Epoch:0	 lr:0.20000	 duration:708.961
 train_loss:4.71285	 train_loss_div:4.71285Train Top-1 class_accuracy: 0.13737152516841888
Train Top-5 class_accuracy: 0.3060894310474396
test epoch:0	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2268799990415573
Top-5 class_accuracy: 0.4605799913406372
test epoch:0	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.22871999442577362
Top-5 class_accuracy: 0.46351999044418335
test epoch:0	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2270599901676178
Top-5 class_accuracy: 0.4624599814414978
test epoch:0	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.22623999416828156
Top-5 class_accuracy: 0.4614199995994568
Epoch:1	 lr:0.20000	 duration:700.145
 train_loss:3.83374	 train_loss_div:3.83374Train Top-1 class_accuracy: 0.2937569320201874
Train Top-5 class_accuracy: 0.5378498435020447
test epoch:1	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3256799876689911
Top-5 class_accuracy: 0.5861999988555908
test epoch:1	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3271999955177307
Top-5 class_accuracy: 0.5894599556922913
test epoch:1	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3245999813079834
Top-5 class_accuracy: 0.5867199897766113
test epoch:1	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3227999806404114
Top-5 class_accuracy: 0.5841999650001526
Epoch:2	 lr:0.20000	 duration:697.779
 train_loss:3.64535	 train_loss_div:3.64535Train Top-1 class_accuracy: 0.36518236994743347
Train Top-5 class_accuracy: 0.6185636520385742
test epoch:2	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3990199863910675
Top-5 class_accuracy: 0.6700800061225891
test epoch:2	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.40487998723983765
Top-5 class_accuracy: 0.6756399869918823
test epoch:2	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4043000042438507
Top-5 class_accuracy: 0.674239993095398
test epoch:2	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.402539998292923
Top-5 class_accuracy: 0.6734399795532227
Epoch:3	 lr:0.20000	 duration:700.361
 train_loss:3.62000	 train_loss_div:3.62000Train Top-1 class_accuracy: 0.40300101041793823
Train Top-5 class_accuracy: 0.6584959626197815
test epoch:3	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4213399887084961
Top-5 class_accuracy: 0.6904199719429016
test epoch:3	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4251199960708618
Top-5 class_accuracy: 0.6933599710464478
test epoch:3	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.42455998063087463
Top-5 class_accuracy: 0.6939799785614014
test epoch:3	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4243599772453308
Top-5 class_accuracy: 0.6922199726104736
Epoch:4	 lr:0.20000	 duration:699.559
 train_loss:3.64497	 train_loss_div:3.64497Train Top-1 class_accuracy: 0.43192148208618164
Train Top-5 class_accuracy: 0.6849031448364258
test epoch:4	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4648999869823456
Top-5 class_accuracy: 0.7294999957084656
test epoch:4	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46794000267982483
Top-5 class_accuracy: 0.7336199879646301
test epoch:4	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46747997403144836
Top-5 class_accuracy: 0.7344599962234497
test epoch:4	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4669399857521057
Top-5 class_accuracy: 0.7340999841690063
Epoch:5	 lr:0.20000	 duration:699.324
 train_loss:3.72968	 train_loss_div:3.72968Train Top-1 class_accuracy: 0.4490059018135071
Train Top-5 class_accuracy: 0.7007730007171631
test epoch:5	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45885998010635376
Top-5 class_accuracy: 0.7282399535179138
test epoch:5	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4602999985218048
Top-5 class_accuracy: 0.7330999970436096
test epoch:5	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46243998408317566
Top-5 class_accuracy: 0.7343999743461609
test epoch:5	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.462039977312088
Top-5 class_accuracy: 0.7343399524688721
Epoch:6	 lr:0.20000	 duration:701.543
 train_loss:3.57443	 train_loss_div:3.57443Train Top-1 class_accuracy: 0.46449801325798035
Train Top-5 class_accuracy: 0.7144417762756348
test epoch:6	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4968799948692322
Top-5 class_accuracy: 0.7552599906921387
test epoch:6	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5019599795341492
Top-5 class_accuracy: 0.7604999542236328
test epoch:6	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5019599795341492
Top-5 class_accuracy: 0.7611599564552307
test epoch:6	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5015000104904175
Top-5 class_accuracy: 0.7602399587631226
Epoch:7	 lr:0.20000	 duration:699.358
 train_loss:3.47863	 train_loss_div:3.47863Train Top-1 class_accuracy: 0.4749665856361389
Train Top-5 class_accuracy: 0.7234304547309875
test epoch:7	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49757999181747437
Top-5 class_accuracy: 0.7591800093650818
test epoch:7	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5038399696350098
Top-5 class_accuracy: 0.765500009059906
test epoch:7	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5038599967956543
Top-5 class_accuracy: 0.7651399970054626
test epoch:7	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5031999945640564
Top-5 class_accuracy: 0.764739990234375
Epoch:8	 lr:0.20000	 duration:700.244
 train_loss:3.42195	 train_loss_div:3.42195Train Top-1 class_accuracy: 0.4802086651325226
Train Top-5 class_accuracy: 0.7282073497772217
test epoch:8	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5108000040054321
Top-5 class_accuracy: 0.7684999704360962
test epoch:8	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5141199827194214
Top-5 class_accuracy: 0.7732799649238586
test epoch:8	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.51419997215271
Top-5 class_accuracy: 0.773419976234436
test epoch:8	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5135799646377563
Top-5 class_accuracy: 0.7728399634361267
Epoch:9	 lr:0.20000	 duration:704.343
 train_loss:3.37284	 train_loss_div:3.37284Train Top-1 class_accuracy: 0.4861220121383667
Train Top-5 class_accuracy: 0.733146607875824
test epoch:9	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.492499977350235
Top-5 class_accuracy: 0.7541599869728088
test epoch:9	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4969399869441986
Top-5 class_accuracy: 0.7565199732780457
test epoch:9	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4987599849700928
Top-5 class_accuracy: 0.7590999603271484
test epoch:9	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.498119980096817
Top-5 class_accuracy: 0.7591800093650818
Epoch:10	 lr:0.20000	 duration:700.875
 train_loss:3.33910	 train_loss_div:3.33910Train Top-1 class_accuracy: 0.490149587392807
Train Top-5 class_accuracy: 0.7356005907058716
test epoch:10	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.516219973564148
Top-5 class_accuracy: 0.7778199911117554
test epoch:10	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5192800164222717
Top-5 class_accuracy: 0.7793799638748169
test epoch:10	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5208600163459778
Top-5 class_accuracy: 0.7815799713134766
test epoch:10	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5205399990081787
Top-5 class_accuracy: 0.7808199524879456
Epoch:11	 lr:0.20000	 duration:701.742
 train_loss:3.29068	 train_loss_div:3.29068Train Top-1 class_accuracy: 0.4944269359111786
Train Top-5 class_accuracy: 0.7415139675140381
test epoch:11	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4952399730682373
Top-5 class_accuracy: 0.7594599723815918
test epoch:11	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4976999759674072
Top-5 class_accuracy: 0.7630800008773804
test epoch:11	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4986400008201599
Top-5 class_accuracy: 0.764519989490509
test epoch:11	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4984999895095825
Top-5 class_accuracy: 0.7641199827194214
Epoch:12	 lr:0.20000	 duration:703.196
 train_loss:3.27792	 train_loss_div:3.27792Train Top-1 class_accuracy: 0.49522310495376587
Train Top-5 class_accuracy: 0.7403900027275085
test epoch:12	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5115199685096741
Top-5 class_accuracy: 0.7722399830818176
