Epoch:0	 lr:0.20000	 duration:321.719
 train_loss:7.52142	 train_loss_div:7.52142Train Top-1 class_accuracy: 0.15823684632778168
Train Top-5 class_accuracy: 0.33453845977783203
test epoch:0	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2708199918270111
Top-5 class_accuracy: 0.5154600143432617
Epoch:1	 lr:0.20000	 duration:321.800
 train_loss:5.64701	 train_loss_div:5.64701Train Top-1 class_accuracy: 0.32030147314071655
Train Top-5 class_accuracy: 0.5646284818649292
test epoch:1	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.37455999851226807
Top-5 class_accuracy: 0.6378999948501587
Epoch:2	 lr:0.20000	 duration:318.029
 train_loss:5.00949	 train_loss_div:5.00949Train Top-1 class_accuracy: 0.38658472895622253
Train Top-5 class_accuracy: 0.6352266073226929
test epoch:2	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.31314000487327576
Top-5 class_accuracy: 0.5639199614524841
Epoch:3	 lr:0.20000	 duration:320.743
 train_loss:4.69676	 train_loss_div:4.69676Train Top-1 class_accuracy: 0.4154646098613739
Train Top-5 class_accuracy: 0.6678343415260315
test epoch:3	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4730199873447418
Top-5 class_accuracy: 0.7333599925041199
Epoch:4	 lr:0.20000	 duration:317.674
 train_loss:4.46802	 train_loss_div:4.46802Train Top-1 class_accuracy: 0.44063541293144226
Train Top-5 class_accuracy: 0.6894833445549011
test epoch:4	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4524399936199188
Top-5 class_accuracy: 0.7121999859809875
Epoch:5	 lr:0.20000	 duration:318.394
 train_loss:4.31676	 train_loss_div:4.31676Train Top-1 class_accuracy: 0.4573763906955719
Train Top-5 class_accuracy: 0.7036641240119934
test epoch:5	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47788000106811523
Top-5 class_accuracy: 0.7398999929428101
Epoch:6	 lr:0.20000	 duration:321.122
 train_loss:4.20359	 train_loss_div:4.20359Train Top-1 class_accuracy: 0.46835386753082275
Train Top-5 class_accuracy: 0.7142669558525085
test epoch:6	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4686200022697449
Top-5 class_accuracy: 0.7301799654960632
Epoch:7	 lr:0.20000	 duration:320.326
 train_loss:4.09438	 train_loss_div:4.09438Train Top-1 class_accuracy: 0.47931885719299316
Train Top-5 class_accuracy: 0.7245263457298279
test epoch:7	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4916599988937378
Top-5 class_accuracy: 0.7499600052833557
Epoch:8	 lr:0.20000	 duration:321.843
 train_loss:4.03638	 train_loss_div:4.03638Train Top-1 class_accuracy: 0.4862312972545624
Train Top-5 class_accuracy: 0.7297902703285217
test epoch:8	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.510699987411499
Top-5 class_accuracy: 0.7671399712562561
Epoch:9	 lr:0.20000	 duration:321.661
 train_loss:3.97189	 train_loss_div:3.97189Train Top-1 class_accuracy: 0.4931125044822693
Train Top-5 class_accuracy: 0.7380514740943909
test epoch:9	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5148199796676636
Top-5 class_accuracy: 0.7707599997520447
Epoch:10	 lr:0.20000	 duration:324.526
 train_loss:3.93212	 train_loss_div:3.93212Train Top-1 class_accuracy: 0.49602237343788147
Train Top-5 class_accuracy: 0.7390381097793579
test epoch:10	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49855998158454895
Top-5 class_accuracy: 0.7555800080299377
Epoch:11	 lr:0.20000	 duration:321.041
 train_loss:3.89080	 train_loss_div:3.89080Train Top-1 class_accuracy: 0.5002185106277466
Train Top-5 class_accuracy: 0.7439398765563965
test epoch:11	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5032600164413452
Top-5 class_accuracy: 0.7638199925422668
Epoch:12	 lr:0.20000	 duration:322.665
 train_loss:3.86126	 train_loss_div:3.86126Train Top-1 class_accuracy: 0.503072202205658
Train Top-5 class_accuracy: 0.7455009818077087
