Epoch:0	 lr:0.10000	 duration:487.404
 train_loss:7.27116	 train_loss_div:7.27116Train Top-1 class_accuracy: 0.14976957440376282
Train Top-5 class_accuracy: 0.3182283639907837
test epoch:0	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.24301999807357788
Top-5 class_accuracy: 0.4779999852180481
test epoch:0	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.25995999574661255
Top-5 class_accuracy: 0.5
test epoch:0	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.26311999559402466
Top-5 class_accuracy: 0.5036799907684326
test epoch:0	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.26357999444007874
Top-5 class_accuracy: 0.5048199892044067
Epoch:1	 lr:0.10000	 duration:487.666
 train_loss:4.35916	 train_loss_div:4.35916Train Top-1 class_accuracy: 0.33060768246650696
Train Top-5 class_accuracy: 0.5729365348815918
test epoch:1	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3925800025463104
Top-5 class_accuracy: 0.6507799625396729
test epoch:1	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3886999785900116
Top-5 class_accuracy: 0.6480799913406372
test epoch:1	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3858200013637543
Top-5 class_accuracy: 0.645799994468689
test epoch:1	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3837999999523163
Top-5 class_accuracy: 0.6439200043678284
Epoch:2	 lr:0.10000	 duration:483.169
 train_loss:3.55980	 train_loss_div:3.55980Train Top-1 class_accuracy: 0.39755284786224365
Train Top-5 class_accuracy: 0.6411992311477661
test epoch:2	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.41211998462677
Top-5 class_accuracy: 0.6699399948120117
test epoch:2	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.41495999693870544
Top-5 class_accuracy: 0.67221999168396
test epoch:2	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4144199788570404
Top-5 class_accuracy: 0.6721000075340271
test epoch:2	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4136199951171875
Top-5 class_accuracy: 0.6721799969673157
Epoch:3	 lr:0.10000	 duration:486.588
 train_loss:3.20032	 train_loss_div:3.20032Train Top-1 class_accuracy: 0.42650142312049866
Train Top-5 class_accuracy: 0.6715996265411377
test epoch:3	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4597799777984619
Top-5 class_accuracy: 0.7226799726486206
test epoch:3	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46077999472618103
Top-5 class_accuracy: 0.7225799560546875
test epoch:3	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4608199894428253
Top-5 class_accuracy: 0.7228999733924866
test epoch:3	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4610399901866913
Top-5 class_accuracy: 0.7229399681091309
Epoch:4	 lr:0.10000	 duration:485.277
 train_loss:2.99439	 train_loss_div:2.99439Train Top-1 class_accuracy: 0.44619283080101013
Train Top-5 class_accuracy: 0.6893365979194641
test epoch:4	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48194000124931335
Top-5 class_accuracy: 0.733519971370697
test epoch:4	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4869999885559082
Top-5 class_accuracy: 0.738379955291748
test epoch:4	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4878000020980835
Top-5 class_accuracy: 0.7389999628067017
test epoch:4	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48771998286247253
Top-5 class_accuracy: 0.7385599613189697
Epoch:5	 lr:0.10000	 duration:491.769
 train_loss:2.86718	 train_loss_div:2.86718Train Top-1 class_accuracy: 0.45644599199295044
Train Top-5 class_accuracy: 0.6993649005889893
test epoch:5	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4871799945831299
Top-5 class_accuracy: 0.7417599558830261
test epoch:5	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4873199760913849
Top-5 class_accuracy: 0.7424399852752686
test epoch:5	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4875199794769287
Top-5 class_accuracy: 0.7422199845314026
test epoch:5	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48795998096466064
Top-5 class_accuracy: 0.7422199845314026
Epoch:6	 lr:0.10000	 duration:491.785
 train_loss:2.76356	 train_loss_div:2.76356Train Top-1 class_accuracy: 0.4664306044578552
Train Top-5 class_accuracy: 0.7069361209869385
test epoch:6	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49761998653411865
Top-5 class_accuracy: 0.7487599849700928
test epoch:6	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4983599781990051
Top-5 class_accuracy: 0.7495599985122681
test epoch:6	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49865999817848206
Top-5 class_accuracy: 0.7494999766349792
test epoch:6	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49869999289512634
Top-5 class_accuracy: 0.750059962272644
Epoch:7	 lr:0.10000	 duration:487.172
 train_loss:2.69301	 train_loss_div:2.69301Train Top-1 class_accuracy: 0.47178196907043457
Train Top-5 class_accuracy: 0.7135925889015198
test epoch:7	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4908199906349182
Top-5 class_accuracy: 0.7476800084114075
test epoch:7	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49399998784065247
Top-5 class_accuracy: 0.75027996301651
test epoch:7	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4953799843788147
Top-5 class_accuracy: 0.7512800097465515
test epoch:7	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4957999885082245
Top-5 class_accuracy: 0.7509599924087524
Epoch:8	 lr:0.10000	 duration:486.977
 train_loss:2.63952	 train_loss_div:2.63952Train Top-1 class_accuracy: 0.4769616425037384
Train Top-5 class_accuracy: 0.7168239951133728
test epoch:8	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4929399788379669
Top-5 class_accuracy: 0.7500199675559998
test epoch:8	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4929399788379669
Top-5 class_accuracy: 0.7494999766349792
test epoch:8	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49289998412132263
Top-5 class_accuracy: 0.7487799525260925
test epoch:8	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49215999245643616
Top-5 class_accuracy: 0.7484999895095825
Epoch:9	 lr:0.10000	 duration:485.476
 train_loss:2.60281	 train_loss_div:2.60281Train Top-1 class_accuracy: 0.4796466827392578
Train Top-5 class_accuracy: 0.7203738689422607
test epoch:9	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4838999807834625
Top-5 class_accuracy: 0.739579975605011
test epoch:9	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.486519992351532
Top-5 class_accuracy: 0.7422800064086914
test epoch:9	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48649999499320984
Top-5 class_accuracy: 0.7421799898147583
test epoch:9	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4865799844264984
Top-5 class_accuracy: 0.7428799867630005
Epoch:10	 lr:0.10000	 duration:486.098
 train_loss:2.57028	 train_loss_div:2.57028Train Top-1 class_accuracy: 0.4829499125480652
Train Top-5 class_accuracy: 0.7236177921295166
test epoch:10	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5039799809455872
Top-5 class_accuracy: 0.7563799619674683
test epoch:10	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.504859983921051
Top-5 class_accuracy: 0.7561799883842468
test epoch:10	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.50409996509552
Top-5 class_accuracy: 0.7560200095176697
test epoch:10	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5041199922561646
Top-5 class_accuracy: 0.7556799650192261
Epoch:11	 lr:0.10000	 duration:483.327
 train_loss:2.53408	 train_loss_div:2.53408Train Top-1 class_accuracy: 0.48676207661628723
Train Top-5 class_accuracy: 0.7263996601104736
test epoch:11	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5162599682807922
Top-5 class_accuracy: 0.7708399891853333
test epoch:11	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5167799592018127
Top-5 class_accuracy: 0.7703399658203125
test epoch:11	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5162599682807922
Top-5 class_accuracy: 0.7700999975204468
test epoch:11	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5159800052642822
Top-5 class_accuracy: 0.7695800065994263
Epoch:12	 lr:0.10000	 duration:488.153
 train_loss:2.51904	 train_loss_div:2.51904Train Top-1 class_accuracy: 0.48710548877716064
Train Top-5 class_accuracy: 0.7264807820320129
test epoch:12	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5202599763870239
Top-5 class_accuracy: 0.7733399868011475
test epoch:12	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5207200050354004