test epoch:12	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5157999992370605
Top-5 class_accuracy: 0.7775799632072449
test epoch:12	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5172399878501892
Top-5 class_accuracy: 0.7779200077056885
test epoch:12	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5169199705123901
Top-5 class_accuracy: 0.7771999835968018
Epoch:13	 lr:0.20000	 duration:705.245
 train_loss:3.25443	 train_loss_div:3.25443Train Top-1 class_accuracy: 0.4990570843219757
Train Top-5 class_accuracy: 0.7432842254638672
test epoch:13	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5071600079536438
Top-5 class_accuracy: 0.7651599645614624
test epoch:13	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5126399993896484
Top-5 class_accuracy: 0.769279956817627
test epoch:13	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5134999752044678
Top-5 class_accuracy: 0.7698999643325806
test epoch:13	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5130999684333801
Top-5 class_accuracy: 0.7696399688720703
Epoch:14	 lr:0.20000	 duration:701.079
 train_loss:3.23165	 train_loss_div:3.23165Train Top-1 class_accuracy: 0.5013924837112427
Train Top-5 class_accuracy: 0.7439835667610168
test epoch:14	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.508679986000061
Top-5 class_accuracy: 0.7702599763870239
test epoch:14	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5098999738693237
Top-5 class_accuracy: 0.7733199596405029
test epoch:14	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5135399699211121
Top-5 class_accuracy: 0.7742199897766113
test epoch:14	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5127800107002258
Top-5 class_accuracy: 0.7740799784660339
Epoch:15	 lr:0.20000	 duration:705.085
 train_loss:3.21624	 train_loss_div:3.21624Train Top-1 class_accuracy: 0.5025476813316345
Train Top-5 class_accuracy: 0.7472618222236633
test epoch:15	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5060799717903137
Top-5 class_accuracy: 0.7634199857711792
test epoch:15	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5108199715614319
Top-5 class_accuracy: 0.7675600051879883
test epoch:15	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5121999979019165
Top-5 class_accuracy: 0.7691199779510498
test epoch:15	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5113399624824524
Top-5 class_accuracy: 0.7687999606132507
Epoch:16	 lr:0.20000	 duration:701.931
 train_loss:3.20443	 train_loss_div:3.20443Train Top-1 class_accuracy: 0.5032532811164856
Train Top-5 class_accuracy: 0.7472212314605713
test epoch:16	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5300999879837036
Top-5 class_accuracy: 0.7852799892425537
test epoch:16	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5362600088119507
Top-5 class_accuracy: 0.7887399792671204
test epoch:16	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5374999642372131
Top-5 class_accuracy: 0.789680004119873
test epoch:16	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5364999771118164
Top-5 class_accuracy: 0.7890799641609192
Epoch:17	 lr:0.20000	 duration:701.840
 train_loss:3.19101	 train_loss_div:3.19101Train Top-1 class_accuracy: 0.5045114755630493
Train Top-5 class_accuracy: 0.7490071058273315
test epoch:17	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5292800068855286
Top-5 class_accuracy: 0.7811200022697449
test epoch:17	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5331999659538269
Top-5 class_accuracy: 0.7839599847793579
test epoch:17	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5352999567985535
Top-5 class_accuracy: 0.7867599725723267
test epoch:17	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5350399613380432
Top-5 class_accuracy: 0.7861599922180176
Epoch:18	 lr:0.20000	 duration:704.031
 train_loss:3.16909	 train_loss_div:3.16909Train Top-1 class_accuracy: 0.5077023506164551
Train Top-5 class_accuracy: 0.7519700527191162
test epoch:18	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5381799936294556
Top-5 class_accuracy: 0.79093998670578
test epoch:18	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5414000153541565
Top-5 class_accuracy: 0.7933599948883057
test epoch:18	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5433399677276611
Top-5 class_accuracy: 0.795699954032898
test epoch:18	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5420799851417542
Top-5 class_accuracy: 0.795259952545166
Epoch:19	 lr:0.20000	 duration:701.219
 train_loss:3.15934	 train_loss_div:3.15934Train Top-1 class_accuracy: 0.5093789100646973
Train Top-5 class_accuracy: 0.7522166967391968
test epoch:19	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5191599726676941
Top-5 class_accuracy: 0.7734000086784363
test epoch:19	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5213599801063538
Top-5 class_accuracy: 0.7770799994468689
test epoch:19	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5232200026512146
Top-5 class_accuracy: 0.7782599925994873
test epoch:19	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.523360013961792
Top-5 class_accuracy: 0.7777799963951111
Epoch:20	 lr:0.20000	 duration:703.159
 train_loss:3.15812	 train_loss_div:3.15812Train Top-1 class_accuracy: 0.5081550478935242
Train Top-5 class_accuracy: 0.7517889738082886
test epoch:20	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5333600044250488
Top-5 class_accuracy: 0.7888000011444092
test epoch:20	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5349799990653992
Top-5 class_accuracy: 0.7904399633407593
test epoch:20	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5376200079917908
Top-5 class_accuracy: 0.793940007686615
test epoch:20	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5371999740600586
Top-5 class_accuracy: 0.7939199805259705
Epoch:21	 lr:0.20000	 duration:704.848
 train_loss:3.14488	 train_loss_div:3.14488Train Top-1 class_accuracy: 0.5099908709526062
Train Top-5 class_accuracy: 0.7536778450012207
test epoch:21	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5284599661827087
Top-5 class_accuracy: 0.7842199802398682
test epoch:21	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5322799682617188
Top-5 class_accuracy: 0.7872599959373474
test epoch:21	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5352599620819092
Top-5 class_accuracy: 0.7888799905776978
test epoch:21	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5352599620819092
Top-5 class_accuracy: 0.7884799838066101
Epoch:22	 lr:0.20000	 duration:702.645
 train_loss:3.13760	 train_loss_div:3.13760Train Top-1 class_accuracy: 0.5114145874977112
Train Top-5 class_accuracy: 0.7543866038322449
test epoch:22	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5248199701309204
Top-5 class_accuracy: 0.7793999910354614
test epoch:22	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5295799970626831
Top-5 class_accuracy: 0.7831199765205383
test epoch:22	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5313199758529663
Top-5 class_accuracy: 0.784280002117157
test epoch:22	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5310400128364563
Top-5 class_accuracy: 0.7838000059127808
Epoch:23	 lr:0.20000	 duration:702.591
 train_loss:3.13227	 train_loss_div:3.13227Train Top-1 class_accuracy: 0.5113770961761475
Train Top-5 class_accuracy: 0.7544990181922913
test epoch:23	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5282799601554871
Top-5 class_accuracy: 0.7832799553871155
test epoch:23	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5325999855995178
Top-5 class_accuracy: 0.7876799702644348
test epoch:23	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5337399840354919
Top-5 class_accuracy: 0.7891599535942078
test epoch:23	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5333600044250488
Top-5 class_accuracy: 0.7880799770355225
Epoch:24	 lr:0.20000	 duration:699.767
 train_loss:3.12156	 train_loss_div:3.12156Train Top-1 class_accuracy: 0.5128164291381836
Train Top-5 class_accuracy: 0.7548518180847168
test epoch:24	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5450800061225891
Top-5 class_accuracy: 0.7942000031471252
test epoch:24	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5476199984550476
Top-5 class_accuracy: 0.7961799502372742
test epoch:24	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5492799878120422
Top-5 class_accuracy: 0.7987599968910217
