8934800028800964
test epoch:45	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.695639967918396
Top-5 class_accuracy: 0.8939399719238281
test epoch:45	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6953799724578857
Top-5 class_accuracy: 0.8938799500465393
test epoch:45	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6952199935913086
Top-5 class_accuracy: 0.8937199711799622
Epoch:46	 lr:0.02000	 duration:283.539
 train_loss:1.32968	 train_loss_div:1.32968Train Top-1 class_accuracy: 0.6636443734169006
Train Top-5 class_accuracy: 0.86040860414505
test epoch:46	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6925199627876282
Top-5 class_accuracy: 0.8930000066757202
test epoch:46	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6932799816131592
Top-5 class_accuracy: 0.8939999938011169
test epoch:46	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.692579984664917
Top-5 class_accuracy: 0.8944999575614929
test epoch:46	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6925599575042725
Top-5 class_accuracy: 0.894279956817627
Epoch:47	 lr:0.02000	 duration:287.261
 train_loss:1.32482	 train_loss_div:1.32482Train Top-1 class_accuracy: 0.6659173369407654
Train Top-5 class_accuracy: 0.861126720905304
test epoch:47	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6924799680709839
Top-5 class_accuracy: 0.8941999673843384
test epoch:47	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.693560004234314
Top-5 class_accuracy: 0.8949799537658691
test epoch:47	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6937400102615356
Top-5 class_accuracy: 0.8947799801826477
test epoch:47	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6934399604797363
Top-5 class_accuracy: 0.8946799635887146
Epoch:48	 lr:0.02000	 duration:284.960
 train_loss:1.32995	 train_loss_div:1.32995Train Top-1 class_accuracy: 0.663825511932373
Train Top-5 class_accuracy: 0.8596592545509338
test epoch:48	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6888599991798401
Top-5 class_accuracy: 0.8917999863624573
test epoch:48	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6905999779701233
Top-5 class_accuracy: 0.8917199969291687
test epoch:48	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6901800036430359
Top-5 class_accuracy: 0.8923999667167664
test epoch:48	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6904199719429016
Top-5 class_accuracy: 0.8925600051879883
Epoch:49	 lr:0.02000	 duration:284.359
 train_loss:1.32776	 train_loss_div:1.32776Train Top-1 class_accuracy: 0.6636943817138672
Train Top-5 class_accuracy: 0.8603087067604065
test epoch:49	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.689079999923706
Top-5 class_accuracy: 0.8901799917221069
test epoch:49	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6898199915885925
Top-5 class_accuracy: 0.8910399675369263
test epoch:49	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6901400089263916
Top-5 class_accuracy: 0.8903599977493286
test epoch:49	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6896599531173706
Top-5 class_accuracy: 0.8903799653053284
Epoch:50	 lr:0.02000	 duration:292.600
 train_loss:1.32941	 train_loss_div:1.32941Train Top-1 class_accuracy: 0.6629700064659119
Train Top-5 class_accuracy: 0.8603149056434631
test epoch:50	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.689799964427948
Top-5 class_accuracy: 0.8921999931335449
test epoch:50	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6908000111579895
Top-5 class_accuracy: 0.8932600021362305
test epoch:50	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6906999945640564
Top-5 class_accuracy: 0.8930999636650085
test epoch:50	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6905399560928345
Top-5 class_accuracy: 0.89301997423172
Epoch:51	 lr:0.02000	 duration:280.605
 train_loss:1.32312	 train_loss_div:1.32312Train Top-1 class_accuracy: 0.6643624901771545
Train Top-5 class_accuracy: 0.8600214719772339
test epoch:51	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.692579984664917
Top-5 class_accuracy: 0.8934599757194519
test epoch:51	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6935799717903137
Top-5 class_accuracy: 0.8941999673843384
test epoch:51	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6937400102615356
Top-5 class_accuracy: 0.8947199583053589
test epoch:51	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6934399604797363
Top-5 class_accuracy: 0.8946999907493591
Epoch:52	 lr:0.02000	 duration:282.980
 train_loss:1.32135	 train_loss_div:1.32135Train Top-1 class_accuracy: 0.6660609245300293
Train Top-5 class_accuracy: 0.8609643578529358