Top-5 class_accuracy: 0.7738800048828125
test epoch:12	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5204399824142456
Top-5 class_accuracy: 0.7741400003433228
test epoch:12	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5203999876976013
Top-5 class_accuracy: 0.7733799815177917
Epoch:13	 lr:0.10000	 duration:489.207
 train_loss:2.49392	 train_loss_div:2.49392Train Top-1 class_accuracy: 0.4905461072921753
Train Top-5 class_accuracy: 0.7294374704360962
test epoch:13	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5189599990844727
Top-5 class_accuracy: 0.7712399959564209
test epoch:13	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5195800065994263
Top-5 class_accuracy: 0.7719599604606628
test epoch:13	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5189399719238281
Top-5 class_accuracy: 0.7720199823379517
test epoch:13	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5182799696922302
Top-5 class_accuracy: 0.7717599868774414
Epoch:14	 lr:0.10000	 duration:485.933
 train_loss:2.47144	 train_loss_div:2.47144Train Top-1 class_accuracy: 0.49153271317481995
Train Top-5 class_accuracy: 0.7298589944839478
test epoch:14	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.500819981098175
Top-5 class_accuracy: 0.755299985408783
test epoch:14	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5026800036430359
Top-5 class_accuracy: 0.7559199929237366
test epoch:14	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5023999810218811
Top-5 class_accuracy: 0.7555199861526489
test epoch:14	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5024799704551697
Top-5 class_accuracy: 0.7552599906921387
Epoch:15	 lr:0.10000	 duration:487.308
 train_loss:2.46412	 train_loss_div:2.46412Train Top-1 class_accuracy: 0.4931437373161316
Train Top-5 class_accuracy: 0.731604278087616
test epoch:15	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5160799622535706
Top-5 class_accuracy: 0.7694000005722046
test epoch:15	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5176799893379211
Top-5 class_accuracy: 0.7705999612808228
test epoch:15	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5178999900817871
Top-5 class_accuracy: 0.7709400057792664
test epoch:15	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5182799696922302
Top-5 class_accuracy: 0.7707799673080444
Epoch:16	 lr:0.10000	 duration:485.376
 train_loss:2.44967	 train_loss_div:2.44967Train Top-1 class_accuracy: 0.4925099313259125
Train Top-5 class_accuracy: 0.7318384051322937
test epoch:16	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5151199698448181
Top-5 class_accuracy: 0.7708999514579773
test epoch:16	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5155199766159058
Top-5 class_accuracy: 0.7714599967002869
test epoch:16	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5152599811553955
Top-5 class_accuracy: 0.7710199952125549
test epoch:16	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5146600008010864
Top-5 class_accuracy: 0.7708999514579773
Epoch:17	 lr:0.10000	 duration:485.931
 train_loss:2.43404	 train_loss_div:2.43404Train Top-1 class_accuracy: 0.4939679801464081
Train Top-5 class_accuracy: 0.7340801358222961
test epoch:17	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5171799659729004
Top-5 class_accuracy: 0.7691799998283386
test epoch:17	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5179199576377869
Top-5 class_accuracy: 0.7694999575614929
test epoch:17	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5185799598693848
Top-5 class_accuracy: 0.769279956817627
test epoch:17	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5181599855422974
Top-5 class_accuracy: 0.7690799832344055
Epoch:18	 lr:0.10000	 duration:485.930
 train_loss:2.42359	 train_loss_div:2.42359Train Top-1 class_accuracy: 0.49596303701400757
Train Top-5 class_accuracy: 0.7355038523674011
test epoch:18	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.51801997423172
Top-5 class_accuracy: 0.7723599672317505
test epoch:18	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5198999643325806
Top-5 class_accuracy: 0.7730799913406372
test epoch:18	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5205999612808228
Top-5 class_accuracy: 0.7734799981117249
test epoch:18	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5209999680519104
Top-5 class_accuracy: 0.7735199928283691
Epoch:19	 lr:0.10000	 duration:485.662
 train_loss:2.40528	 train_loss_div:2.40528Train Top-1 class_accuracy: 0.49879172444343567
Train Top-5 class_accuracy: 0.735900342464447
test epoch:19	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4877599775791168
Top-5 class_accuracy: 0.7424399852752686
test epoch:19	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4912799894809723
Top-5 class_accuracy: 0.7455599904060364
test epoch:19	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49271997809410095
Top-5 class_accuracy: 0.7466999888420105
test epoch:19	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49219998717308044
Top-5 class_accuracy: 0.7468199729919434
Epoch:20	 lr:0.10000	 duration:484.443
 train_loss:2.39908	 train_loss_div:2.39908Train Top-1 class_accuracy: 0.4979081451892853
Train Top-5 class_accuracy: 0.7365996837615967
test epoch:20	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.525439977645874
Top-5 class_accuracy: 0.7732799649238586
test epoch:20	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5268200039863586
Top-5 class_accuracy: 0.7748799920082092
test epoch:20	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5266000032424927
Top-5 class_accuracy: 0.7756999731063843
test epoch:20	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5268200039863586
Top-5 class_accuracy: 0.7758399844169617
Epoch:21	 lr:0.10000	 duration:479.000
 train_loss:2.38972	 train_loss_div:2.38972Train Top-1 class_accuracy: 0.49872615933418274
Train Top-5 class_accuracy: 0.7374364137649536
test epoch:21	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5309399962425232
Top-5 class_accuracy: 0.7807999849319458
test epoch:21	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5322799682617188
Top-5 class_accuracy: 0.7824199795722961
test epoch:21	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5324000120162964
Top-5 class_accuracy: 0.7820799946784973
test epoch:21	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5320199728012085
Top-5 class_accuracy: 0.7819399833679199
Epoch:22	 lr:0.10000	 duration:480.797
 train_loss:2.38012	 train_loss_div:2.38012Train Top-1 class_accuracy: 0.49898529052734375
Train Top-5 class_accuracy: 0.737043023109436
test epoch:22	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.524179995059967
Top-5 class_accuracy: 0.7756199836730957
test epoch:22	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5243600010871887
Top-5 class_accuracy: 0.7764999866485596
test epoch:22	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5245000123977661
Top-5 class_accuracy: 0.7761600017547607
test epoch:22	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5243799686431885
Top-5 class_accuracy: 0.775879979133606
Epoch:23	 lr:0.10000	 duration:483.592
 train_loss:2.36698	 train_loss_div:2.36698Train Top-1 class_accuracy: 0.5002747178077698
Train Top-5 class_accuracy: 0.7384979724884033
test epoch:23	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5306999683380127
Top-5 class_accuracy: 0.7796599864959717
test epoch:23	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5324599742889404
Top-5 class_accuracy: 0.7808199524879456
test epoch:23	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5331400036811829
Top-5 class_accuracy: 0.7807199954986572
test epoch:23	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5331000089645386
Top-5 class_accuracy: 0.7808199524879456
Epoch:24	 lr:0.10000	 duration:481.051
 train_loss:2.36139	 train_loss_div:2.36139Train Top-1 class_accuracy: 0.5016016364097595
Train Top-5 class_accuracy: 0.7398279905319214
test epoch:24	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5254600048065186
Top-5 class_accuracy: 0.7761399745941162
test epoch:24	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.524940013885498
Top-5 class_accuracy: 0.7762399911880493
test epoch:24	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5245400071144104
Top-5 class_accuracy: 0.7760999798774719
test epoch:24	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5240600109100342
Top-5 class_accuracy: 0.7757399678230286
Epoch:25	 lr:0.10000	 duration:479.908