test epoch:24	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5482199788093567
Top-5 class_accuracy: 0.7983599901199341
Epoch:25	 lr:0.20000	 duration:703.442
 train_loss:3.11489	 train_loss_div:3.11489Train Top-1 class_accuracy: 0.5131005048751831
Train Top-5 class_accuracy: 0.7549454569816589
test epoch:25	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5118199586868286
Top-5 class_accuracy: 0.7673400044441223
test epoch:25	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5134999752044678
Top-5 class_accuracy: 0.7691799998283386
test epoch:25	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5159599781036377
Top-5 class_accuracy: 0.7712599635124207
test epoch:25	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5151000022888184
Top-5 class_accuracy: 0.7706199884414673
Epoch:26	 lr:0.20000	 duration:703.398
 train_loss:3.10178	 train_loss_div:3.10178Train Top-1 class_accuracy: 0.5164474844932556
Train Top-5 class_accuracy: 0.7575181126594543
test epoch:26	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5291199684143066
Top-5 class_accuracy: 0.7844399809837341
test epoch:26	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5320599675178528
Top-5 class_accuracy: 0.7858999967575073
test epoch:26	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5340399742126465
Top-5 class_accuracy: 0.7881199717521667
test epoch:26	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5333999991416931
Top-5 class_accuracy: 0.7876399755477905
Epoch:27	 lr:0.20000	 duration:699.546
 train_loss:3.10808	 train_loss_div:3.10808Train Top-1 class_accuracy: 0.5138685703277588
Train Top-5 class_accuracy: 0.7556042075157166
test epoch:27	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5354399681091309
Top-5 class_accuracy: 0.7912600040435791
test epoch:27	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5392599701881409
Top-5 class_accuracy: 0.7943999767303467
test epoch:27	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5408999919891357
Top-5 class_accuracy: 0.7969200015068054
test epoch:27	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.540399968624115
Top-5 class_accuracy: 0.7967599630355835
Epoch:28	 lr:0.20000	 duration:703.201
 train_loss:3.09345	 train_loss_div:3.09345Train Top-1 class_accuracy: 0.5173560380935669
Train Top-5 class_accuracy: 0.758217453956604
test epoch:28	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5263000130653381
Top-5 class_accuracy: 0.7779799699783325
test epoch:28	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5273999571800232
Top-5 class_accuracy: 0.7784799933433533
test epoch:28	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5289799571037292
Top-5 class_accuracy: 0.7810399532318115
test epoch:28	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5278599858283997
Top-5 class_accuracy: 0.7805799841880798
Epoch:29	 lr:0.20000	 duration:702.406
 train_loss:3.08897	 train_loss_div:3.08897Train Top-1 class_accuracy: 0.5171624422073364
Train Top-5 class_accuracy: 0.7585296630859375
test epoch:29	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5310800075531006
Top-5 class_accuracy: 0.7844199538230896
test epoch:29	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.532539963722229
Top-5 class_accuracy: 0.7856799960136414
test epoch:29	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5362799763679504
Top-5 class_accuracy: 0.7896599769592285
test epoch:29	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5357599854469299
Top-5 class_accuracy: 0.789359986782074
Epoch:30	 lr:0.02000	 duration:702.824
 train_loss:2.30056	 train_loss_div:2.30056Train Top-1 class_accuracy: 0.6080576181411743
Train Top-5 class_accuracy: 0.8231269717216492
test epoch:30	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6558600068092346
Top-5 class_accuracy: 0.869659960269928
test epoch:30	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6602999567985535
Top-5 class_accuracy: 0.8727200031280518
test epoch:30	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6621400117874146
Top-5 class_accuracy: 0.8740800023078918
test epoch:30	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6624000072479248
Top-5 class_accuracy: 0.8741999864578247
Epoch:31	 lr:0.02000	 duration:703.061
 train_loss:2.13042	 train_loss_div:2.13042Train Top-1 class_accuracy: 0.6288511753082275
Train Top-5 class_accuracy: 0.8364554643630981
test epoch:31	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6637799739837646
Top-5 class_accuracy: 0.8734999895095825
test epoch:31	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6682999730110168
Top-5 class_accuracy: 0.8777999877929688
test epoch:31	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6703999638557434
Top-5 class_accuracy: 0.8798199892044067
test epoch:31	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6703599691390991
Top-5 class_accuracy: 0.8794199824333191
Epoch:32	 lr:0.02000	 duration:702.660
 train_loss:2.07206	 train_loss_div:2.07206Train Top-1 class_accuracy: 0.6367502212524414
Train Top-5 class_accuracy: 0.8413353562355042
test epoch:32	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6686800122261047
Top-5 class_accuracy: 0.8780799508094788
test epoch:32	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6734200119972229
Top-5 class_accuracy: 0.880899965763092
test epoch:32	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6757599711418152
Top-5 class_accuracy: 0.8823599815368652
test epoch:32	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6756799817085266
Top-5 class_accuracy: 0.8825799822807312
Epoch:33	 lr:0.02000	 duration:705.927
 train_loss:2.03277	 train_loss_div:2.03277Train Top-1 class_accuracy: 0.6413459777832031
Train Top-5 class_accuracy: 0.8448821306228638
test epoch:33	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6709799766540527
Top-5 class_accuracy: 0.8799999952316284
test epoch:33	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6761800050735474
Top-5 class_accuracy: 0.8827399611473083
test epoch:33	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6776599884033203
Top-5 class_accuracy: 0.8845799565315247
test epoch:33	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.677899956703186
Top-5 class_accuracy: 0.8848399519920349
Epoch:34	 lr:0.02000	 duration:702.339
 train_loss:2.00164	 train_loss_div:2.00164Train Top-1 class_accuracy: 0.646572470664978
Train Top-5 class_accuracy: 0.8487536311149597
test epoch:34	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6728000044822693
Top-5 class_accuracy: 0.8804799914360046
test epoch:34	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6781399846076965
Top-5 class_accuracy: 0.8836999535560608
test epoch:34	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6800599694252014
Top-5 class_accuracy: 0.8847000002861023
test epoch:34	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6805599927902222
Top-5 class_accuracy: 0.8847799897193909
Epoch:35	 lr:0.02000	 duration:701.792
 train_loss:1.99866	 train_loss_div:1.99866Train Top-1 class_accuracy: 0.647371768951416
Train Top-5 class_accuracy: 0.84922194480896
test epoch:35	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6741799712181091
Top-5 class_accuracy: 0.8822199702262878
test epoch:35	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6796000003814697
Top-5 class_accuracy: 0.8851999640464783
test epoch:35	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.681719958782196
Top-5 class_accuracy: 0.8865199685096741
test epoch:35	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6819799542427063
Top-5 class_accuracy: 0.8869400024414062
Epoch:36	 lr:0.02000	 duration:701.131
 train_loss:1.97920	 train_loss_div:1.97920Train Top-1 class_accuracy: 0.6499974727630615
Train Top-5 class_accuracy: 0.8511077165603638
test epoch:36	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6761999726295471
Top-5 class_accuracy: 0.882099986076355
test epoch:36	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6815800070762634
Top-5 class_accuracy: 0.88646000623703
test epoch:36	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6821199655532837
Top-5 class_accuracy: 0.886959969997406
test epoch:36	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6825000047683716
Top-5 class_accuracy: 0.887499988079071
Epoch:37	 lr:0.02000	 duration:704.113
 train_loss:1.97574	 train_loss_div:1.97574Train Top-1 class_accuracy: 0.6501879096031189
Train Top-5 class_accuracy: 0.8516322374343872