test epoch:52	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6926400065422058
Top-5 class_accuracy: 0.8909399509429932
test epoch:52	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6943599581718445
Top-5 class_accuracy: 0.8919199705123901
test epoch:52	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6943199634552002
Top-5 class_accuracy: 0.8920199871063232
test epoch:52	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6943199634552002
Top-5 class_accuracy: 0.891979992389679
Epoch:53	 lr:0.02000	 duration:282.412
 train_loss:1.31991	 train_loss_div:1.31991Train Top-1 class_accuracy: 0.6663294434547424
Train Top-5 class_accuracy: 0.8614076972007751
test epoch:53	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6912199854850769
Top-5 class_accuracy: 0.8922399878501892
test epoch:53	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6922799944877625
Top-5 class_accuracy: 0.8930599689483643
test epoch:53	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6927199959754944
Top-5 class_accuracy: 0.8926999568939209
test epoch:53	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6925599575042725
Top-5 class_accuracy: 0.8926599621772766
Epoch:54	 lr:0.02000	 duration:292.568
 train_loss:1.31556	 train_loss_div:1.31556Train Top-1 class_accuracy: 0.6676782369613647
Train Top-5 class_accuracy: 0.8620383739471436
test epoch:54	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6895399689674377
Top-5 class_accuracy: 0.8916999697685242
test epoch:54	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6904799938201904
Top-5 class_accuracy: 0.891979992389679
test epoch:54	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6902399659156799
Top-5 class_accuracy: 0.8920199871063232
test epoch:54	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6900999546051025
Top-5 class_accuracy: 0.8919000029563904
Epoch:55	 lr:0.02000	 duration:285.958
 train_loss:1.30607	 train_loss_div:1.30607Train Top-1 class_accuracy: 0.6698637008666992
Train Top-5 class_accuracy: 0.8636243939399719
test epoch:55	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6893199682235718
Top-5 class_accuracy: 0.8908199667930603
test epoch:55	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.69159996509552
Top-5 class_accuracy: 0.8911399841308594
test epoch:55	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6910600066184998
Top-5 class_accuracy: 0.8912000060081482
test epoch:55	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6908400058746338
Top-5 class_accuracy: 0.8912400007247925
Epoch:56	 lr:0.02000	 duration:277.677
 train_loss:1.31705	 train_loss_div:1.31705Train Top-1 class_accuracy: 0.6671349406242371
Train Top-5 class_accuracy: 0.861763596534729
test epoch:56	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6875999569892883
Top-5 class_accuracy: 0.8906999826431274
test epoch:56	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6888200044631958
Top-5 class_accuracy: 0.8917999863624573
test epoch:56	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6885600090026855
Top-5 class_accuracy: 0.8913799524307251
test epoch:56	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6886199712753296
Top-5 class_accuracy: 0.8912000060081482
Epoch:57	 lr:0.02000	 duration:281.928
 train_loss:1.31406	 train_loss_div:1.31406Train Top-1 class_accuracy: 0.6671661734580994
Train Top-5 class_accuracy: 0.8620883226394653
test epoch:57	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6916399598121643
Top-5 class_accuracy: 0.8923400044441223
test epoch:57	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6929799914360046
Top-5 class_accuracy: 0.8932600021362305
test epoch:57	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6929999589920044
Top-5 class_accuracy: 0.8931399583816528
test epoch:57	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6926199793815613
Top-5 class_accuracy: 0.8926399946212769
Epoch:58	 lr:0.02000	 duration:277.166
 train_loss:1.30681	 train_loss_div:1.30681Train Top-1 class_accuracy: 0.6679217219352722
Train Top-5 class_accuracy: 0.8631498217582703
test epoch:58	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.69514000415802
Top-5 class_accuracy: 0.8944000005722046
test epoch:58	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.695580005645752
Top-5 class_accuracy: 0.8955599665641785
test epoch:58	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6961199641227722
Top-5 class_accuracy: 0.8954199552536011
test epoch:58	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6960399746894836
Top-5 class_accuracy: 0.895359992980957
Epoch:59	 lr:0.02000	 duration:278.848