 train_loss:2.36335	 train_loss_div:2.36335Train Top-1 class_accuracy: 0.5010302662849426
Train Top-5 class_accuracy: 0.7391660809516907
test epoch:25	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5334799885749817
Top-5 class_accuracy: 0.7856999635696411
test epoch:25	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5339800119400024
Top-5 class_accuracy: 0.785099983215332
test epoch:25	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5338599681854248
Top-5 class_accuracy: 0.7852599620819092
test epoch:25	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5333600044250488
Top-5 class_accuracy: 0.7852999567985535
Epoch:26	 lr:0.10000	 duration:476.812
 train_loss:2.35155	 train_loss_div:2.35155Train Top-1 class_accuracy: 0.502235472202301
Train Top-5 class_accuracy: 0.7404305934906006
test epoch:26	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5198400020599365
Top-5 class_accuracy: 0.7705399990081787
test epoch:26	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5212399959564209
Top-5 class_accuracy: 0.772059977054596
test epoch:26	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.522379994392395
Top-5 class_accuracy: 0.7733199596405029
test epoch:26	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5228999853134155
Top-5 class_accuracy: 0.7737199664115906
Epoch:27	 lr:0.10000	 duration:478.213
 train_loss:2.34335	 train_loss_div:2.34335Train Top-1 class_accuracy: 0.5031315088272095
Train Top-5 class_accuracy: 0.739968478679657
test epoch:27	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5248599648475647
Top-5 class_accuracy: 0.7769599556922913
test epoch:27	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5245199799537659
Top-5 class_accuracy: 0.776479959487915
test epoch:27	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5245800018310547
Top-5 class_accuracy: 0.7763400077819824
test epoch:27	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5240799784660339
Top-5 class_accuracy: 0.7760399580001831
Epoch:28	 lr:0.10000	 duration:478.315
 train_loss:2.33810	 train_loss_div:2.33810Train Top-1 class_accuracy: 0.5034967660903931
Train Top-5 class_accuracy: 0.7408052682876587
test epoch:28	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5306999683380127
Top-5 class_accuracy: 0.7814599871635437
test epoch:28	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5311399698257446
Top-5 class_accuracy: 0.7826399803161621
test epoch:28	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5306000113487244
Top-5 class_accuracy: 0.7828399538993835
test epoch:28	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5308799743652344
Top-5 class_accuracy: 0.7823399901390076
Epoch:29	 lr:0.10000	 duration:479.712
 train_loss:2.33350	 train_loss_div:2.33350Train Top-1 class_accuracy: 0.5026569366455078
Train Top-5 class_accuracy: 0.7401401996612549
test epoch:29	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5303999781608582
Top-5 class_accuracy: 0.7790399789810181
test epoch:29	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5299400091171265
Top-5 class_accuracy: 0.7791000008583069
test epoch:29	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.530739963054657
Top-5 class_accuracy: 0.7791199684143066
test epoch:29	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5308600068092346
Top-5 class_accuracy: 0.7791599631309509
Epoch:30	 lr:0.01000	 duration:480.491
 train_loss:1.51756	 train_loss_div:1.51756Train Top-1 class_accuracy: 0.5869956016540527
Train Top-5 class_accuracy: 0.802324116230011
test epoch:30	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6487799882888794
Top-5 class_accuracy: 0.8612200021743774
test epoch:30	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.648859977722168
Top-5 class_accuracy: 0.861519992351532
test epoch:30	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6485999822616577
Top-5 class_accuracy: 0.8616199493408203
test epoch:30	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6485799551010132
Top-5 class_accuracy: 0.8618599772453308
Epoch:31	 lr:0.01000	 duration:475.804
 train_loss:1.34234	 train_loss_div:1.34234Train Top-1 class_accuracy: 0.6051040887832642
Train Top-5 class_accuracy: 0.8148907423019409
test epoch:31	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6555399894714355
Top-5 class_accuracy: 0.8664399981498718
test epoch:31	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6560199856758118
Top-5 class_accuracy: 0.8664799928665161
test epoch:31	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6562599539756775
Top-5 class_accuracy: 0.8664599657058716
test epoch:31	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6561399698257446
Top-5 class_accuracy: 0.8667199611663818
Epoch:32	 lr:0.01000	 duration:481.426
 train_loss:1.27911	 train_loss_div:1.27911Train Top-1 class_accuracy: 0.6122350692749023
Train Top-5 class_accuracy: 0.8195302486419678
test epoch:32	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.661300003528595
Top-5 class_accuracy: 0.8692599534988403
test epoch:32	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6609199643135071
Top-5 class_accuracy: 0.8698199987411499
test epoch:32	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6603800058364868
Top-5 class_accuracy: 0.8696799874305725
test epoch:32	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6599199771881104
Top-5 class_accuracy: 0.8698999881744385
Epoch:33	 lr:0.01000	 duration:477.731
 train_loss:1.24386	 train_loss_div:1.24386Train Top-1 class_accuracy: 0.6161564588546753
Train Top-5 class_accuracy: 0.8232924938201904
test epoch:33	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6624799966812134
Top-5 class_accuracy: 0.8705799579620361
test epoch:33	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6627399921417236
Top-5 class_accuracy: 0.8710999488830566
test epoch:33	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6626999974250793
Top-5 class_accuracy: 0.8705799579620361
test epoch:33	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6625799536705017
Top-5 class_accuracy: 0.8704599738121033
Epoch:34	 lr:0.01000	 duration:478.574
 train_loss:1.22180	 train_loss_div:1.22180Train Top-1 class_accuracy: 0.6212331056594849
Train Top-5 class_accuracy: 0.8257620930671692
test epoch:34	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6648799777030945
Top-5 class_accuracy: 0.8727399706840515
test epoch:34	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6652599573135376
Top-5 class_accuracy: 0.8727799654006958
test epoch:34	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6657199859619141
Top-5 class_accuracy: 0.872979998588562
test epoch:34	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6656799912452698
Top-5 class_accuracy: 0.8728399872779846
Epoch:35	 lr:0.01000	 duration:478.512
 train_loss:1.20825	 train_loss_div:1.20825Train Top-1 class_accuracy: 0.6215921640396118
Train Top-5 class_accuracy: 0.8259025812149048
test epoch:35	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6670799851417542
Top-5 class_accuracy: 0.8757399916648865
test epoch:35	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6673600077629089
Top-5 class_accuracy: 0.876039981842041
test epoch:35	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6673799753189087
Top-5 class_accuracy: 0.8757399916648865
test epoch:35	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6674999594688416
Top-5 class_accuracy: 0.8756399750709534
Epoch:36	 lr:0.01000	 duration:474.114
 train_loss:1.20109	 train_loss_div:1.20109Train Top-1 class_accuracy: 0.6239525079727173
Train Top-5 class_accuracy: 0.827423095703125
test epoch:36	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.667140007019043
Top-5 class_accuracy: 0.8746199607849121
test epoch:36	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6669999957084656
Top-5 class_accuracy: 0.874459981918335
test epoch:36	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6661999821662903
Top-5 class_accuracy: 0.8740800023078918
test epoch:36	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6658599972724915
Top-5 class_accuracy: 0.8740800023078918
Epoch:37	 lr:0.01000	 duration:475.766
 train_loss:1.19903	 train_loss_div:1.19903Train Top-1 class_accuracy: 0.6232343912124634
Train Top-5 class_accuracy: 0.8273231387138367
test epoch:37	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6652199625968933
Top-5 class_accuracy: 0.8732799887657166
test epoch:37	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6650999784469604