test epoch:37	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.670520007610321
Top-5 class_accuracy: 0.880079984664917
test epoch:37	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6773599982261658
Top-5 class_accuracy: 0.8842200040817261
test epoch:37	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6782799959182739
Top-5 class_accuracy: 0.8848599791526794
test epoch:37	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6782799959182739
Top-5 class_accuracy: 0.8852799534797668
Epoch:38	 lr:0.02000	 duration:705.505
 train_loss:1.97612	 train_loss_div:1.97612Train Top-1 class_accuracy: 0.6510840058326721
Train Top-5 class_accuracy: 0.8508610725402832
test epoch:38	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6693399548530579
Top-5 class_accuracy: 0.8777399659156799
test epoch:38	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6744399666786194
Top-5 class_accuracy: 0.8804999589920044
test epoch:38	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6756199598312378
Top-5 class_accuracy: 0.8818999528884888
test epoch:38	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6765199899673462
Top-5 class_accuracy: 0.8819800019264221
Epoch:39	 lr:0.02000	 duration:703.729
 train_loss:1.97240	 train_loss_div:1.97240Train Top-1 class_accuracy: 0.652357816696167
Train Top-5 class_accuracy: 0.8528779745101929
test epoch:39	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6686399579048157
Top-5 class_accuracy: 0.8786199688911438
test epoch:39	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6749399900436401
Top-5 class_accuracy: 0.8825599551200867
test epoch:39	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6761800050735474
Top-5 class_accuracy: 0.8833000063896179
test epoch:39	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.67603999376297
Top-5 class_accuracy: 0.8837999701499939
Epoch:40	 lr:0.02000	 duration:703.902
 train_loss:1.97363	 train_loss_div:1.97363Train Top-1 class_accuracy: 0.6527761816978455
Train Top-5 class_accuracy: 0.8525251746177673
test epoch:40	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6744999885559082
Top-5 class_accuracy: 0.881119966506958
test epoch:40	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6794999837875366
Top-5 class_accuracy: 0.8849200010299683
test epoch:40	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.681119978427887
Top-5 class_accuracy: 0.8862400054931641
test epoch:40	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6806399822235107
Top-5 class_accuracy: 0.8867999911308289
Epoch:41	 lr:0.02000	 duration:701.351
 train_loss:1.97832	 train_loss_div:1.97832Train Top-1 class_accuracy: 0.6516022682189941
Train Top-5 class_accuracy: 0.8532900810241699
test epoch:41	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6663599610328674
Top-5 class_accuracy: 0.8767399787902832
test epoch:41	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6722399592399597
Top-5 class_accuracy: 0.8802799582481384
test epoch:41	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6739000082015991
Top-5 class_accuracy: 0.8822000026702881
test epoch:41	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6742199659347534
Top-5 class_accuracy: 0.8825599551200867
Epoch:42	 lr:0.02000	 duration:702.798
 train_loss:1.97829	 train_loss_div:1.97829Train Top-1 class_accuracy: 0.6517146825790405
Train Top-5 class_accuracy: 0.8526219725608826
test epoch:42	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6728799939155579
Top-5 class_accuracy: 0.8806399703025818
test epoch:42	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6781799793243408
Top-5 class_accuracy: 0.8835399746894836
test epoch:42	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6797400116920471
Top-5 class_accuracy: 0.8847399950027466
test epoch:42	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6795799732208252
Top-5 class_accuracy: 0.8851199746131897
Epoch:43	 lr:0.02000	 duration:702.693
 train_loss:1.98085	 train_loss_div:1.98085Train Top-1 class_accuracy: 0.652798056602478
Train Top-5 class_accuracy: 0.8531901836395264
test epoch:43	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6643199920654297
Top-5 class_accuracy: 0.8773399591445923
test epoch:43	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6702399849891663
Top-5 class_accuracy: 0.8809199929237366
test epoch:43	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6713599562644958
Top-5 class_accuracy: 0.882420003414154
test epoch:43	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6714000105857849
Top-5 class_accuracy: 0.8820799589157104
Epoch:44	 lr:0.02000	 duration:705.650
 train_loss:1.98456	 train_loss_div:1.98456Train Top-1 class_accuracy: 0.6526919007301331
Train Top-5 class_accuracy: 0.8518944978713989
test epoch:44	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6698399782180786
Top-5 class_accuracy: 0.8783999681472778
test epoch:44	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6749799847602844
Top-5 class_accuracy: 0.8823399543762207
test epoch:44	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6761999726295471
Top-5 class_accuracy: 0.8831200003623962
test epoch:44	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6764599680900574
Top-5 class_accuracy: 0.8836399912834167
Epoch:45	 lr:0.02000	 duration:700.053
 train_loss:1.98274	 train_loss_div:1.98274Train Top-1 class_accuracy: 0.6521611213684082
Train Top-5 class_accuracy: 0.8527312278747559
test epoch:45	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6662999987602234
Top-5 class_accuracy: 0.8783800005912781
test epoch:45	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.671779990196228
Top-5 class_accuracy: 0.8820599913597107
test epoch:45	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6730599999427795
Top-5 class_accuracy: 0.8830199837684631
test epoch:45	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6734399795532227
Top-5 class_accuracy: 0.8825199604034424
Epoch:46	 lr:0.02000	 duration:707.038
 train_loss:1.99020	 train_loss_div:1.99020Train Top-1 class_accuracy: 0.6512432098388672
Train Top-5 class_accuracy: 0.8523565530776978
test epoch:46	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.667959988117218
Top-5 class_accuracy: 0.879040002822876
test epoch:46	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6731799840927124
Top-5 class_accuracy: 0.8826599717140198
test epoch:46	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6759399771690369
Top-5 class_accuracy: 0.8835200071334839
test epoch:46	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.675879955291748
Top-5 class_accuracy: 0.8832599520683289
Epoch:47	 lr:0.02000	 duration:703.856
 train_loss:1.98887	 train_loss_div:1.98887Train Top-1 class_accuracy: 0.651880145072937
Train Top-5 class_accuracy: 0.8531027436256409
test epoch:47	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6707800030708313
Top-5 class_accuracy: 0.8798399567604065
test epoch:47	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6774799823760986
Top-5 class_accuracy: 0.8832399845123291
test epoch:47	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6794999837875366
Top-5 class_accuracy: 0.8849200010299683
test epoch:47	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6799799799919128
Top-5 class_accuracy: 0.884939968585968
Epoch:48	 lr:0.02000	 duration:700.856
 train_loss:1.98835	 train_loss_div:1.98835Train Top-1 class_accuracy: 0.6518270373344421
Train Top-5 class_accuracy: 0.8527374863624573
test epoch:48	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6656799912452698
Top-5 class_accuracy: 0.8776999711990356
test epoch:48	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6700400114059448
Top-5 class_accuracy: 0.881060004234314
test epoch:48	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6710599660873413
Top-5 class_accuracy: 0.8819400072097778
test epoch:48	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6712999939918518
Top-5 class_accuracy: 0.8819599747657776
Epoch:49	 lr:0.02000	 duration:703.993
 train_loss:1.99081	 train_loss_div:1.99081Train Top-1 class_accuracy: 0.652251660823822
Train Top-5 class_accuracy: 0.851869523525238
test epoch:49	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6686599850654602
Top-5 class_accuracy: 0.8774199485778809
test epoch:49	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6741999983787537
Top-5 class_accuracy: 0.8819800019264221
test epoch:49	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6755399703979492