 train_loss:1.30775	 train_loss_div:1.30775Train Top-1 class_accuracy: 0.6687459945678711
Train Top-5 class_accuracy: 0.8633871078491211
test epoch:59	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6917399764060974
Top-5 class_accuracy: 0.8929399847984314
test epoch:59	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6927399635314941
Top-5 class_accuracy: 0.8936599493026733
test epoch:59	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6934199929237366
Top-5 class_accuracy: 0.894059956073761
test epoch:59	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6934199929237366
Top-5 class_accuracy: 0.8941599726676941
Epoch:60	 lr:0.02000	 duration:278.638
 train_loss:1.30636	 train_loss_div:1.30636Train Top-1 class_accuracy: 0.6683838367462158
Train Top-5 class_accuracy: 0.8632809519767761
test epoch:60	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6936599612236023
Top-5 class_accuracy: 0.8946200013160706
test epoch:60	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6933799982070923
Top-5 class_accuracy: 0.8957200050354004
test epoch:60	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.693839967250824
Top-5 class_accuracy: 0.8959999680519104
test epoch:60	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6936599612236023
Top-5 class_accuracy: 0.8959199786186218
Epoch:61	 lr:0.00200	 duration:283.566
 train_loss:1.17816	 train_loss_div:1.17816Train Top-1 class_accuracy: 0.7032020688056946
Train Top-5 class_accuracy: 0.8813457489013672
test epoch:61	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7240999937057495
Top-5 class_accuracy: 0.9096399545669556
test epoch:61	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7242000102996826
Top-5 class_accuracy: 0.9100199937820435
test epoch:61	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7245199680328369
Top-5 class_accuracy: 0.9095799922943115
test epoch:61	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7244799733161926
Top-5 class_accuracy: 0.9097200036048889
Epoch:62	 lr:0.00200	 duration:279.049
 train_loss:1.13209	 train_loss_div:1.13209Train Top-1 class_accuracy: 0.7125997543334961
Train Top-5 class_accuracy: 0.8882020115852356
test epoch:62	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7268199920654297
Top-5 class_accuracy: 0.910819947719574
test epoch:62	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7270999550819397
Top-5 class_accuracy: 0.9120999574661255
test epoch:62	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7269799709320068
Top-5 class_accuracy: 0.91211998462677
test epoch:62	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7268399596214294
Top-5 class_accuracy: 0.9120000004768372
Epoch:63	 lr:0.00200	 duration:279.275
 train_loss:1.10967	 train_loss_div:1.10967Train Top-1 class_accuracy: 0.7191312909126282
Train Top-5 class_accuracy: 0.8912054896354675
test epoch:63	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7287200093269348
Top-5 class_accuracy: 0.9121599793434143
test epoch:63	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7283399701118469
Top-5 class_accuracy: 0.9126600027084351
test epoch:63	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7289800047874451
Top-5 class_accuracy: 0.9129399657249451
test epoch:63	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7285400032997131
Top-5 class_accuracy: 0.912839949131012
Epoch:64	 lr:0.00200	 duration:281.410
 train_loss:1.10103	 train_loss_div:1.10103Train Top-1 class_accuracy: 0.7204675674438477
Train Top-5 class_accuracy: 0.8926354646682739
test epoch:64	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7282199859619141
Top-5 class_accuracy: 0.9124999642372131
test epoch:64	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.728659987449646
Top-5 class_accuracy: 0.9128199815750122
test epoch:64	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7294600009918213
Top-5 class_accuracy: 0.9126399755477905
test epoch:64	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7293599843978882
Top-5 class_accuracy: 0.9126600027084351
Epoch:65	 lr:0.00200	 duration:278.602
 train_loss:1.09822	 train_loss_div:1.09822Train Top-1 class_accuracy: 0.7235209941864014
Train Top-5 class_accuracy: 0.8926042318344116
test epoch:65	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7295599579811096
Top-5 class_accuracy: 0.9128199815750122
test epoch:65	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7306199669837952
Top-5 class_accuracy: 0.9132999777793884
test epoch:65	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7304799556732178
Top-5 class_accuracy: 0.9131199717521667
test epoch:65	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7307800054550171