Top-5 class_accuracy: 0.8736799955368042
test epoch:37	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6650599837303162
Top-5 class_accuracy: 0.8736000061035156
test epoch:37	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6649799942970276
Top-5 class_accuracy: 0.8735199570655823
Epoch:38	 lr:0.01000	 duration:481.436
 train_loss:1.19984	 train_loss_div:1.19984Train Top-1 class_accuracy: 0.6235122680664062
Train Top-5 class_accuracy: 0.8280755877494812
test epoch:38	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6642599701881409
Top-5 class_accuracy: 0.8743799924850464
test epoch:38	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6658399701118469
Top-5 class_accuracy: 0.8748199939727783
test epoch:38	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6663399934768677
Top-5 class_accuracy: 0.8751399517059326
test epoch:38	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.666379988193512
Top-5 class_accuracy: 0.874779999256134
Epoch:39	 lr:0.01000	 duration:474.043
 train_loss:1.20015	 train_loss_div:1.20015Train Top-1 class_accuracy: 0.6240493059158325
Train Top-5 class_accuracy: 0.8282941579818726
test epoch:39	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6667599678039551
Top-5 class_accuracy: 0.8724600076675415
test epoch:39	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6667599678039551
Top-5 class_accuracy: 0.8731600046157837
test epoch:39	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6667599678039551
Top-5 class_accuracy: 0.873699963092804
test epoch:39	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6667999625205994
Top-5 class_accuracy: 0.8737799525260925
Epoch:40	 lr:0.01000	 duration:474.517
 train_loss:1.19972	 train_loss_div:1.19972Train Top-1 class_accuracy: 0.624733030796051
Train Top-5 class_accuracy: 0.828831136226654
test epoch:40	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6660000085830688
Top-5 class_accuracy: 0.8726199865341187
test epoch:40	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6660199761390686
Top-5 class_accuracy: 0.8733599781990051
test epoch:40	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6660199761390686
Top-5 class_accuracy: 0.8732799887657166
test epoch:40	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.666159987449646
Top-5 class_accuracy: 0.8733199834823608
Epoch:41	 lr:0.01000	 duration:473.169
 train_loss:1.20458	 train_loss_div:1.20458Train Top-1 class_accuracy: 0.6247611045837402
Train Top-5 class_accuracy: 0.8291059136390686
test epoch:41	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.665120005607605
Top-5 class_accuracy: 0.8721999526023865
test epoch:41	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6644799709320068
Top-5 class_accuracy: 0.8723199963569641
test epoch:41	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6640399694442749
Top-5 class_accuracy: 0.8721999526023865
test epoch:41	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6640200018882751
Top-5 class_accuracy: 0.8720999956130981
Epoch:42	 lr:0.01000	 duration:473.522
 train_loss:1.20235	 train_loss_div:1.20235Train Top-1 class_accuracy: 0.6242085099220276
Train Top-5 class_accuracy: 0.8280818462371826
test epoch:42	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6609799861907959
Top-5 class_accuracy: 0.8707000017166138
test epoch:42	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.661139965057373
Top-5 class_accuracy: 0.869979977607727
test epoch:42	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6611799597740173
Top-5 class_accuracy: 0.8694599866867065
test epoch:42	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6611799597740173
Top-5 class_accuracy: 0.8694799542427063
Epoch:43	 lr:0.01000	 duration:478.549
 train_loss:1.21064	 train_loss_div:1.21064Train Top-1 class_accuracy: 0.6235528588294983
Train Top-5 class_accuracy: 0.828671932220459
test epoch:43	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6637600064277649
Top-5 class_accuracy: 0.8710999488830566
test epoch:43	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6639800071716309
Top-5 class_accuracy: 0.8710399866104126
test epoch:43	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6635199785232544
Top-5 class_accuracy: 0.8709999918937683
test epoch:43	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6631399989128113
Top-5 class_accuracy: 0.87117999792099
Epoch:44	 lr:0.01000	 duration:478.269
 train_loss:1.21361	 train_loss_div:1.21361Train Top-1 class_accuracy: 0.6229877471923828
Train Top-5 class_accuracy: 0.8280787467956543
test epoch:44	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6568399667739868
Top-5 class_accuracy: 0.8686599731445312
test epoch:44	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6570999622344971
Top-5 class_accuracy: 0.8685799837112427
test epoch:44	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6574599742889404
Top-5 class_accuracy: 0.8685399889945984
test epoch:44	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6575199961662292
Top-5 class_accuracy: 0.8687999844551086
Epoch:45	 lr:0.01000	 duration:474.724
 train_loss:1.21301	 train_loss_div:1.21301Train Top-1 class_accuracy: 0.6217420101165771
Train Top-5 class_accuracy: 0.826770544052124
test epoch:45	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6616399884223938
Top-5 class_accuracy: 0.8695999979972839
test epoch:45	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6618599891662598
Top-5 class_accuracy: 0.8702799677848816
test epoch:45	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6624000072479248
Top-5 class_accuracy: 0.8704999685287476
test epoch:45	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6623600125312805
Top-5 class_accuracy: 0.8703799843788147
Epoch:46	 lr:0.01000	 duration:474.025
 train_loss:1.20890	 train_loss_div:1.20890Train Top-1 class_accuracy: 0.621514081954956
Train Top-5 class_accuracy: 0.8266674876213074
test epoch:46	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6579999923706055
Top-5 class_accuracy: 0.8693599700927734
test epoch:46	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6589199900627136
Top-5 class_accuracy: 0.8695399761199951
test epoch:46	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6590399742126465
Top-5 class_accuracy: 0.8697599768638611
test epoch:46	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6588799953460693
Top-5 class_accuracy: 0.869879961013794
Epoch:47	 lr:0.01000	 duration:478.066
 train_loss:1.21022	 train_loss_div:1.21022Train Top-1 class_accuracy: 0.6222852468490601
Train Top-5 class_accuracy: 0.8278289437294006
test epoch:47	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6620199680328369
Top-5 class_accuracy: 0.8705599904060364
test epoch:47	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6621599793434143
Top-5 class_accuracy: 0.8710399866104126
test epoch:47	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6621400117874146
Top-5 class_accuracy: 0.870959997177124
test epoch:47	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6617000102996826
Top-5 class_accuracy: 0.8707799911499023
Epoch:48	 lr:0.01000	 duration:472.257
 train_loss:1.20914	 train_loss_div:1.20914Train Top-1 class_accuracy: 0.6218856573104858
Train Top-5 class_accuracy: 0.8276915550231934
test epoch:48	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6607199907302856
Top-5 class_accuracy: 0.8698399662971497
test epoch:48	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6610599756240845
Top-5 class_accuracy: 0.8702399730682373
test epoch:48	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6606000065803528
Top-5 class_accuracy: 0.8700199723243713
test epoch:48	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.660539984703064
Top-5 class_accuracy: 0.8699199557304382
Epoch:49	 lr:0.01000	 duration:478.754
 train_loss:1.20805	 train_loss_div:1.20805Train Top-1 class_accuracy: 0.621314287185669
Train Top-5 class_accuracy: 0.8260992765426636
test epoch:49	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6541799902915955
Top-5 class_accuracy: 0.8685399889945984
test epoch:49	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6557999849319458
Top-5 class_accuracy: 0.8687599897384644
test epoch:49	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6557199954986572
Top-5 class_accuracy: 0.8690599799156189
test epoch:49	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6555799841880798
Top-5 class_accuracy: 0.8692599534988403
Epoch:50	 lr:0.01000	 duration:475.447