test epoch:12	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49455997347831726
Top-5 class_accuracy: 0.7533599734306335
Epoch:13	 lr:0.20000	 duration:320.673
 train_loss:3.81298	 train_loss_div:3.81298Train Top-1 class_accuracy: 0.5090042948722839
Train Top-5 class_accuracy: 0.7517889738082886
test epoch:13	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4896399974822998
Top-5 class_accuracy: 0.7490599751472473
Epoch:14	 lr:0.20000	 duration:320.808
 train_loss:3.80089	 train_loss_div:3.80089Train Top-1 class_accuracy: 0.5103405714035034
Train Top-5 class_accuracy: 0.7510771155357361
test epoch:14	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5246399641036987
Top-5 class_accuracy: 0.7777999639511108
Epoch:15	 lr:0.20000	 duration:325.624
 train_loss:3.78364	 train_loss_div:3.78364Train Top-1 class_accuracy: 0.5117267966270447
Train Top-5 class_accuracy: 0.7531189918518066
test epoch:15	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5276600122451782
Top-5 class_accuracy: 0.7811399698257446
Epoch:16	 lr:0.20000	 duration:325.095
 train_loss:3.76046	 train_loss_div:3.76046Train Top-1 class_accuracy: 0.5164037346839905
Train Top-5 class_accuracy: 0.7549797892570496
test epoch:16	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.51801997423172
Top-5 class_accuracy: 0.7741199731826782
Epoch:17	 lr:0.20000	 duration:320.837
 train_loss:3.74652	 train_loss_div:3.74652Train Top-1 class_accuracy: 0.5163663029670715
Train Top-5 class_accuracy: 0.7555292844772339
test epoch:17	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5493599772453308
Top-5 class_accuracy: 0.7987799644470215
Epoch:18	 lr:0.20000	 duration:320.196
 train_loss:3.72200	 train_loss_div:3.72200Train Top-1 class_accuracy: 0.5181584358215332
Train Top-5 class_accuracy: 0.7579583525657654
test epoch:18	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5338599681854248
Top-5 class_accuracy: 0.7859199643135071
Epoch:19	 lr:0.20000	 duration:324.292
 train_loss:3.70186	 train_loss_div:3.70186Train Top-1 class_accuracy: 0.5205874443054199
Train Top-5 class_accuracy: 0.7607870101928711
test epoch:19	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49215999245643616
Top-5 class_accuracy: 0.7494999766349792
Epoch:20	 lr:0.20000	 duration:321.844
 train_loss:3.69328	 train_loss_div:3.69328Train Top-1 class_accuracy: 0.5214491486549377
Train Top-5 class_accuracy: 0.7606433629989624
test epoch:20	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.540179967880249
Top-5 class_accuracy: 0.789680004119873
Epoch:21	 lr:0.20000	 duration:320.518
 train_loss:3.66653	 train_loss_div:3.66653Train Top-1 class_accuracy: 0.5248897671699524
Train Top-5 class_accuracy: 0.763259768486023
test epoch:21	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5295400023460388
Top-5 class_accuracy: 0.7843799591064453
Epoch:22	 lr:0.20000	 duration:321.304
 train_loss:3.67442	 train_loss_div:3.67442Train Top-1 class_accuracy: 0.5233036875724792
Train Top-5 class_accuracy: 0.7617049217224121
test epoch:22	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5483599901199341
Top-5 class_accuracy: 0.7972599864006042
Epoch:23	 lr:0.20000	 duration:324.318
 train_loss:3.65406	 train_loss_div:3.65406Train Top-1 class_accuracy: 0.5263197422027588
Train Top-5 class_accuracy: 0.7642775774002075
test epoch:23	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.547980010509491
Top-5 class_accuracy: 0.7969200015068054
Epoch:24	 lr:0.20000	 duration:319.278
 train_loss:3.64909	 train_loss_div:3.64909Train Top-1 class_accuracy: 0.5269753932952881
Train Top-5 class_accuracy: 0.7632035613059998
test epoch:24	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5065799951553345
Top-5 class_accuracy: 0.7619199752807617
Epoch:25	 lr:0.20000	 duration:327.676