Top-5 class_accuracy: 0.913320004940033
Epoch:66	 lr:0.00200	 duration:283.347
 train_loss:1.08565	 train_loss_div:1.08565Train Top-1 class_accuracy: 0.7250508666038513
Train Top-5 class_accuracy: 0.8950582146644592
test epoch:66	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7312999963760376
Top-5 class_accuracy: 0.9142400026321411
test epoch:66	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7315799593925476
Top-5 class_accuracy: 0.9149999618530273
test epoch:66	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7324399948120117
Top-5 class_accuracy: 0.9147599935531616
test epoch:66	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7324399948120117
Top-5 class_accuracy: 0.9146199822425842
Epoch:67	 lr:0.00200	 duration:279.938
 train_loss:1.08553	 train_loss_div:1.08553Train Top-1 class_accuracy: 0.7244264483451843
Train Top-5 class_accuracy: 0.8944337964057922
test epoch:67	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7318599820137024
Top-5 class_accuracy: 0.914900004863739
test epoch:67	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7321199774742126
Top-5 class_accuracy: 0.914900004863739
test epoch:67	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7328400015830994
Top-5 class_accuracy: 0.9152199625968933
test epoch:67	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7330399751663208
Top-5 class_accuracy: 0.9150799512863159
Epoch:68	 lr:0.00200	 duration:279.282
 train_loss:1.07438	 train_loss_div:1.07438Train Top-1 class_accuracy: 0.7277047038078308
Train Top-5 class_accuracy: 0.8968316316604614
test epoch:68	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.732759952545166
Top-5 class_accuracy: 0.9150799512863159
test epoch:68	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7344399690628052
Top-5 class_accuracy: 0.9148199558258057
test epoch:68	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7347399592399597
Top-5 class_accuracy: 0.915179967880249
test epoch:68	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7348799705505371
Top-5 class_accuracy: 0.9151999950408936
Epoch:69	 lr:0.00200	 duration:284.744
 train_loss:1.07238	 train_loss_div:1.07238Train Top-1 class_accuracy: 0.7288349270820618
Train Top-5 class_accuracy: 0.8960510492324829
test epoch:69	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.733680009841919
Top-5 class_accuracy: 0.9147599935531616
test epoch:69	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7340399622917175
Top-5 class_accuracy: 0.9148799777030945
test epoch:69	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.734499990940094
Top-5 class_accuracy: 0.9150999784469604
test epoch:69	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7341799736022949
Top-5 class_accuracy: 0.9152399897575378
Epoch:70	 lr:0.00200	 duration:282.413
 train_loss:1.06338	 train_loss_div:1.06338Train Top-1 class_accuracy: 0.7300650477409363
Train Top-5 class_accuracy: 0.8980242609977722
test epoch:70	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7341600060462952
Top-5 class_accuracy: 0.9149799942970276
test epoch:70	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7349799871444702
Top-5 class_accuracy: 0.915179967880249
test epoch:70	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7353799939155579
Top-5 class_accuracy: 0.9150199890136719
test epoch:70	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7353599667549133
Top-5 class_accuracy: 0.9149799942970276
Epoch:71	 lr:0.00200	 duration:280.530
 train_loss:1.05603	 train_loss_div:1.05603Train Top-1 class_accuracy: 0.7321381568908691
Train Top-5 class_accuracy: 0.8994354605674744
test epoch:71	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7340999841690063
Top-5 class_accuracy: 0.9146999716758728
test epoch:71	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7346199750900269
Top-5 class_accuracy: 0.9147399663925171
test epoch:71	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7346599698066711
Top-5 class_accuracy: 0.9147599935531616
test epoch:71	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7345199584960938
Top-5 class_accuracy: 0.9149199724197388
Epoch:72	 lr:0.00200	 duration:279.701
 train_loss:1.05383	 train_loss_div:1.05383Train Top-1 class_accuracy: 0.7327688336372375
Train Top-5 class_accuracy: 0.8992668986320496
test epoch:72	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7342599630355835
Top-5 class_accuracy: 0.9155199527740479
test epoch:72	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7356399893760681
Top-5 class_accuracy: 0.916159987449646
test epoch:72	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7361399531364441