Top-5 class_accuracy: 0.8826999664306641
test epoch:49	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.676099956035614
Top-5 class_accuracy: 0.8828399777412415
Epoch:50	 lr:0.02000	 duration:706.154
 train_loss:1.99332	 train_loss_div:1.99332Train Top-1 class_accuracy: 0.6507779955863953
Train Top-5 class_accuracy: 0.852559506893158
test epoch:50	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.667199969291687
Top-5 class_accuracy: 0.8776800036430359
test epoch:50	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6735599637031555
Top-5 class_accuracy: 0.8820199966430664
test epoch:50	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.675000011920929
Top-5 class_accuracy: 0.8823999762535095
test epoch:50	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6750199794769287
Top-5 class_accuracy: 0.8822000026702881
Epoch:51	 lr:0.02000	 duration:705.498
 train_loss:1.99369	 train_loss_div:1.99369Train Top-1 class_accuracy: 0.6517864465713501
Train Top-5 class_accuracy: 0.8528373837471008
test epoch:51	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6683200001716614
Top-5 class_accuracy: 0.8750399947166443
test epoch:51	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6739999651908875
Top-5 class_accuracy: 0.8788999915122986
test epoch:51	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6739999651908875
Top-5 class_accuracy: 0.8798199892044067
test epoch:51	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6742599606513977
Top-5 class_accuracy: 0.8800399899482727
Epoch:52	 lr:0.02000	 duration:703.095
 train_loss:1.98478	 train_loss_div:1.98478Train Top-1 class_accuracy: 0.6529760360717773
Train Top-5 class_accuracy: 0.853411853313446
test epoch:52	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6488800048828125
Top-5 class_accuracy: 0.8662199974060059
test epoch:52	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6556599736213684
Top-5 class_accuracy: 0.870419979095459
test epoch:52	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6573799848556519
Top-5 class_accuracy: 0.8717199563980103
test epoch:52	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6577000021934509
Top-5 class_accuracy: 0.8716399669647217
Epoch:53	 lr:0.02000	 duration:701.297
 train_loss:1.98834	 train_loss_div:1.98834Train Top-1 class_accuracy: 0.6533163189888
Train Top-5 class_accuracy: 0.8529965877532959
test epoch:53	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6682400107383728
Top-5 class_accuracy: 0.8781200051307678
test epoch:53	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6738799810409546
Top-5 class_accuracy: 0.8820199966430664
test epoch:53	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6759799718856812
Top-5 class_accuracy: 0.8829599618911743
test epoch:53	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.676360011100769
Top-5 class_accuracy: 0.8824999928474426
Epoch:54	 lr:0.02000	 duration:702.220
 train_loss:1.98803	 train_loss_div:1.98803Train Top-1 class_accuracy: 0.6529604196548462
Train Top-5 class_accuracy: 0.8529654145240784
test epoch:54	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6628599762916565
Top-5 class_accuracy: 0.8754000067710876
test epoch:54	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6693800091743469
Top-5 class_accuracy: 0.880840003490448
test epoch:54	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6712599992752075
Top-5 class_accuracy: 0.8820799589157104
test epoch:54	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6717399954795837
Top-5 class_accuracy: 0.8822599649429321
Epoch:55	 lr:0.02000	 duration:703.222
 train_loss:1.98339	 train_loss_div:1.98339Train Top-1 class_accuracy: 0.6536535024642944
Train Top-5 class_accuracy: 0.8537116050720215
test epoch:55	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6675599813461304
Top-5 class_accuracy: 0.8789599537849426
test epoch:55	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6741799712181091
Top-5 class_accuracy: 0.8828399777412415
test epoch:55	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6757799983024597
Top-5 class_accuracy: 0.8841599822044373
test epoch:55	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6761800050735474
Top-5 class_accuracy: 0.8840999603271484
Epoch:56	 lr:0.02000	 duration:701.877
 train_loss:1.98688	 train_loss_div:1.98688Train Top-1 class_accuracy: 0.6527637243270874
Train Top-5 class_accuracy: 0.8528686165809631
test epoch:56	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.669160008430481
Top-5 class_accuracy: 0.8793999552726746
test epoch:56	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6743800044059753
Top-5 class_accuracy: 0.882379949092865
test epoch:56	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.676859974861145
Top-5 class_accuracy: 0.8836599588394165
test epoch:56	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6769199967384338
Top-5 class_accuracy: 0.8839399814605713
Epoch:57	 lr:0.02000	 duration:703.838
 train_loss:1.97677	 train_loss_div:1.97677Train Top-1 class_accuracy: 0.654221773147583
Train Top-5 class_accuracy: 0.8541517853736877
test epoch:57	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6684399843215942
Top-5 class_accuracy: 0.8773999810218811
test epoch:57	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6745399832725525
Top-5 class_accuracy: 0.8811599612236023
test epoch:57	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6756599545478821
Top-5 class_accuracy: 0.882159948348999
test epoch:57	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6759999990463257
Top-5 class_accuracy: 0.8826599717140198
Epoch:58	 lr:0.02000	 duration:702.060
 train_loss:1.97920	 train_loss_div:1.97920Train Top-1 class_accuracy: 0.6538158655166626
Train Top-5 class_accuracy: 0.8540269136428833
test epoch:58	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6740999817848206
Top-5 class_accuracy: 0.8815799951553345
test epoch:58	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6785799860954285
Top-5 class_accuracy: 0.8851999640464783
test epoch:58	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6804800033569336
Top-5 class_accuracy: 0.8860399723052979
test epoch:58	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6809799671173096
Top-5 class_accuracy: 0.8857399821281433
Epoch:59	 lr:0.02000	 duration:708.051
 train_loss:1.97997	 train_loss_div:1.97997Train Top-1 class_accuracy: 0.6540812253952026
Train Top-5 class_accuracy: 0.8536085486412048
test epoch:59	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6710799932479858
Top-5 class_accuracy: 0.8789599537849426
test epoch:59	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6764400005340576
Top-5 class_accuracy: 0.8825599551200867
test epoch:59	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.677619993686676
Top-5 class_accuracy: 0.882860004901886
test epoch:59	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6779400110244751
Top-5 class_accuracy: 0.8829599618911743
Epoch:60	 lr:0.00200	 duration:702.132
 train_loss:1.74568	 train_loss_div:1.74568Train Top-1 class_accuracy: 0.6849780678749084
Train Top-5 class_accuracy: 0.87201988697052
test epoch:60	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7009999752044678
Top-5 class_accuracy: 0.8960399627685547
test epoch:60	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7074999809265137
Top-5 class_accuracy: 0.8999999761581421
test epoch:60	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.710159957408905
Top-5 class_accuracy: 0.9009400010108948
test epoch:60	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7100399732589722
Top-5 class_accuracy: 0.901199996471405
Epoch:61	 lr:0.00200	 duration:703.219
 train_loss:1.68789	 train_loss_div:1.68789Train Top-1 class_accuracy: 0.6938387155532837
Train Top-5 class_accuracy: 0.8774181008338928
test epoch:61	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7045599818229675
Top-5 class_accuracy: 0.8979799747467041
test epoch:61	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7108199596405029
Top-5 class_accuracy: 0.9015599489212036
test epoch:61	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7125799655914307
Top-5 class_accuracy: 0.9029600024223328
test epoch:61	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7128799557685852
Top-5 class_accuracy: 0.9032399654388428
Epoch:62	 lr:0.00200	 duration:706.109
 train_loss:1.67644	 train_loss_div:1.67644Train Top-1 class_accuracy: 0.6946754455566406