 train_loss:3.63531	 train_loss_div:3.63531Train Top-1 class_accuracy: 0.5264133810997009
Train Top-5 class_accuracy: 0.7662569880485535
test epoch:25	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5504999756813049
Top-5 class_accuracy: 0.8004199862480164
Epoch:26	 lr:0.20000	 duration:322.140
 train_loss:3.62155	 train_loss_div:3.62155Train Top-1 class_accuracy: 0.5303535461425781
Train Top-5 class_accuracy: 0.767780601978302
test epoch:26	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5509399771690369
Top-5 class_accuracy: 0.799519956111908
Epoch:27	 lr:0.20000	 duration:323.463
 train_loss:3.61320	 train_loss_div:3.61320Train Top-1 class_accuracy: 0.5291171669960022
Train Top-5 class_accuracy: 0.7676869630813599
test epoch:27	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4925599992275238
Top-5 class_accuracy: 0.7468000054359436
Epoch:28	 lr:0.20000	 duration:325.247
 train_loss:3.60485	 train_loss_div:3.60485Train Top-1 class_accuracy: 0.5323267579078674
Train Top-5 class_accuracy: 0.7679991722106934
test epoch:28	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.518779993057251
Top-5 class_accuracy: 0.7713800072669983
Epoch:29	 lr:0.20000	 duration:325.206
 train_loss:3.61625	 train_loss_div:3.61625Train Top-1 class_accuracy: 0.5298290252685547
Train Top-5 class_accuracy: 0.7674809098243713
test epoch:29	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5586400032043457
Top-5 class_accuracy: 0.8063799738883972
Epoch:30	 lr:0.02000	 duration:321.345
 train_loss:2.82363	 train_loss_div:2.82363Train Top-1 class_accuracy: 0.61711186170578
Train Top-5 class_accuracy: 0.8268392086029053
test epoch:30	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6768800020217896
Top-5 class_accuracy: 0.880899965763092
Epoch:31	 lr:0.02000	 duration:322.922
 train_loss:2.62813	 train_loss_div:2.62813Train Top-1 class_accuracy: 0.637874186038971
Train Top-5 class_accuracy: 0.8405579328536987
test epoch:31	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6845999956130981
Top-5 class_accuracy: 0.8857399821281433
Epoch:32	 lr:0.02000	 duration:321.277
 train_loss:2.54544	 train_loss_div:2.54544Train Top-1 class_accuracy: 0.6469159126281738
Train Top-5 class_accuracy: 0.8462153077125549
test epoch:32	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6884799599647522
Top-5 class_accuracy: 0.8901799917221069
Epoch:33	 lr:0.02000	 duration:323.105
 train_loss:2.48806	 train_loss_div:2.48806Train Top-1 class_accuracy: 0.6541405916213989
Train Top-5 class_accuracy: 0.8522597551345825
test epoch:33	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6927399635314941
Top-5 class_accuracy: 0.8907999992370605
Epoch:34	 lr:0.02000	 duration:322.187
 train_loss:2.46494	 train_loss_div:2.46494Train Top-1 class_accuracy: 0.6557578444480896
Train Top-5 class_accuracy: 0.8526157140731812
test epoch:34	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6923800110816956
Top-5 class_accuracy: 0.8918399810791016
Epoch:35	 lr:0.02000	 duration:321.990
 train_loss:2.44660	 train_loss_div:2.44660Train Top-1 class_accuracy: 0.6589611768722534
Train Top-5 class_accuracy: 0.8549635410308838
test epoch:35	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6915199756622314
Top-5 class_accuracy: 0.8915799856185913
Epoch:36	 lr:0.02000	 duration:322.320
 train_loss:2.42960	 train_loss_div:2.42960Train Top-1 class_accuracy: 0.6619709134101868
Train Top-5 class_accuracy: 0.8562561273574829
test epoch:36	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6916599869728088
Top-5 class_accuracy: 0.8913599848747253
Epoch:37	 lr:0.02000	 duration:323.063
 train_loss:2.42877	 train_loss_div:2.42877Train Top-1 class_accuracy: 0.6612153649330139
Train Top-5 class_accuracy: 0.8555942177772522
test epoch:37	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6959399580955505