Top-5 class_accuracy: 0.9162600040435791
test epoch:72	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7361599802970886
Top-5 class_accuracy: 0.9162999987602234
Epoch:73	 lr:0.00200	 duration:286.505
 train_loss:1.05320	 train_loss_div:1.05320Train Top-1 class_accuracy: 0.7341300845146179
Train Top-5 class_accuracy: 0.8988672494888306
test epoch:73	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7347399592399597
Top-5 class_accuracy: 0.9153800010681152
test epoch:73	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7346000075340271
Top-5 class_accuracy: 0.9156799912452698
test epoch:73	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7346400022506714
Top-5 class_accuracy: 0.9155599474906921
test epoch:73	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7346799969673157
Top-5 class_accuracy: 0.9154399633407593
Epoch:74	 lr:0.00200	 duration:279.667
 train_loss:1.05774	 train_loss_div:1.05774Train Top-1 class_accuracy: 0.732494056224823
Train Top-5 class_accuracy: 0.8984301686286926
test epoch:74	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7341799736022949
Top-5 class_accuracy: 0.9157399535179138
test epoch:74	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.735040009021759
Top-5 class_accuracy: 0.9164800047874451
test epoch:74	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7354999780654907
Top-5 class_accuracy: 0.9166399836540222
test epoch:74	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7352799773216248
Top-5 class_accuracy: 0.9162999987602234
Epoch:75	 lr:0.00200	 duration:282.666
 train_loss:1.04580	 train_loss_div:1.04580Train Top-1 class_accuracy: 0.7362906336784363
Train Top-5 class_accuracy: 0.8999162912368774
test epoch:75	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.734559953212738
Top-5 class_accuracy: 0.91593998670578
test epoch:75	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7358599901199341
Top-5 class_accuracy: 0.9161799550056458
test epoch:75	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.736299991607666
Top-5 class_accuracy: 0.9159799814224243
test epoch:75	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7366399765014648
Top-5 class_accuracy: 0.9159999489784241
Epoch:76	 lr:0.00200	 duration:282.143
 train_loss:1.04676	 train_loss_div:1.04676Train Top-1 class_accuracy: 0.735978364944458
Train Top-5 class_accuracy: 0.8999350070953369
test epoch:76	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7357400059700012
Top-5 class_accuracy: 0.9157799482345581
test epoch:76	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7360000014305115
Top-5 class_accuracy: 0.916159987449646
test epoch:76	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7365599870681763
Top-5 class_accuracy: 0.9165199995040894
test epoch:76	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7366600036621094
Top-5 class_accuracy: 0.9165999889373779
Epoch:77	 lr:0.00200	 duration:284.081
 train_loss:1.03429	 train_loss_div:1.03429Train Top-1 class_accuracy: 0.7385010719299316
Train Top-5 class_accuracy: 0.902133047580719
test epoch:77	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7358399629592896
Top-5 class_accuracy: 0.915340006351471
test epoch:77	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7364999651908875
Top-5 class_accuracy: 0.9157999753952026
test epoch:77	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.736840009689331
Top-5 class_accuracy: 0.9157599806785583
test epoch:77	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7364799976348877
Top-5 class_accuracy: 0.9155799746513367
Epoch:78	 lr:0.00200	 duration:282.745
 train_loss:1.04352	 train_loss_div:1.04352Train Top-1 class_accuracy: 0.735978364944458
Train Top-5 class_accuracy: 0.8998726010322571
test epoch:78	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7350999712944031
Top-5 class_accuracy: 0.9156999588012695
test epoch:78	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7361199855804443
Top-5 class_accuracy: 0.9161399602890015
test epoch:78	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.736579954624176
Top-5 class_accuracy: 0.9161399602890015
test epoch:78	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7368999719619751
Top-5 class_accuracy: 0.9161799550056458
Epoch:79	 lr:0.00200	 duration:284.624
 train_loss:1.03479	 train_loss_div:1.03479Train Top-1 class_accuracy: 0.7384136915206909
Train Top-5 class_accuracy: 0.901227593421936
test epoch:79	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7343800067901611
Top-5 class_accuracy: 0.9157799482345581
test epoch:79	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7351199984550476