Train Top-5 class_accuracy: 0.8774586915969849
test epoch:62	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7056599855422974
Top-5 class_accuracy: 0.8986799716949463
test epoch:62	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7115399837493896
Top-5 class_accuracy: 0.9022199511528015
test epoch:62	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.713979959487915
Top-5 class_accuracy: 0.903719961643219
test epoch:62	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7145999670028687
Top-5 class_accuracy: 0.9043799638748169
Epoch:63	 lr:0.00200	 duration:701.187
 train_loss:1.65120	 train_loss_div:1.65120Train Top-1 class_accuracy: 0.6992743611335754
Train Top-5 class_accuracy: 0.8803123235702515
test epoch:63	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.707099974155426
Top-5 class_accuracy: 0.8999199867248535
test epoch:63	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7123399972915649
Top-5 class_accuracy: 0.903439998626709
test epoch:63	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7148999571800232
Top-5 class_accuracy: 0.9039799571037292
test epoch:63	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7155599594116211
Top-5 class_accuracy: 0.9042999744415283
Epoch:64	 lr:0.00200	 duration:701.664
 train_loss:1.64454	 train_loss_div:1.64454Train Top-1 class_accuracy: 0.70002681016922
Train Top-5 class_accuracy: 0.8807337880134583
test epoch:64	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7069399952888489
Top-5 class_accuracy: 0.8998199701309204
test epoch:64	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7124999761581421
Top-5 class_accuracy: 0.9035599827766418
test epoch:64	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7150599956512451
Top-5 class_accuracy: 0.9041599631309509
test epoch:64	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7149999737739563
Top-5 class_accuracy: 0.9050799608230591
Epoch:65	 lr:0.00200	 duration:700.451
 train_loss:1.64223	 train_loss_div:1.64223Train Top-1 class_accuracy: 0.7001579403877258
Train Top-5 class_accuracy: 0.8805433511734009
test epoch:65	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7094799876213074
Top-5 class_accuracy: 0.9006399512290955
test epoch:65	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7147600054740906
Top-5 class_accuracy: 0.90447998046875
test epoch:65	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7169399857521057
Top-5 class_accuracy: 0.9054399728775024
test epoch:65	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7174400091171265
Top-5 class_accuracy: 0.9056800007820129
Epoch:66	 lr:0.00200	 duration:701.064
 train_loss:1.63408	 train_loss_div:1.63408Train Top-1 class_accuracy: 0.70182204246521
Train Top-5 class_accuracy: 0.8822699189186096
test epoch:66	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7079600095748901
Top-5 class_accuracy: 0.8998000025749207
test epoch:66	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7141000032424927
Top-5 class_accuracy: 0.9039599895477295
test epoch:66	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7170199751853943
Top-5 class_accuracy: 0.9057199954986572
test epoch:66	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7170400023460388
Top-5 class_accuracy: 0.9060199856758118
Epoch:67	 lr:0.00200	 duration:706.105
 train_loss:1.62651	 train_loss_div:1.62651Train Top-1 class_accuracy: 0.7030459642410278
Train Top-5 class_accuracy: 0.8829505443572998
test epoch:67	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7089799642562866
Top-5 class_accuracy: 0.9011399745941162
test epoch:67	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7144799828529358
Top-5 class_accuracy: 0.9050399661064148
test epoch:67	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7160599827766418
Top-5 class_accuracy: 0.9059999585151672
test epoch:67	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7165600061416626
Top-5 class_accuracy: 0.9067399501800537
Epoch:68	 lr:0.00200	 duration:701.575
 train_loss:1.62102	 train_loss_div:1.62102Train Top-1 class_accuracy: 0.7041074633598328
Train Top-5 class_accuracy: 0.8827663064002991
test epoch:68	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7094199657440186
Top-5 class_accuracy: 0.9007799625396729
test epoch:68	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7150999903678894
Top-5 class_accuracy: 0.9051599502563477
test epoch:68	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7174199819564819
Top-5 class_accuracy: 0.9058799743652344
test epoch:68	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7174999713897705
Top-5 class_accuracy: 0.9061799645423889
Epoch:69	 lr:0.00200	 duration:700.265
 train_loss:1.62195	 train_loss_div:1.62195Train Top-1 class_accuracy: 0.7044665217399597
Train Top-5 class_accuracy: 0.881942093372345
test epoch:69	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7114199995994568
Top-5 class_accuracy: 0.9019799828529358
test epoch:69	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.716759979724884
Top-5 class_accuracy: 0.9058600068092346
test epoch:69	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7187399864196777
Top-5 class_accuracy: 0.9067999720573425
test epoch:69	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7192999720573425
Top-5 class_accuracy: 0.9073599576950073
Epoch:70	 lr:0.00200	 duration:701.258
 train_loss:1.61493	 train_loss_div:1.61493Train Top-1 class_accuracy: 0.705734133720398
Train Top-5 class_accuracy: 0.8836592435836792
test epoch:70	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7120800018310547
Top-5 class_accuracy: 0.9020799994468689
test epoch:70	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7170599699020386
Top-5 class_accuracy: 0.9057199954986572
test epoch:70	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7191199660301208
Top-5 class_accuracy: 0.9064799547195435
test epoch:70	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7191399931907654
Top-5 class_accuracy: 0.9068599939346313
Epoch:71	 lr:0.00200	 duration:706.085
 train_loss:1.61164	 train_loss_div:1.61164Train Top-1 class_accuracy: 0.7049223780632019
Train Top-5 class_accuracy: 0.8842180967330933
test epoch:71	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7111799716949463
Top-5 class_accuracy: 0.9017599821090698
test epoch:71	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7169199585914612
Top-5 class_accuracy: 0.906499981880188
test epoch:71	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7189599871635437
Top-5 class_accuracy: 0.9076799750328064
test epoch:71	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.718779981136322
Top-5 class_accuracy: 0.9084599614143372
Epoch:72	 lr:0.00200	 duration:700.636
 train_loss:1.60741	 train_loss_div:1.60741Train Top-1 class_accuracy: 0.7063273191452026
Train Top-5 class_accuracy: 0.8849424719810486
test epoch:72	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.710159957408905
Top-5 class_accuracy: 0.9013399481773376
test epoch:72	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7165600061416626
Top-5 class_accuracy: 0.9054799675941467
test epoch:72	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7190799713134766
Top-5 class_accuracy: 0.9072399735450745
test epoch:72	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7192400097846985
Top-5 class_accuracy: 0.9078399538993835
Epoch:73	 lr:0.00200	 duration:703.241
 train_loss:1.60079	 train_loss_div:1.60079Train Top-1 class_accuracy: 0.7080913186073303
Train Top-5 class_accuracy: 0.8857073783874512
test epoch:73	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.711899995803833
Top-5 class_accuracy: 0.9023399949073792
test epoch:73	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7174400091171265
Top-5 class_accuracy: 0.9060399532318115
test epoch:73	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7195199728012085
Top-5 class_accuracy: 0.9079200029373169
test epoch:73	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7199199795722961
Top-5 class_accuracy: 0.9081400036811829
Epoch:74	 lr:0.00200	 duration:707.321
 train_loss:1.60013	 train_loss_div:1.60013Train Top-1 class_accuracy: 0.708128809928894
Train Top-5 class_accuracy: 0.88521409034729
test epoch:74	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7118799686431885
Top-5 class_accuracy: 0.901699960231781
test epoch:74	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7169599533081055