 train_loss:1.20615	 train_loss_div:1.20615Train Top-1 class_accuracy: 0.6199686527252197
Train Top-5 class_accuracy: 0.8266987204551697
test epoch:50	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6594199538230896
Top-5 class_accuracy: 0.869979977607727
test epoch:50	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6596399545669556
Top-5 class_accuracy: 0.8702999949455261
test epoch:50	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6596800088882446
Top-5 class_accuracy: 0.8702600002288818
test epoch:50	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6598799824714661
Top-5 class_accuracy: 0.8700399994850159
Epoch:51	 lr:0.01000	 duration:480.075
 train_loss:1.20749	 train_loss_div:1.20749Train Top-1 class_accuracy: 0.6204057335853577
Train Top-5 class_accuracy: 0.8266394138336182
test epoch:51	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6590200066566467
Top-5 class_accuracy: 0.8682199716567993
test epoch:51	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6594600081443787
Top-5 class_accuracy: 0.8683399558067322
test epoch:51	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6596199870109558
Top-5 class_accuracy: 0.867859959602356
test epoch:51	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.659500002861023
Top-5 class_accuracy: 0.8680799603462219
Epoch:52	 lr:0.01000	 duration:475.070
 train_loss:1.19801	 train_loss_div:1.19801Train Top-1 class_accuracy: 0.6232593655586243
Train Top-5 class_accuracy: 0.8274980187416077
test epoch:52	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6591399908065796
Top-5 class_accuracy: 0.8679599761962891
test epoch:52	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.658840000629425
Top-5 class_accuracy: 0.8682999610900879
test epoch:52	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6585599780082703
Top-5 class_accuracy: 0.8680999875068665
test epoch:52	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6582799553871155
Top-5 class_accuracy: 0.8680399656295776
Epoch:53	 lr:0.01000	 duration:473.666
 train_loss:1.20294	 train_loss_div:1.20294Train Top-1 class_accuracy: 0.6224663257598877
Train Top-5 class_accuracy: 0.8277758955955505
test epoch:53	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6607399582862854
Top-5 class_accuracy: 0.8699399828910828
test epoch:53	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.660860002040863
Top-5 class_accuracy: 0.8707000017166138
test epoch:53	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6611599922180176
Top-5 class_accuracy: 0.8709799647331238
test epoch:53	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6609999537467957
Top-5 class_accuracy: 0.8709799647331238
Epoch:54	 lr:0.01000	 duration:479.576
 train_loss:1.20034	 train_loss_div:1.20034Train Top-1 class_accuracy: 0.6215890049934387
Train Top-5 class_accuracy: 0.825893223285675
test epoch:54	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6602599620819092
Top-5 class_accuracy: 0.8710199594497681
test epoch:54	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6603800058364868
Top-5 class_accuracy: 0.8709799647331238
test epoch:54	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6595999598503113
Top-5 class_accuracy: 0.8707399964332581
test epoch:54	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6594199538230896
Top-5 class_accuracy: 0.8702799677848816
Epoch:55	 lr:0.01000	 duration:477.281
 train_loss:1.19223	 train_loss_div:1.19223Train Top-1 class_accuracy: 0.6217576265335083
Train Top-5 class_accuracy: 0.8274667859077454
test epoch:55	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6576600074768066
Top-5 class_accuracy: 0.8704599738121033
test epoch:55	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6571599841117859
Top-5 class_accuracy: 0.8707000017166138
test epoch:55	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6578599810600281
Top-5 class_accuracy: 0.8707199692726135
test epoch:55	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6577799916267395
Top-5 class_accuracy: 0.8705799579620361
Epoch:56	 lr:0.01000	 duration:480.020
 train_loss:1.19338	 train_loss_div:1.19338Train Top-1 class_accuracy: 0.6208615899085999
Train Top-5 class_accuracy: 0.826982855796814
test epoch:56	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6598199605941772
Top-5 class_accuracy: 0.8686599731445312
test epoch:56	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6601200103759766
Top-5 class_accuracy: 0.8686599731445312
test epoch:56	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6598399877548218
Top-5 class_accuracy: 0.8683399558067322
test epoch:56	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6594199538230896
Top-5 class_accuracy: 0.8684799671173096
Epoch:57	 lr:0.01000	 duration:476.055
 train_loss:1.19108	 train_loss_div:1.19108Train Top-1 class_accuracy: 0.6224757432937622
Train Top-5 class_accuracy: 0.8275042772293091
test epoch:57	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6584599614143372
Top-5 class_accuracy: 0.8693400025367737
test epoch:57	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6588799953460693
Top-5 class_accuracy: 0.8698199987411499
test epoch:57	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6592199802398682
Top-5 class_accuracy: 0.8698599934577942
test epoch:57	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.659280002117157
Top-5 class_accuracy: 0.8701199889183044
Epoch:58	 lr:0.01000	 duration:473.718
 train_loss:1.18743	 train_loss_div:1.18743Train Top-1 class_accuracy: 0.6227411031723022
Train Top-5 class_accuracy: 0.8268173933029175
test epoch:58	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6641799807548523
Top-5 class_accuracy: 0.8733399510383606
test epoch:58	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6649199724197388
Top-5 class_accuracy: 0.8732799887657166
test epoch:58	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6646999716758728
Top-5 class_accuracy: 0.8736599683761597
test epoch:58	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.664900004863739
Top-5 class_accuracy: 0.873699963092804
Epoch:59	 lr:0.01000	 duration:474.867
 train_loss:1.18582	 train_loss_div:1.18582Train Top-1 class_accuracy: 0.624108612537384
Train Top-5 class_accuracy: 0.8278476595878601
test epoch:59	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6613999605178833
Top-5 class_accuracy: 0.8686800003051758
test epoch:59	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6622399687767029
Top-5 class_accuracy: 0.8691999912261963
test epoch:59	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6620999574661255
Top-5 class_accuracy: 0.8689799904823303
test epoch:59	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6620599627494812
Top-5 class_accuracy: 0.8690599799156189
Epoch:60	 lr:0.00100	 duration:474.694
 train_loss:0.95982	 train_loss_div:0.95982Train Top-1 class_accuracy: 0.6492949724197388
Train Top-5 class_accuracy: 0.8438674211502075
test epoch:60	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6928799748420715
Top-5 class_accuracy: 0.8891199827194214
test epoch:60	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6933599710464478
Top-5 class_accuracy: 0.8892999887466431
test epoch:60	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6929000020027161
Top-5 class_accuracy: 0.889799952507019
test epoch:60	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6927799582481384
Top-5 class_accuracy: 0.8897199630737305
Epoch:61	 lr:0.00100	 duration:475.890
 train_loss:0.90505	 train_loss_div:0.90505Train Top-1 class_accuracy: 0.6569411158561707
Train Top-5 class_accuracy: 0.8486162424087524
test epoch:61	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6972599625587463
Top-5 class_accuracy: 0.8910199999809265
test epoch:61	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6966800093650818
Top-5 class_accuracy: 0.8906199932098389
test epoch:61	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6966399550437927
Top-5 class_accuracy: 0.8909599781036377
test epoch:61	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6961599588394165
Top-5 class_accuracy: 0.8908799886703491
Epoch:62	 lr:0.00100	 duration:472.095
 train_loss:0.88904	 train_loss_div:0.88904Train Top-1 class_accuracy: 0.6586583256721497
Train Top-5 class_accuracy: 0.849527895450592
test epoch:62	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6981399655342102
Top-5 class_accuracy: 0.8915999531745911
test epoch:62	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6983599662780762