Top-5 class_accuracy: 0.9164199829101562
test epoch:79	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7352799773216248
Top-5 class_accuracy: 0.9164599776268005
test epoch:79	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7354199886322021
Top-5 class_accuracy: 0.916700005531311
Epoch:80	 lr:0.00200	 duration:282.205
 train_loss:1.02755	 train_loss_div:1.02755Train Top-1 class_accuracy: 0.7410175204277039
Train Top-5 class_accuracy: 0.902582585811615
test epoch:80	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7366799712181091
Top-5 class_accuracy: 0.9165599942207336
test epoch:80	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7374999523162842
Top-5 class_accuracy: 0.9171800017356873
test epoch:80	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7373799681663513
Top-5 class_accuracy: 0.9177199602127075
test epoch:80	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.737280011177063
Top-5 class_accuracy: 0.9174999594688416
Epoch:81	 lr:0.00200	 duration:282.627
 train_loss:1.02625	 train_loss_div:1.02625Train Top-1 class_accuracy: 0.7413172721862793
Train Top-5 class_accuracy: 0.9022703766822815
test epoch:81	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7357800006866455
Top-5 class_accuracy: 0.9155399799346924
test epoch:81	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7359600067138672
Top-5 class_accuracy: 0.9156999588012695
test epoch:81	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7363399863243103
Top-5 class_accuracy: 0.9156000018119812
test epoch:81	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7364000082015991
Top-5 class_accuracy: 0.9158399701118469
Epoch:82	 lr:0.00200	 duration:280.274
 train_loss:1.02699	 train_loss_div:1.02699Train Top-1 class_accuracy: 0.7406116724014282
Train Top-5 class_accuracy: 0.9023953080177307
test epoch:82	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7363399863243103
Top-5 class_accuracy: 0.9147799611091614
test epoch:82	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7368199825286865
Top-5 class_accuracy: 0.915120005607605
test epoch:82	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7374999523162842
Top-5 class_accuracy: 0.9152399897575378
test epoch:82	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.737280011177063
Top-5 class_accuracy: 0.915120005607605
Epoch:83	 lr:0.00200	 duration:281.635
 train_loss:1.02923	 train_loss_div:1.02923Train Top-1 class_accuracy: 0.7400559186935425
Train Top-5 class_accuracy: 0.9017021656036377
test epoch:83	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7364599704742432
Top-5 class_accuracy: 0.9151600003242493
test epoch:83	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7369799613952637
Top-5 class_accuracy: 0.9156999588012695
test epoch:83	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.737339973449707
Top-5 class_accuracy: 0.9156999588012695
test epoch:83	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7372199892997742
Top-5 class_accuracy: 0.9156999588012695
Epoch:84	 lr:0.00200	 duration:281.815
 train_loss:1.02154	 train_loss_div:1.02154Train Top-1 class_accuracy: 0.7415920495986938
Train Top-5 class_accuracy: 0.9034630656242371
test epoch:84	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7369599938392639
Top-5 class_accuracy: 0.9155199527740479
test epoch:84	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7379199862480164
Top-5 class_accuracy: 0.9161999821662903
test epoch:84	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7382199764251709
Top-5 class_accuracy: 0.9160999655723572
test epoch:84	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7382999658584595
Top-5 class_accuracy: 0.9159999489784241
Epoch:85	 lr:0.00200	 duration:284.094
 train_loss:1.01933	 train_loss_div:1.01933Train Top-1 class_accuracy: 0.7431593537330627
Train Top-5 class_accuracy: 0.9031758308410645
test epoch:85	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7363599538803101
Top-5 class_accuracy: 0.914900004863739
test epoch:85	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7364999651908875
Top-5 class_accuracy: 0.9157799482345581
test epoch:85	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7374199628829956
Top-5 class_accuracy: 0.9156599640846252
test epoch:85	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7378000020980835
Top-5 class_accuracy: 0.9157599806785583
Epoch:86	 lr:0.00200	 duration:281.637
 train_loss:1.02609	 train_loss_div:1.02609Train Top-1 class_accuracy: 0.7413797378540039
Train Top-5 class_accuracy: 0.9019769430160522
test epoch:86	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7369599938392639