Top-5 class_accuracy: 0.9054999947547913
test epoch:74	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7176199555397034
Top-5 class_accuracy: 0.9073399901390076
test epoch:74	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7187199592590332
Top-5 class_accuracy: 0.9080199599266052
Epoch:75	 lr:0.00200	 duration:718.180
 train_loss:1.59551	 train_loss_div:1.59551Train Top-1 class_accuracy: 0.7090873122215271
Train Top-5 class_accuracy: 0.8855918645858765
test epoch:75	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7136399745941162
Top-5 class_accuracy: 0.9017199873924255
test epoch:75	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7181999683380127
Top-5 class_accuracy: 0.9054999947547913
test epoch:75	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7201799750328064
Top-5 class_accuracy: 0.9069799780845642
test epoch:75	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7202999591827393
Top-5 class_accuracy: 0.9072999954223633
Epoch:76	 lr:0.00200	 duration:712.547
 train_loss:1.59528	 train_loss_div:1.59528Train Top-1 class_accuracy: 0.7090997695922852
Train Top-5 class_accuracy: 0.8855918645858765
test epoch:76	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7123599648475647
Top-5 class_accuracy: 0.9023199677467346
test epoch:76	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.718559980392456
Top-5 class_accuracy: 0.9058600068092346
test epoch:76	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7205199599266052
Top-5 class_accuracy: 0.9071799516677856
test epoch:76	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7208399772644043
Top-5 class_accuracy: 0.9075999855995178
Epoch:77	 lr:0.00200	 duration:708.027
 train_loss:1.58970	 train_loss_div:1.58970Train Top-1 class_accuracy: 0.7101832032203674
Train Top-5 class_accuracy: 0.8868750929832458
test epoch:77	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.712939977645874
Top-5 class_accuracy: 0.9031599760055542
test epoch:77	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7196999788284302
Top-5 class_accuracy: 0.9064399600028992
test epoch:77	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7212399840354919
Top-5 class_accuracy: 0.9078799486160278
test epoch:77	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.721560001373291
Top-5 class_accuracy: 0.9081199765205383
Epoch:78	 lr:0.00200	 duration:705.813
 train_loss:1.59733	 train_loss_div:1.59733Train Top-1 class_accuracy: 0.708565890789032
Train Top-5 class_accuracy: 0.8854295015335083
test epoch:78	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7140399813652039
Top-5 class_accuracy: 0.9023999571800232
test epoch:78	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.719980001449585
Top-5 class_accuracy: 0.9063199758529663
test epoch:78	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7215999960899353
Top-5 class_accuracy: 0.9083399772644043
test epoch:78	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7219799757003784
Top-5 class_accuracy: 0.9084999561309814
Epoch:79	 lr:0.00200	 duration:703.446
 train_loss:1.59022	 train_loss_div:1.59022Train Top-1 class_accuracy: 0.7107545137405396
Train Top-5 class_accuracy: 0.8867533206939697
test epoch:79	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.713379979133606
Top-5 class_accuracy: 0.9027799963951111
test epoch:79	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7182199954986572
Top-5 class_accuracy: 0.907039999961853
test epoch:79	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7203399538993835
Top-5 class_accuracy: 0.9082399606704712
test epoch:79	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7214599847793579
Top-5 class_accuracy: 0.9084999561309814
Epoch:80	 lr:0.00200	 duration:707.794
 train_loss:1.58164	 train_loss_div:1.58164Train Top-1 class_accuracy: 0.7116880416870117
Train Top-5 class_accuracy: 0.8872809410095215
test epoch:80	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7139999866485596
Top-5 class_accuracy: 0.903219997882843
test epoch:80	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7195000052452087
Top-5 class_accuracy: 0.907319962978363
test epoch:80	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.722059965133667
Top-5 class_accuracy: 0.9083199501037598
test epoch:80	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7223399877548218
Top-5 class_accuracy: 0.9083799719810486
Epoch:81	 lr:0.00200	 duration:721.320
 train_loss:1.58408	 train_loss_div:1.58408Train Top-1 class_accuracy: 0.7114039659500122
Train Top-5 class_accuracy: 0.886784553527832
test epoch:81	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7137399911880493
Top-5 class_accuracy: 0.9024399518966675
test epoch:81	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7200999855995178
Top-5 class_accuracy: 0.9072999954223633
test epoch:81	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7218799591064453
Top-5 class_accuracy: 0.9082799553871155
test epoch:81	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7223199605941772
Top-5 class_accuracy: 0.9085599780082703
Epoch:82	 lr:0.00200	 duration:705.364
 train_loss:1.58593	 train_loss_div:1.58593Train Top-1 class_accuracy: 0.7104860544204712
Train Top-5 class_accuracy: 0.8866783976554871
test epoch:82	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7150999903678894
Top-5 class_accuracy: 0.9026199579238892
test epoch:82	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7211599946022034
Top-5 class_accuracy: 0.9068799614906311
test epoch:82	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7234999537467957
Top-5 class_accuracy: 0.9084399938583374
test epoch:82	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7229999899864197
Top-5 class_accuracy: 0.9085999727249146
Epoch:83	 lr:0.00200	 duration:703.907
 train_loss:1.58429	 train_loss_div:1.58429Train Top-1 class_accuracy: 0.7122281789779663
Train Top-5 class_accuracy: 0.886890709400177
test epoch:83	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7120400071144104
Top-5 class_accuracy: 0.901699960231781
test epoch:83	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7186200022697449
Top-5 class_accuracy: 0.9059000015258789
test epoch:83	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7207199931144714
Top-5 class_accuracy: 0.9077999591827393
test epoch:83	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7206000089645386
Top-5 class_accuracy: 0.9077399969100952
Epoch:84	 lr:0.00200	 duration:704.016
 train_loss:1.57927	 train_loss_div:1.57927Train Top-1 class_accuracy: 0.7134426832199097
Train Top-5 class_accuracy: 0.8874963521957397
test epoch:84	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7132799625396729
Top-5 class_accuracy: 0.9025799632072449
test epoch:84	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7188799977302551
Top-5 class_accuracy: 0.9062999486923218
test epoch:84	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7211599946022034
Top-5 class_accuracy: 0.9074599742889404
test epoch:84	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.721839964389801
Top-5 class_accuracy: 0.9076599478721619
Epoch:85	 lr:0.00200	 duration:708.045
 train_loss:1.57330	 train_loss_div:1.57330Train Top-1 class_accuracy: 0.7135863304138184
Train Top-5 class_accuracy: 0.8875369429588318
test epoch:85	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7148399949073792
Top-5 class_accuracy: 0.9027999639511108
test epoch:85	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7206000089645386
Top-5 class_accuracy: 0.907260000705719
test epoch:85	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7224999666213989
Top-5 class_accuracy: 0.9084999561309814
test epoch:85	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.722599983215332
Top-5 class_accuracy: 0.9085800051689148
Epoch:86	 lr:0.00200	 duration:705.630
 train_loss:1.57821	 train_loss_div:1.57821Train Top-1 class_accuracy: 0.713436484336853
Train Top-5 class_accuracy: 0.8876274824142456
test epoch:86	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7139999866485596
Top-5 class_accuracy: 0.9026599526405334
test epoch:86	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7201399803161621
Top-5 class_accuracy: 0.9071799516677856
test epoch:86	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7218999862670898
Top-5 class_accuracy: 0.9086399674415588
test epoch:86	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7227999567985535