Top-5 class_accuracy: 0.8915199637413025
test epoch:62	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6980400085449219
Top-5 class_accuracy: 0.8919000029563904
test epoch:62	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6981599926948547
Top-5 class_accuracy: 0.8917799592018127
Epoch:63	 lr:0.00100	 duration:477.875
 train_loss:0.87417	 train_loss_div:0.87417Train Top-1 class_accuracy: 0.661374568939209
Train Top-5 class_accuracy: 0.8516135215759277
test epoch:63	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6991399526596069
Top-5 class_accuracy: 0.8918799757957458
test epoch:63	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6998999714851379
Top-5 class_accuracy: 0.8921799659729004
test epoch:63	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.699459969997406
Top-5 class_accuracy: 0.892039954662323
test epoch:63	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6993199586868286
Top-5 class_accuracy: 0.8921200037002563
Epoch:64	 lr:0.00100	 duration:477.407
 train_loss:0.86847	 train_loss_div:0.86847Train Top-1 class_accuracy: 0.661402702331543
Train Top-5 class_accuracy: 0.8517383933067322
test epoch:64	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6979799866676331
Top-5 class_accuracy: 0.8923799991607666
test epoch:64	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6982199549674988
Top-5 class_accuracy: 0.8924399614334106
test epoch:64	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6983599662780762
Top-5 class_accuracy: 0.8928399682044983
test epoch:64	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6981799602508545
Top-5 class_accuracy: 0.8930799961090088
Epoch:65	 lr:0.00100	 duration:476.657
 train_loss:0.85712	 train_loss_div:0.85712Train Top-1 class_accuracy: 0.663503885269165
Train Top-5 class_accuracy: 0.8528686165809631
test epoch:65	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7007399797439575
Top-5 class_accuracy: 0.8927800059318542
test epoch:65	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7012199759483337
Top-5 class_accuracy: 0.8928599953651428
test epoch:65	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7008599638938904
Top-5 class_accuracy: 0.8929399847984314
test epoch:65	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7006999850273132
Top-5 class_accuracy: 0.8929199576377869
Epoch:66	 lr:0.00100	 duration:477.761
 train_loss:0.85343	 train_loss_div:0.85343Train Top-1 class_accuracy: 0.6635850667953491
Train Top-5 class_accuracy: 0.8527593016624451
test epoch:66	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7010999917984009
Top-5 class_accuracy: 0.8934399485588074
test epoch:66	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7012999653816223
Top-5 class_accuracy: 0.8935399651527405
test epoch:66	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7013799548149109
Top-5 class_accuracy: 0.8934999704360962
test epoch:66	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7011799812316895
Top-5 class_accuracy: 0.8935199975967407
Epoch:67	 lr:0.00100	 duration:476.966
 train_loss:0.84776	 train_loss_div:0.84776Train Top-1 class_accuracy: 0.6634570956230164
Train Top-5 class_accuracy: 0.852893590927124
test epoch:67	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7008000016212463
Top-5 class_accuracy: 0.893339991569519
test epoch:67	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7013799548149109
Top-5 class_accuracy: 0.893839955329895
test epoch:67	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7014200091362
Top-5 class_accuracy: 0.8939799666404724
test epoch:67	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7013199925422668
Top-5 class_accuracy: 0.8943799734115601
Epoch:68	 lr:0.00100	 duration:475.850
 train_loss:0.84037	 train_loss_div:0.84037Train Top-1 class_accuracy: 0.6648682951927185
Train Top-5 class_accuracy: 0.8538083434104919
test epoch:68	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7005400061607361
Top-5 class_accuracy: 0.893779993057251
test epoch:68	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.701200008392334
Top-5 class_accuracy: 0.8940199613571167
test epoch:68	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.701200008392334
Top-5 class_accuracy: 0.8942999839782715
test epoch:68	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7012999653816223
Top-5 class_accuracy: 0.894279956817627
Epoch:69	 lr:0.00100	 duration:472.784
 train_loss:0.83685	 train_loss_div:0.83685Train Top-1 class_accuracy: 0.6659204363822937
Train Top-5 class_accuracy: 0.8541643023490906
test epoch:69	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7027199864387512
Top-5 class_accuracy: 0.8950600028038025
test epoch:69	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.703000009059906
Top-5 class_accuracy: 0.8948799967765808
test epoch:69	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7026599645614624
Top-5 class_accuracy: 0.8947399854660034
test epoch:69	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.702459990978241
Top-5 class_accuracy: 0.8946200013160706
Epoch:70	 lr:0.00100	 duration:475.702
 train_loss:0.83294	 train_loss_div:0.83294Train Top-1 class_accuracy: 0.6673129200935364
Train Top-5 class_accuracy: 0.8559033274650574
test epoch:70	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7015799880027771
Top-5 class_accuracy: 0.8945599794387817
test epoch:70	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7026999592781067
Top-5 class_accuracy: 0.8946399688720703
test epoch:70	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7026799917221069
Top-5 class_accuracy: 0.8945399522781372
test epoch:70	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7025600075721741
Top-5 class_accuracy: 0.8943799734115601
Epoch:71	 lr:0.00100	 duration:477.585
 train_loss:0.82669	 train_loss_div:0.82669Train Top-1 class_accuracy: 0.6675314903259277
Train Top-5 class_accuracy: 0.85523521900177
test epoch:71	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7024999856948853
Top-5 class_accuracy: 0.8932600021362305
test epoch:71	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7030799984931946
Top-5 class_accuracy: 0.89301997423172
test epoch:71	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.702739953994751
Top-5 class_accuracy: 0.8932999968528748
test epoch:71	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7023400068283081
Top-5 class_accuracy: 0.8933599591255188
Epoch:72	 lr:0.00100	 duration:474.200
 train_loss:0.82637	 train_loss_div:0.82637Train Top-1 class_accuracy: 0.6675439476966858
Train Top-5 class_accuracy: 0.855859637260437
test epoch:72	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7020999789237976
Top-5 class_accuracy: 0.8947799801826477
test epoch:72	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7026000022888184
Top-5 class_accuracy: 0.8951199650764465
test epoch:72	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7025600075721741
Top-5 class_accuracy: 0.8949199914932251
test epoch:72	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7024399638175964
Top-5 class_accuracy: 0.895039975643158
Epoch:73	 lr:0.00100	 duration:483.683
 train_loss:0.82230	 train_loss_div:0.82230Train Top-1 class_accuracy: 0.668733537197113
Train Top-5 class_accuracy: 0.8556098341941833
test epoch:73	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7026399970054626
Top-5 class_accuracy: 0.894279956817627
test epoch:73	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7030199766159058
Top-5 class_accuracy: 0.895039975643158
test epoch:73	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7027999758720398
Top-5 class_accuracy: 0.8948799967765808
test epoch:73	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.70305997133255
Top-5 class_accuracy: 0.8952999711036682
Epoch:74	 lr:0.00100	 duration:477.173
 train_loss:0.82141	 train_loss_div:0.82141Train Top-1 class_accuracy: 0.6667821407318115
Train Top-5 class_accuracy: 0.8550540804862976
test epoch:74	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7037599682807922
Top-5 class_accuracy: 0.8955599665641785
test epoch:74	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7041599750518799
Top-5 class_accuracy: 0.8955399990081787
test epoch:74	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7039600014686584
Top-5 class_accuracy: 0.8951999545097351
test epoch:74	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7041800022125244
Top-5 class_accuracy: 0.8953199982643127
Epoch:75	 lr:0.00100	 duration:479.544