Top-5 class_accuracy: 0.9160799980163574
test epoch:86	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7369799613952637
Top-5 class_accuracy: 0.9160199761390686
test epoch:86	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7371999621391296
Top-5 class_accuracy: 0.9159599542617798
test epoch:86	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7369799613952637
Top-5 class_accuracy: 0.9158799648284912
Epoch:87	 lr:0.00200	 duration:282.574
 train_loss:1.00896	 train_loss_div:1.00896Train Top-1 class_accuracy: 0.7455446720123291
Train Top-5 class_accuracy: 0.9043497443199158
test epoch:87	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7362599968910217
Top-5 class_accuracy: 0.9152999520301819
test epoch:87	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7374799847602844
Top-5 class_accuracy: 0.9156799912452698
test epoch:87	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7379199862480164
Top-5 class_accuracy: 0.9160199761390686
test epoch:87	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7378599643707275
Top-5 class_accuracy: 0.9159199595451355
Epoch:88	 lr:0.00200	 duration:284.243
 train_loss:1.02677	 train_loss_div:1.02677Train Top-1 class_accuracy: 0.7406429052352905
Train Top-5 class_accuracy: 0.9018145799636841
test epoch:88	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7353799939155579
Top-5 class_accuracy: 0.9152599573135376
test epoch:88	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.736519992351532
Top-5 class_accuracy: 0.9154799580574036
test epoch:88	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7364599704742432
Top-5 class_accuracy: 0.9154599905014038
test epoch:88	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7362599968910217
Top-5 class_accuracy: 0.9155199527740479
Epoch:89	 lr:0.00200	 duration:280.519
 train_loss:1.01808	 train_loss_div:1.01808Train Top-1 class_accuracy: 0.742497444152832
Train Top-5 class_accuracy: 0.9030072093009949
test epoch:89	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7347399592399597
Top-5 class_accuracy: 0.9157199859619141
test epoch:89	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7351399660110474
Top-5 class_accuracy: 0.916159987449646
test epoch:89	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7351199984550476
Top-5 class_accuracy: 0.916379988193512
test epoch:89	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.735480010509491
Top-5 class_accuracy: 0.9162600040435791
Epoch:90	 lr:0.00200	 duration:280.611
 train_loss:1.01598	 train_loss_div:1.01598Train Top-1 class_accuracy: 0.7418917417526245
Train Top-5 class_accuracy: 0.9037066102027893
test epoch:90	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7378399968147278
Top-5 class_accuracy: 0.9157799482345581
test epoch:90	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7379999756813049
Top-5 class_accuracy: 0.916439950466156
test epoch:90	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7382599711418152
Top-5 class_accuracy: 0.9163999557495117
test epoch:90	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7382799983024597
Top-5 class_accuracy: 0.9162999987602234
Epoch:91	 lr:0.00020	 duration:278.233
 train_loss:0.99067	 train_loss_div:0.99067Train Top-1 class_accuracy: 0.7506150603294373
Train Top-5 class_accuracy: 0.9072970747947693
test epoch:91	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7392799854278564
Top-5 class_accuracy: 0.9170799851417542
test epoch:91	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7398399710655212
Top-5 class_accuracy: 0.9176999926567078
test epoch:91	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7401799559593201
Top-5 class_accuracy: 0.9178400039672852
test epoch:91	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7400400042533875
Top-5 class_accuracy: 0.9175599813461304
Epoch:92	 lr:0.00020	 duration:281.485
 train_loss:0.98734	 train_loss_div:0.98734Train Top-1 class_accuracy: 0.7506774663925171
Train Top-5 class_accuracy: 0.9074781537055969
test epoch:92	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7395399808883667
Top-5 class_accuracy: 0.9173199534416199
test epoch:92	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7398999929428101
Top-5 class_accuracy: 0.9178400039672852
test epoch:92	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.740619957447052
Top-5 class_accuracy: 0.9179799556732178
test epoch:92	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7406799793243408
Top-5 class_accuracy: 0.9178599715232849
Epoch:93	 lr:0.00020	 duration:283.619
 train_loss:0.98397	 train_loss_div:0.98397Train Top-1 class_accuracy: 0.7511895298957825