Top-5 class_accuracy: 0.8945599794387817
Epoch:38	 lr:0.02000	 duration:321.510
 train_loss:2.41833	 train_loss_div:2.41833Train Top-1 class_accuracy: 0.6620770692825317
Train Top-5 class_accuracy: 0.8576673269271851
test epoch:38	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6930800080299377
Top-5 class_accuracy: 0.8928799629211426
Epoch:39	 lr:0.02000	 duration:323.037
 train_loss:2.42209	 train_loss_div:2.42209Train Top-1 class_accuracy: 0.661627471446991
Train Top-5 class_accuracy: 0.8571802973747253
test epoch:39	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6951999664306641
Top-5 class_accuracy: 0.8948799967765808
Epoch:40	 lr:0.02000	 duration:321.724
 train_loss:2.41468	 train_loss_div:2.41468Train Top-1 class_accuracy: 0.6632884740829468
Train Top-5 class_accuracy: 0.8573676347732544
test epoch:40	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6920999884605408
Top-5 class_accuracy: 0.8905400037765503
Epoch:41	 lr:0.02000	 duration:320.972
 train_loss:2.40444	 train_loss_div:2.40444Train Top-1 class_accuracy: 0.6648932695388794
Train Top-5 class_accuracy: 0.8596155643463135
test epoch:41	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6967799663543701
Top-5 class_accuracy: 0.8930400013923645
Epoch:42	 lr:0.02000	 duration:321.472
 train_loss:2.41208	 train_loss_div:2.41208Train Top-1 class_accuracy: 0.6634758114814758
Train Top-5 class_accuracy: 0.858160674571991
test epoch:42	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6931799650192261
Top-5 class_accuracy: 0.8909800052642822
Epoch:43	 lr:0.02000	 duration:324.337
 train_loss:2.40795	 train_loss_div:2.40795Train Top-1 class_accuracy: 0.6635070443153381
Train Top-5 class_accuracy: 0.8594344854354858
test epoch:43	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6856200098991394
Top-5 class_accuracy: 0.8879199624061584
Epoch:44	 lr:0.02000	 duration:324.781
 train_loss:2.40874	 train_loss_div:2.40874Train Top-1 class_accuracy: 0.6639503836631775
Train Top-5 class_accuracy: 0.859078586101532
test epoch:44	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.690779983997345
Top-5 class_accuracy: 0.8916599750518799
Epoch:45	 lr:0.02000	 duration:324.517
 train_loss:2.41166	 train_loss_div:2.41166Train Top-1 class_accuracy: 0.6632884740829468
Train Top-5 class_accuracy: 0.8591222763061523
test epoch:45	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6922399997711182
Top-5 class_accuracy: 0.8928599953651428
Epoch:46	 lr:0.02000	 duration:323.807
 train_loss:2.41419	 train_loss_div:2.41419Train Top-1 class_accuracy: 0.6631386280059814
Train Top-5 class_accuracy: 0.8579421043395996
test epoch:46	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6890599727630615
Top-5 class_accuracy: 0.8878600001335144
Epoch:47	 lr:0.02000	 duration:321.691
 train_loss:2.40714	 train_loss_div:2.40714Train Top-1 class_accuracy: 0.6653053760528564
Train Top-5 class_accuracy: 0.8598965406417847
test epoch:47	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6858800053596497
Top-5 class_accuracy: 0.8891599774360657
Epoch:48	 lr:0.02000	 duration:325.224
 train_loss:2.41290	 train_loss_div:2.41290Train Top-1 class_accuracy: 0.6635382771492004
Train Top-5 class_accuracy: 0.8587725758552551
test epoch:48	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6946199536323547
Top-5 class_accuracy: 0.8924799561500549
Epoch:49	 lr:0.02000	 duration:321.966
 train_loss:2.41110	 train_loss_div:2.41110Train Top-1 class_accuracy: 0.6645622849464417
Train Top-5 class_accuracy: 0.8591472506523132
test epoch:49	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6907199621200562
Top-5 class_accuracy: 0.8906599879264832
Epoch:50	 lr:0.02000	 duration:320.796
 train_loss:2.40629	 train_loss_div:2.40629Train Top-1 class_accuracy: 0.6650493741035461