 train_loss:0.81421	 train_loss_div:0.81421Train Top-1 class_accuracy: 0.6700042486190796
Train Top-5 class_accuracy: 0.8574206829071045
test epoch:75	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7017399668693542
Top-5 class_accuracy: 0.8948400020599365
test epoch:75	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7019999623298645
Top-5 class_accuracy: 0.8955399990081787
test epoch:75	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.702519953250885
Top-5 class_accuracy: 0.8955999612808228
test epoch:75	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7026599645614624
Top-5 class_accuracy: 0.8958199620246887
Epoch:76	 lr:0.00100	 duration:475.980
 train_loss:0.81673	 train_loss_div:0.81673Train Top-1 class_accuracy: 0.6698449850082397
Train Top-5 class_accuracy: 0.8576111793518066
test epoch:76	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7011799812316895
Top-5 class_accuracy: 0.8944599628448486
test epoch:76	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7021999955177307
Top-5 class_accuracy: 0.8947199583053589
test epoch:76	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7023999691009521
Top-5 class_accuracy: 0.8952599763870239
test epoch:76	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.702239990234375
Top-5 class_accuracy: 0.895359992980957
Epoch:77	 lr:0.00100	 duration:475.466
 train_loss:0.80997	 train_loss_div:0.80997Train Top-1 class_accuracy: 0.6690519452095032
Train Top-5 class_accuracy: 0.8568181395530701
test epoch:77	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.704319953918457
Top-5 class_accuracy: 0.8952199816703796
test epoch:77	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7046799659729004
Top-5 class_accuracy: 0.895639955997467
test epoch:77	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7048799991607666
Top-5 class_accuracy: 0.8955599665641785
test epoch:77	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.705079972743988
Top-5 class_accuracy: 0.8955999612808228
Epoch:78	 lr:0.00100	 duration:476.072
 train_loss:0.81343	 train_loss_div:0.81343Train Top-1 class_accuracy: 0.6689988970756531
Train Top-5 class_accuracy: 0.8561156392097473
test epoch:78	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.704039990901947
Top-5 class_accuracy: 0.8949199914932251
test epoch:78	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.704539954662323
Top-5 class_accuracy: 0.8956599831581116
test epoch:78	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7050600051879883
Top-5 class_accuracy: 0.8958199620246887
test epoch:78	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7046599984169006
Top-5 class_accuracy: 0.8959199786186218
Epoch:79	 lr:0.00100	 duration:479.933
 train_loss:0.80926	 train_loss_div:0.80926Train Top-1 class_accuracy: 0.6701603531837463
Train Top-5 class_accuracy: 0.8566245436668396
test epoch:79	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7043399810791016
Top-5 class_accuracy: 0.8959400057792664
test epoch:79	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7051799893379211
Top-5 class_accuracy: 0.8961199522018433
test epoch:79	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7049399614334106
Top-5 class_accuracy: 0.8962399959564209
test epoch:79	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.705020010471344
Top-5 class_accuracy: 0.8960999846458435
Epoch:80	 lr:0.00100	 duration:476.483
 train_loss:0.80526	 train_loss_div:0.80526Train Top-1 class_accuracy: 0.6710938811302185
Train Top-5 class_accuracy: 0.8575050234794617
test epoch:80	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7054199576377869
Top-5 class_accuracy: 0.8968999981880188
test epoch:80	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7057999968528748
Top-5 class_accuracy: 0.8968799710273743
test epoch:80	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7055999636650085
Top-5 class_accuracy: 0.8966799974441528
test epoch:80	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7056199908256531
Top-5 class_accuracy: 0.8964599967002869
Epoch:81	 lr:0.00100	 duration:475.591
 train_loss:0.80706	 train_loss_div:0.80706Train Top-1 class_accuracy: 0.669941782951355
Train Top-5 class_accuracy: 0.8556504249572754
test epoch:81	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7056199908256531
Top-5 class_accuracy: 0.8953999876976013
test epoch:81	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7059400081634521
Top-5 class_accuracy: 0.895799994468689
test epoch:81	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7068399786949158
Top-5 class_accuracy: 0.8957799673080444
test epoch:81	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7067399621009827
Top-5 class_accuracy: 0.8957399725914001
Epoch:82	 lr:0.00100	 duration:476.078
 train_loss:0.80639	 train_loss_div:0.80639Train Top-1 class_accuracy: 0.6696670055389404
Train Top-5 class_accuracy: 0.8572396039962769
test epoch:82	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7040799856185913
Top-5 class_accuracy: 0.8964200019836426
test epoch:82	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7040999531745911
Top-5 class_accuracy: 0.8960199952125549
test epoch:82	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7039600014686584
Top-5 class_accuracy: 0.8963199853897095
test epoch:82	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7039600014686584
Top-5 class_accuracy: 0.8960399627685547
Epoch:83	 lr:0.00100	 duration:472.872
 train_loss:0.80291	 train_loss_div:0.80291Train Top-1 class_accuracy: 0.6712936758995056
Train Top-5 class_accuracy: 0.8571896553039551
test epoch:83	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7051799893379211
Top-5 class_accuracy: 0.8952999711036682
test epoch:83	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.704539954662323
Top-5 class_accuracy: 0.8955599665641785
test epoch:83	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7045800089836121
Top-5 class_accuracy: 0.8955000042915344
test epoch:83	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7042799592018127
Top-5 class_accuracy: 0.8954799771308899
Epoch:84	 lr:0.00100	 duration:480.442
 train_loss:0.80169	 train_loss_div:0.80169Train Top-1 class_accuracy: 0.6723396182060242
Train Top-5 class_accuracy: 0.8581950068473816
test epoch:84	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7053200006484985
Top-5 class_accuracy: 0.8973000049591064
test epoch:84	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.70551997423172
Top-5 class_accuracy: 0.8972399830818176
test epoch:84	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7051399946212769
Top-5 class_accuracy: 0.8973399996757507
test epoch:84	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7050999999046326
Top-5 class_accuracy: 0.8972199559211731
Epoch:85	 lr:0.00100	 duration:474.392
 train_loss:0.79800	 train_loss_div:0.79800Train Top-1 class_accuracy: 0.6713186502456665
Train Top-5 class_accuracy: 0.8572989106178284
test epoch:85	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7055799961090088
Top-5 class_accuracy: 0.8956999778747559
test epoch:85	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7057799696922302
Top-5 class_accuracy: 0.8959599733352661
test epoch:85	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7053599953651428
Top-5 class_accuracy: 0.8960199952125549
test epoch:85	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7051799893379211
Top-5 class_accuracy: 0.895799994468689
Epoch:86	 lr:0.00100	 duration:479.524
 train_loss:0.79951	 train_loss_div:0.79951Train Top-1 class_accuracy: 0.6709564924240112
Train Top-5 class_accuracy: 0.85777348279953
test epoch:86	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.705839991569519
Top-5 class_accuracy: 0.8964200019836426
test epoch:86	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7062199711799622
Top-5 class_accuracy: 0.8967199921607971
test epoch:86	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7063599824905396
Top-5 class_accuracy: 0.8970399498939514
test epoch:86	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7060999870300293
Top-5 class_accuracy: 0.897059977054596
Epoch:87	 lr:0.00100	 duration:479.790
 train_loss:0.79622	 train_loss_div:0.79622Train Top-1 class_accuracy: 0.6720617413520813
Train Top-5 class_accuracy: 0.8595499992370605
test epoch:87	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7059800028800964
Top-5 class_accuracy: 0.8963799476623535
test epoch:87	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7058999538421631
Top-5 class_accuracy: 0.8968999981880188