Train Top-5 class_accuracy: 0.9077154397964478
test epoch:93	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7405799627304077
Top-5 class_accuracy: 0.9180999994277954
test epoch:93	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7411800026893616
Top-5 class_accuracy: 0.9182199835777283
test epoch:93	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7414399981498718
Top-5 class_accuracy: 0.918179988861084
test epoch:93	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7416399717330933
Top-5 class_accuracy: 0.9181399941444397
Epoch:94	 lr:0.00020	 duration:280.279
 train_loss:0.98109	 train_loss_div:0.98109Train Top-1 class_accuracy: 0.7532938718795776
Train Top-5 class_accuracy: 0.9091141223907471
test epoch:94	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7413600087165833
Top-5 class_accuracy: 0.9185799956321716
test epoch:94	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7413399815559387
Top-5 class_accuracy: 0.9192599654197693
test epoch:94	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7416999936103821
Top-5 class_accuracy: 0.9190999865531921
test epoch:94	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7416200041770935
Top-5 class_accuracy: 0.9187999963760376
Epoch:95	 lr:0.00020	 duration:282.495
 train_loss:0.98170	 train_loss_div:0.98170Train Top-1 class_accuracy: 0.7520574927330017
Train Top-5 class_accuracy: 0.9080463647842407
test epoch:95	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7404599785804749
Top-5 class_accuracy: 0.918179988861084
test epoch:95	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7414199709892273
Top-5 class_accuracy: 0.9182199835777283
test epoch:95	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7413199543952942
Top-5 class_accuracy: 0.9180999994277954
test epoch:95	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7414199709892273
Top-5 class_accuracy: 0.9181199669837952
Epoch:96	 lr:0.00020	 duration:280.293
 train_loss:0.97687	 train_loss_div:0.97687Train Top-1 class_accuracy: 0.753268837928772
Train Top-5 class_accuracy: 0.9090891480445862
test epoch:96	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7416399717330933
Top-5 class_accuracy: 0.9179199934005737
test epoch:96	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7419599890708923
Top-5 class_accuracy: 0.9183599948883057
test epoch:96	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7420399785041809
Top-5 class_accuracy: 0.9182800054550171
test epoch:96	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7419799566268921
Top-5 class_accuracy: 0.9183599948883057
Epoch:97	 lr:0.00020	 duration:284.684
 train_loss:0.97937	 train_loss_div:0.97937Train Top-1 class_accuracy: 0.7538371086120605
Train Top-5 class_accuracy: 0.9090204834938049
test epoch:97	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7407599687576294
Top-5 class_accuracy: 0.9181999564170837
test epoch:97	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7415399551391602
Top-5 class_accuracy: 0.9183799624443054
test epoch:97	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7420600056648254
Top-5 class_accuracy: 0.9184399843215942
test epoch:97	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7419399619102478
Top-5 class_accuracy: 0.9186399579048157
Epoch:98	 lr:0.00020	 duration:282.542
 train_loss:0.98280	 train_loss_div:0.98280Train Top-1 class_accuracy: 0.7516828179359436
Train Top-5 class_accuracy: 0.9082586765289307
test epoch:98	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7396000027656555
Top-5 class_accuracy: 0.9181399941444397
test epoch:98	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7404999732971191
Top-5 class_accuracy: 0.91867995262146
test epoch:98	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7409399747848511
Top-5 class_accuracy: 0.9185199737548828
test epoch:98	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7403199672698975
Top-5 class_accuracy: 0.918459951877594
Epoch:99	 lr:0.00020	 duration:280.119
 train_loss:0.97536	 train_loss_div:0.97536Train Top-1 class_accuracy: 0.7542617321014404
Train Top-5 class_accuracy: 0.909326434135437
test epoch:99	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7410599589347839
Top-5 class_accuracy: 0.9177799820899963
test epoch:99	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7411800026893616
Top-5 class_accuracy: 0.918459951877594
test epoch:99	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7414999604225159
Top-5 class_accuracy: 0.9182599782943726
test epoch:99	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7415399551391602
Top-5 class_accuracy: 0.918179988861084
best_accuracy: 0.9192599654197693 