Train Top-5 class_accuracy: 0.8601338267326355
test epoch:50	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6909999847412109
Top-5 class_accuracy: 0.8913399577140808
Epoch:51	 lr:0.02000	 duration:324.633
 train_loss:2.40442	 train_loss_div:2.40442Train Top-1 class_accuracy: 0.6653802990913391
Train Top-5 class_accuracy: 0.860552191734314
test epoch:51	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6873999834060669
Top-5 class_accuracy: 0.8914600014686584
Epoch:52	 lr:0.02000	 duration:322.585
 train_loss:2.40098	 train_loss_div:2.40098Train Top-1 class_accuracy: 0.6660671830177307
Train Top-5 class_accuracy: 0.8602337837219238
test epoch:52	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6855999827384949
Top-5 class_accuracy: 0.8880800008773804
Epoch:53	 lr:0.02000	 duration:327.125
 train_loss:2.40548	 train_loss_div:2.40548Train Top-1 class_accuracy: 0.6649869084358215
Train Top-5 class_accuracy: 0.8597342371940613
test epoch:53	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6871399879455566
Top-5 class_accuracy: 0.891819953918457
Epoch:54	 lr:0.02000	 duration:325.636
 train_loss:2.39624	 train_loss_div:2.39624Train Top-1 class_accuracy: 0.6671037673950195
Train Top-5 class_accuracy: 0.860845685005188
test epoch:54	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6889399886131287
Top-5 class_accuracy: 0.8894400000572205
Epoch:55	 lr:0.02000	 duration:323.839
 train_loss:2.39180	 train_loss_div:2.39180Train Top-1 class_accuracy: 0.6672473549842834
Train Top-5 class_accuracy: 0.8606458902359009
test epoch:55	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6941800117492676
Top-5 class_accuracy: 0.8939799666404724
Epoch:56	 lr:0.02000	 duration:320.111
 train_loss:2.39208	 train_loss_div:2.39208Train Top-1 class_accuracy: 0.6674409508705139
Train Top-5 class_accuracy: 0.8608519434928894
test epoch:56	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6932399868965149
Top-5 class_accuracy: 0.8935999870300293
Epoch:57	 lr:0.02000	 duration:323.890
 train_loss:2.38480	 train_loss_div:2.38480Train Top-1 class_accuracy: 0.6678905487060547
Train Top-5 class_accuracy: 0.8622756600379944
test epoch:57	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6946600079536438
Top-5 class_accuracy: 0.894059956073761
Epoch:58	 lr:0.02000	 duration:319.710
 train_loss:2.37724	 train_loss_div:2.37724Train Top-1 class_accuracy: 0.6696264147758484
Train Top-5 class_accuracy: 0.8623755574226379
test epoch:58	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6958000063896179
Top-5 class_accuracy: 0.8923999667167664
Epoch:59	 lr:0.02000	 duration:322.815
 train_loss:2.38606	 train_loss_div:2.38606Train Top-1 class_accuracy: 0.6693891882896423
Train Top-5 class_accuracy: 0.8623692989349365
test epoch:59	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6910799741744995
Top-5 class_accuracy: 0.8928999900817871
Epoch:60	 lr:0.00200	 duration:322.682
 train_loss:2.14597	 train_loss_div:2.14597Train Top-1 class_accuracy: 0.695852518081665
Train Top-5 class_accuracy: 0.8773181438446045
test epoch:60	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7226999998092651
Top-5 class_accuracy: 0.9078199863433838
Epoch:61	 lr:0.00200	 duration:322.715
 train_loss:2.09005	 train_loss_div:2.09005Train Top-1 class_accuracy: 0.7017783522605896
Train Top-5 class_accuracy: 0.8801343441009521
test epoch:61	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7252199649810791
Top-5 class_accuracy: 0.909500002861023
Epoch:62	 lr:0.00200	 duration:325.616
 train_loss:2.06154	 train_loss_div:2.06154Train Top-1 class_accuracy: 0.7050940990447998
Train Top-5 class_accuracy: 0.8836123943328857
test epoch:62	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7268199920654297