test epoch:87	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7057600021362305
Top-5 class_accuracy: 0.8972399830818176
test epoch:87	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7055000066757202
Top-5 class_accuracy: 0.8969999551773071
Epoch:88	 lr:0.00100	 duration:473.022
 train_loss:0.79677	 train_loss_div:0.79677Train Top-1 class_accuracy: 0.6720804572105408
Train Top-5 class_accuracy: 0.8583323955535889
test epoch:88	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.707099974155426
Top-5 class_accuracy: 0.8964200019836426
test epoch:88	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7064200043678284
Top-5 class_accuracy: 0.8966599702835083
test epoch:88	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7064399719238281
Top-5 class_accuracy: 0.8967799544334412
test epoch:88	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7060999870300293
Top-5 class_accuracy: 0.8967399597167969
Epoch:89	 lr:0.00100	 duration:473.438
 train_loss:0.79796	 train_loss_div:0.79796Train Top-1 class_accuracy: 0.6711156964302063
Train Top-5 class_accuracy: 0.8566370606422424
test epoch:89	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7062999606132507
Top-5 class_accuracy: 0.8966599702835083
test epoch:89	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7068600058555603
Top-5 class_accuracy: 0.8967199921607971
test epoch:89	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7069000005722046
Top-5 class_accuracy: 0.8964999914169312
test epoch:89	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7069399952888489
Top-5 class_accuracy: 0.8964200019836426
Epoch:90	 lr:0.00010	 duration:477.640
 train_loss:0.76813	 train_loss_div:0.76813Train Top-1 class_accuracy: 0.6757895946502686
Train Top-5 class_accuracy: 0.8609861731529236
test epoch:90	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7080199718475342
Top-5 class_accuracy: 0.8977999687194824
test epoch:90	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7089200019836426
Top-5 class_accuracy: 0.8978999853134155
test epoch:90	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7087799906730652
Top-5 class_accuracy: 0.8982399702072144
test epoch:90	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.708620011806488
Top-5 class_accuracy: 0.898099958896637
Epoch:91	 lr:0.00010	 duration:475.671
 train_loss:0.76172	 train_loss_div:0.76172Train Top-1 class_accuracy: 0.6775941848754883
Train Top-5 class_accuracy: 0.8618666529655457
test epoch:91	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7088399529457092
Top-5 class_accuracy: 0.897879958152771
test epoch:91	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7090199589729309
Top-5 class_accuracy: 0.8980000019073486
test epoch:91	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7093200087547302
Top-5 class_accuracy: 0.8980599641799927
test epoch:91	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7092399597167969
Top-5 class_accuracy: 0.8980799913406372
Epoch:92	 lr:0.00010	 duration:485.319
 train_loss:0.76148	 train_loss_div:0.76148Train Top-1 class_accuracy: 0.6763578057289124
Train Top-5 class_accuracy: 0.8607770204544067
test epoch:92	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7084999680519104
Top-5 class_accuracy: 0.8974399566650391
test epoch:92	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.709119975566864
Top-5 class_accuracy: 0.8977400064468384
test epoch:92	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7090799808502197
Top-5 class_accuracy: 0.8977800011634827
test epoch:92	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7088599801063538
Top-5 class_accuracy: 0.8979599475860596
Epoch:93	 lr:0.00010	 duration:473.087
 train_loss:0.75941	 train_loss_div:0.75941Train Top-1 class_accuracy: 0.6777440309524536
Train Top-5 class_accuracy: 0.8604960441589355
test epoch:93	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7095400094985962
Top-5 class_accuracy: 0.8978399634361267
test epoch:93	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7100600004196167
Top-5 class_accuracy: 0.8981399536132812
test epoch:93	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7104399800300598
Top-5 class_accuracy: 0.8981999754905701
test epoch:93	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7101399898529053
Top-5 class_accuracy: 0.897879958152771
Epoch:94	 lr:0.00010	 duration:477.587
 train_loss:0.75685	 train_loss_div:0.75685Train Top-1 class_accuracy: 0.6775816679000854
Train Top-5 class_accuracy: 0.861579418182373
test epoch:94	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7091999650001526
Top-5 class_accuracy: 0.8980199694633484
test epoch:94	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7094999551773071
Top-5 class_accuracy: 0.8985399603843689
test epoch:94	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7094599604606628
Top-5 class_accuracy: 0.8981999754905701
test epoch:94	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7089399695396423
Top-5 class_accuracy: 0.8980000019073486
Epoch:95	 lr:0.00010	 duration:475.671
 train_loss:0.75865	 train_loss_div:0.75865Train Top-1 class_accuracy: 0.6772663593292236
Train Top-5 class_accuracy: 0.86088627576828
test epoch:95	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7070199847221375
Top-5 class_accuracy: 0.8975200057029724
test epoch:95	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7066799998283386
Top-5 class_accuracy: 0.8978399634361267
test epoch:95	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7067599892616272
Top-5 class_accuracy: 0.8976199626922607
test epoch:95	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7066999673843384
Top-5 class_accuracy: 0.8975799679756165
Epoch:96	 lr:0.00010	 duration:481.290
 train_loss:0.75466	 train_loss_div:0.75466Train Top-1 class_accuracy: 0.6774786710739136
Train Top-5 class_accuracy: 0.8618541359901428
test epoch:96	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7091000080108643
Top-5 class_accuracy: 0.8982200026512146
test epoch:96	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7094999551773071
Top-5 class_accuracy: 0.8985199928283691
test epoch:96	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7094399929046631
Top-5 class_accuracy: 0.8985799551010132
test epoch:96	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7090199589729309
Top-5 class_accuracy: 0.8986199498176575
Epoch:97	 lr:0.00010	 duration:478.160
 train_loss:0.75357	 train_loss_div:0.75357Train Top-1 class_accuracy: 0.6775286197662354
Train Top-5 class_accuracy: 0.8613171577453613
test epoch:97	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7101199626922607
Top-5 class_accuracy: 0.8988999724388123
test epoch:97	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7099399566650391
Top-5 class_accuracy: 0.8985199928283691
test epoch:97	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7102000117301941
Top-5 class_accuracy: 0.8984999656677246
test epoch:97	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7101199626922607
Top-5 class_accuracy: 0.8983999490737915
Epoch:98	 lr:0.00010	 duration:480.207
 train_loss:0.75483	 train_loss_div:0.75483Train Top-1 class_accuracy: 0.6785557866096497
Train Top-5 class_accuracy: 0.861351490020752
test epoch:98	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7082599997520447
Top-5 class_accuracy: 0.8977999687194824
test epoch:98	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7088399529457092
Top-5 class_accuracy: 0.8979599475860596
test epoch:98	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7089599967002869
Top-5 class_accuracy: 0.8980199694633484
test epoch:98	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7089399695396423
Top-5 class_accuracy: 0.8979799747467041
Epoch:99	 lr:0.00010	 duration:477.481
 train_loss:0.75181	 train_loss_div:0.75181Train Top-1 class_accuracy: 0.6785308122634888
Train Top-5 class_accuracy: 0.8618729114532471
test epoch:99	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7094199657440186
Top-5 class_accuracy: 0.8974799513816833
test epoch:99	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7090199589729309
Top-5 class_accuracy: 0.8977999687194824
test epoch:99	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.70933997631073
Top-5 class_accuracy: 0.8977199792861938
test epoch:99	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7094199657440186
Top-5 class_accuracy: 0.897659957408905
best_accuracy: 0.8988999724388123 
best_accuracy: 0.0 
best_accuracy: 0.0 
best_accuracy: 0.0 