Top-5 class_accuracy: 0.9099400043487549
Epoch:63	 lr:0.00200	 duration:321.245
 train_loss:2.03852	 train_loss_div:2.03852Train Top-1 class_accuracy: 0.7082037329673767
Train Top-5 class_accuracy: 0.8844616413116455
test epoch:63	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7267999649047852
Top-5 class_accuracy: 0.9111599922180176
Epoch:64	 lr:0.00200	 duration:322.306
 train_loss:2.03686	 train_loss_div:2.03686Train Top-1 class_accuracy: 0.708634614944458
Train Top-5 class_accuracy: 0.8846489787101746
test epoch:64	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7268199920654297
Top-5 class_accuracy: 0.9114599823951721
Epoch:65	 lr:0.00200	 duration:322.189
 train_loss:2.02430	 train_loss_div:2.02430Train Top-1 class_accuracy: 0.7100832462310791
Train Top-5 class_accuracy: 0.8867533206939697
test epoch:65	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7279399633407593
Top-5 class_accuracy: 0.9108399748802185
Epoch:66	 lr:0.00200	 duration:324.615
 train_loss:2.01990	 train_loss_div:2.01990Train Top-1 class_accuracy: 0.7108450531959534
Train Top-5 class_accuracy: 0.8858104348182678
test epoch:66	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7283200025558472
Top-5 class_accuracy: 0.9109799861907959
Epoch:67	 lr:0.00200	 duration:323.448
 train_loss:2.01500	 train_loss_div:2.01500Train Top-1 class_accuracy: 0.7114070653915405
Train Top-5 class_accuracy: 0.886422336101532
test epoch:67	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7293599843978882
Top-5 class_accuracy: 0.9113999605178833
Epoch:68	 lr:0.00200	 duration:320.876
 train_loss:1.99763	 train_loss_div:1.99763Train Top-1 class_accuracy: 0.7139610052108765
Train Top-5 class_accuracy: 0.8883768320083618
test epoch:68	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7295199632644653
Top-5 class_accuracy: 0.9118599891662598
Epoch:69	 lr:0.00200	 duration:325.595
 train_loss:2.00412	 train_loss_div:2.00412Train Top-1 class_accuracy: 0.7124748229980469
Train Top-5 class_accuracy: 0.8874589204788208
test epoch:69	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7297599911689758
Top-5 class_accuracy: 0.9119399785995483
Epoch:70	 lr:0.00200	 duration:320.242
 train_loss:1.99280	 train_loss_div:1.99280Train Top-1 class_accuracy: 0.7145229578018188
Train Top-5 class_accuracy: 0.888551652431488
test epoch:70	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7298399806022644
Top-5 class_accuracy: 0.9117400050163269
Epoch:71	 lr:0.00200	 duration:319.884
 train_loss:1.98662	 train_loss_div:1.98662Train Top-1 class_accuracy: 0.7141483426094055
Train Top-5 class_accuracy: 0.8876087665557861
test epoch:71	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7299799919128418
Top-5 class_accuracy: 0.9121399521827698
Epoch:72	 lr:0.00200	 duration:322.370
 train_loss:1.98947	 train_loss_div:1.98947Train Top-1 class_accuracy: 0.7158654928207397
Train Top-5 class_accuracy: 0.8888950943946838
test epoch:72	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7298600077629089
Top-5 class_accuracy: 0.9123199582099915
Epoch:73	 lr:0.00200	 duration:326.252
 train_loss:1.98991	 train_loss_div:1.98991Train Top-1 class_accuracy: 0.7166959643363953
Train Top-5 class_accuracy: 0.888245701789856
test epoch:73	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7287999987602234
Top-5 class_accuracy: 0.9120799899101257
Epoch:74	 lr:0.00200	 duration:319.919
 train_loss:1.98975	 train_loss_div:1.98975Train Top-1 class_accuracy: 0.7138673067092896
Train Top-5 class_accuracy: 0.8872029185295105
test epoch:74	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7298199534416199
Top-5 class_accuracy: 0.9125799536705017
Epoch:75	 lr:0.00200	 duration:325.456
 train_loss:1.97619	 train_loss_div:1.97619Train Top-1 class_accuracy: 0.7187628746032715
Train Top-5 class_accuracy: 0.8893946409225464
test epoch:75	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7302799820899963
Top-5 class_accuracy: 0.9128199815750122
Epoch:76	 lr:0.00200	 duration:323.952
 train_loss:1.97473	 train_loss_div:1.97473Train Top-1 class_accuracy: 0.7175139784812927
Train Top-5 class_accuracy: 0.8894945383071899
test epoch:76	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7295399904251099
Top-5 class_accuracy: 0.9124999642372131
Epoch:77	 lr:0.00200	 duration:324.447
 train_loss:1.97303	 train_loss_div:1.97303Train Top-1 class_accuracy: 0.7165648341178894
Train Top-5 class_accuracy: 0.8891011476516724
test epoch:77	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7313799858093262
Top-5 class_accuracy: 0.9131199717521667
Epoch:78	 lr:0.00200	 duration:320.927
 train_loss:1.97518	 train_loss_div:1.97518Train Top-1 class_accuracy: 0.7161402702331543
Train Top-5 class_accuracy: 0.8892385363578796
test epoch:78	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7309199571609497
Top-5 class_accuracy: 0.9121599793434143
Epoch:79	 lr:0.00200	 duration:323.815
 train_loss:1.95986	 train_loss_div:1.95986Train Top-1 class_accuracy: 0.7190438508987427
Train Top-5 class_accuracy: 0.8912054896354675
test epoch:79	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7312600016593933
Top-5 class_accuracy: 0.9126600027084351
Epoch:80	 lr:0.00200	 duration:320.273
 train_loss:1.95909	 train_loss_div:1.95909Train Top-1 class_accuracy: 0.7200928926467896
Train Top-5 class_accuracy: 0.8917799592018127
test epoch:80	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7292799949645996
Top-5 class_accuracy: 0.9120000004768372
Epoch:81	 lr:0.00200	 duration:325.656
 train_loss:1.97196	 train_loss_div:1.97196Train Top-1 class_accuracy: 0.7175889015197754
Train Top-5 class_accuracy: 0.8893821835517883
test epoch:81	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7309799790382385
Top-5 class_accuracy: 0.9123799800872803
Epoch:82	 lr:0.00200	 duration:320.498
 train_loss:1.95336	 train_loss_div:1.95336Train Top-1 class_accuracy: 0.7213605046272278
Train Top-5 class_accuracy: 0.8912679553031921
test epoch:82	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7318800091743469
Top-5 class_accuracy: 0.9135199785232544
Epoch:83	 lr:0.00200	 duration:319.866
 train_loss:1.96932	 train_loss_div:1.96932Train Top-1 class_accuracy: 0.7189127206802368
Train Top-5 class_accuracy: 0.8901002407073975
test epoch:83	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.732479989528656
Top-5 class_accuracy: 0.9135800004005432
Epoch:84	 lr:0.00200	 duration:323.142
 train_loss:1.95343	 train_loss_div:1.95343Train Top-1 class_accuracy: 0.720736026763916
Train Top-5 class_accuracy: 0.8915801644325256
test epoch:84	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7311599850654602
Top-5 class_accuracy: 0.9131799936294556
Epoch:85	 lr:0.00200	 duration:324.745
 train_loss:1.94764	 train_loss_div:1.94764Train Top-1 class_accuracy: 0.7209358811378479
Train Top-5 class_accuracy: 0.8916488289833069
test epoch:85	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.731220006942749
Top-5 class_accuracy: 0.9124799966812134
Epoch:86	 lr:0.00200	 duration:325.186
 train_loss:1.96611	 train_loss_div:1.96611Train Top-1 class_accuracy: 0.7193310856819153
Train Top-5 class_accuracy: 0.8899129033088684
test epoch:86	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7313799858093262
Top-5 class_accuracy: 0.9127999544143677
Epoch:87	 lr:0.00200	 duration:323.921
 train_loss:1.94086	 train_loss_div:1.94086Train Top-1 class_accuracy: 0.7223783135414124
Train Top-5 class_accuracy: 0.8929164409637451
test epoch:87	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7324999570846558
Top-5 class_accuracy: 0.9135800004005432
Epoch:88	 lr:0.00200	 duration:325.254
 train_loss:1.94886	 train_loss_div:1.94886Train Top-1 class_accuracy: 0.7218101024627686
Train Top-5 class_accuracy: 0.892142117023468
test epoch:88	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7305200099945068
Top-5 class_accuracy: 0.9134199619293213
Epoch:89	 lr:0.00200	 duration:322.301
 train_loss:1.96050	 train_loss_div:1.96050Train Top-1 class_accuracy: 0.7194934487342834
Train Top-5 class_accuracy: 0.8903625011444092
test epoch:89	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7320399880409241
Top-5 class_accuracy: 0.9142199754714966
Epoch:90	 lr:0.00020	 duration:325.302
 train_loss:1.92501	 train_loss_div:1.92501Train Top-1 class_accuracy: 0.7244638800621033
Train Top-5 class_accuracy: 0.8935033679008484
test epoch:90	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7344200015068054
Top-5 class_accuracy: 0.9150599837303162
Epoch:91	 lr:0.00020	 duration:322.689
 train_loss:1.91390	 train_loss_div:1.91390Train Top-1 class_accuracy: 0.7261623740196228
Train Top-5 class_accuracy: 0.8942027688026428
test epoch:91	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7334799766540527
Top-5 class_accuracy: 0.9152399897575378
Epoch:92	 lr:0.00020	 duration:322.845
 train_loss:1.90953	 train_loss_div:1.90953Train Top-1 class_accuracy: 0.7254754900932312
Train Top-5 class_accuracy: 0.894471287727356
test epoch:92	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7342599630355835
Top-5 class_accuracy: 0.9150399565696716
Epoch:93	 lr:0.00020	 duration:325.013
 train_loss:1.90891	 train_loss_div:1.90891Train Top-1 class_accuracy: 0.7247511148452759
Train Top-5 class_accuracy: 0.8942277431488037
test epoch:93	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7347399592399597
Top-5 class_accuracy: 0.9150599837303162
Epoch:94	 lr:0.00020	 duration:323.533
 train_loss:1.90784	 train_loss_div:1.90784Train Top-1 class_accuracy: 0.7263246774673462
Train Top-5 class_accuracy: 0.8953017592430115
test epoch:94	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7348600029945374
Top-5 class_accuracy: 0.9149399995803833
Epoch:95	 lr:0.00020	 duration:326.402
 train_loss:1.90320	 train_loss_div:1.90320Train Top-1 class_accuracy: 0.7272363901138306
Train Top-5 class_accuracy: 0.8944650292396545
test epoch:95	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7346199750900269
Top-5 class_accuracy: 0.9152599573135376
Epoch:96	 lr:0.00020	 duration:328.200
 train_loss:1.90810	 train_loss_div:1.90810Train Top-1 class_accuracy: 0.7261748313903809
Train Top-5 class_accuracy: 0.8934971690177917
test epoch:96	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7340599894523621
Top-5 class_accuracy: 0.9154199957847595
Epoch:97	 lr:0.00020	 duration:324.158
 train_loss:1.90353	 train_loss_div:1.90353Train Top-1 class_accuracy: 0.7274237275123596
Train Top-5 class_accuracy: 0.8938031196594238
test epoch:97	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7344200015068054
Top-5 class_accuracy: 0.91485995054245
Epoch:98	 lr:0.00020	 duration:323.427
 train_loss:1.90215	 train_loss_div:1.90215Train Top-1 class_accuracy: 0.7264932990074158
Train Top-5 class_accuracy: 0.8949458599090576
test epoch:98	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7344599962234497
Top-5 class_accuracy: 0.9145599603652954
Epoch:99	 lr:0.00020	 duration:320.392
 train_loss:1.90885	 train_loss_div:1.90885Train Top-1 class_accuracy: 0.7258251309394836
Train Top-5 class_accuracy: 0.8929663896560669
best_accuracy: 0.0 
best_accuracy: 0.0 
best_accuracy: 0.0 
best_accuracy: 0.0 
test epoch:99	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.734559953212738
Top-5 class_accuracy: 0.9148799777030945
best_accuracy: 0.9154199957847595 
best_accuracy: 0.0 
best_accuracy: 0.0 
best_accuracy: 0.0 