Top-5 class_accuracy: 0.9087399840354919
Epoch:87	 lr:0.00200	 duration:706.633
 train_loss:1.56914	 train_loss_div:1.56914Train Top-1 class_accuracy: 0.7145135998725891
Train Top-5 class_accuracy: 0.8894477486610413
test epoch:87	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.71697998046875
Top-5 class_accuracy: 0.903499960899353
test epoch:87	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7220799922943115
Top-5 class_accuracy: 0.9071599841117859
test epoch:87	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7237600088119507
Top-5 class_accuracy: 0.9087399840354919
test epoch:87	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7240200042724609
Top-5 class_accuracy: 0.9089199900627136
Epoch:88	 lr:0.00200	 duration:708.376
 train_loss:1.57266	 train_loss_div:1.57266Train Top-1 class_accuracy: 0.7144417762756348
Train Top-5 class_accuracy: 0.8881551623344421
test epoch:88	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7130999565124512
Top-5 class_accuracy: 0.9027400016784668
test epoch:88	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.719760000705719
Top-5 class_accuracy: 0.9069399833679199
test epoch:88	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7216799855232239
Top-5 class_accuracy: 0.9075199961662292
test epoch:88	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7217999696731567
Top-5 class_accuracy: 0.9077000021934509
Epoch:89	 lr:0.00200	 duration:708.425
 train_loss:1.57507	 train_loss_div:1.57507Train Top-1 class_accuracy: 0.7134177088737488
Train Top-5 class_accuracy: 0.8882706761360168
test epoch:89	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7134400010108948
Top-5 class_accuracy: 0.9023000001907349
test epoch:89	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7199199795722961
Top-5 class_accuracy: 0.9061999917030334
test epoch:89	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7216599583625793
Top-5 class_accuracy: 0.9076799750328064
test epoch:89	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7212399840354919
Top-5 class_accuracy: 0.9084999561309814
Epoch:90	 lr:0.00020	 duration:707.531
 train_loss:1.54608	 train_loss_div:1.54608Train Top-1 class_accuracy: 0.7181165814399719
Train Top-5 class_accuracy: 0.8897849321365356
test epoch:90	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7173799872398376
Top-5 class_accuracy: 0.9041199684143066
test epoch:90	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7231599688529968
Top-5 class_accuracy: 0.9083999991416931
test epoch:90	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7252599596977234
Top-5 class_accuracy: 0.9099599719047546
test epoch:90	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7252799868583679
Top-5 class_accuracy: 0.9106000065803528
Epoch:91	 lr:0.00020	 duration:706.991
 train_loss:1.53200	 train_loss_div:1.53200Train Top-1 class_accuracy: 0.720180332660675
Train Top-5 class_accuracy: 0.8917206525802612
test epoch:91	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7171399593353271
Top-5 class_accuracy: 0.9044999480247498
test epoch:91	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7230199575424194
Top-5 class_accuracy: 0.9093199968338013
test epoch:91	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7249400019645691
Top-5 class_accuracy: 0.9099599719047546
test epoch:91	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7254399657249451
Top-5 class_accuracy: 0.9105599522590637
Epoch:92	 lr:0.00020	 duration:707.428
 train_loss:1.53287	 train_loss_div:1.53287Train Top-1 class_accuracy: 0.7196932435035706
Train Top-5 class_accuracy: 0.8916301131248474
test epoch:92	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7177000045776367
Top-5 class_accuracy: 0.9045799970626831
test epoch:92	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7231000065803528
Top-5 class_accuracy: 0.9088199734687805
test epoch:92	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7252799868583679
Top-5 class_accuracy: 0.9102199673652649
test epoch:92	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7250199913978577
Top-5 class_accuracy: 0.9103800058364868
Epoch:93	 lr:0.00020	 duration:710.681
 train_loss:1.53281	 train_loss_div:1.53281Train Top-1 class_accuracy: 0.7195590138435364
Train Top-5 class_accuracy: 0.8915676474571228
test epoch:93	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7181400060653687
Top-5 class_accuracy: 0.9039599895477295
test epoch:93	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7240599989891052
Top-5 class_accuracy: 0.9093599915504456
test epoch:93	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7259799838066101
Top-5 class_accuracy: 0.9102599620819092
test epoch:93	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7262399792671204
Top-5 class_accuracy: 0.9106000065803528
Epoch:94	 lr:0.00020	 duration:709.319
 train_loss:1.52893	 train_loss_div:1.52893Train Top-1 class_accuracy: 0.7211981415748596
Train Top-5 class_accuracy: 0.8918798565864563
test epoch:94	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7182799577713013
Top-5 class_accuracy: 0.904259979724884
test epoch:94	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7244600057601929
Top-5 class_accuracy: 0.9088599681854248
test epoch:94	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7257599830627441
Top-5 class_accuracy: 0.9097599983215332
test epoch:94	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7262399792671204
Top-5 class_accuracy: 0.9108399748802185
Epoch:95	 lr:0.00020	 duration:709.992
 train_loss:1.53220	 train_loss_div:1.53220Train Top-1 class_accuracy: 0.7197275757789612
Train Top-5 class_accuracy: 0.8907996416091919
test epoch:95	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7188000082969666
Top-5 class_accuracy: 0.9045799970626831
test epoch:95	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7242599725723267
Top-5 class_accuracy: 0.9092599749565125
test epoch:95	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7257199883460999
Top-5 class_accuracy: 0.9105799794197083
test epoch:95	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7265999913215637
Top-5 class_accuracy: 0.9111199975013733
Epoch:96	 lr:0.00020	 duration:707.718
 train_loss:1.52640	 train_loss_div:1.52640Train Top-1 class_accuracy: 0.721494734287262
Train Top-5 class_accuracy: 0.8925667405128479
test epoch:96	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7185199856758118
Top-5 class_accuracy: 0.9043399691581726
test epoch:96	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7250999808311462
Top-5 class_accuracy: 0.908840000629425
test epoch:96	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7261999845504761
Top-5 class_accuracy: 0.9103399515151978
test epoch:96	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7264800071716309
Top-5 class_accuracy: 0.9109199643135071
Epoch:97	 lr:0.00020	 duration:715.629
 train_loss:1.52957	 train_loss_div:1.52957Train Top-1 class_accuracy: 0.7204675674438477
Train Top-5 class_accuracy: 0.8915020823478699
test epoch:97	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7184399962425232
Top-5 class_accuracy: 0.9049999713897705
test epoch:97	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7249000072479248
Top-5 class_accuracy: 0.9096199870109558
test epoch:97	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7261599898338318
Top-5 class_accuracy: 0.9107799530029297
test epoch:97	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7263199687004089
Top-5 class_accuracy: 0.9113399982452393
Epoch:98	 lr:0.00020	 duration:712.588
 train_loss:1.52853	 train_loss_div:1.52853Train Top-1 class_accuracy: 0.7210045456886292
Train Top-5 class_accuracy: 0.8918830156326294
test epoch:98	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7173799872398376
Top-5 class_accuracy: 0.9042399525642395
test epoch:98	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7240200042724609
Top-5 class_accuracy: 0.9082399606704712
test epoch:98	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7254399657249451
Top-5 class_accuracy: 0.9092999696731567
test epoch:98	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7254199981689453
Top-5 class_accuracy: 0.9098799824714661
Epoch:99	 lr:0.00020	 duration:707.969
 train_loss:1.52838	 train_loss_div:1.52838Train Top-1 class_accuracy: 0.7214760184288025
Train Top-5 class_accuracy: 0.8921046853065491
test epoch:99	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7182799577713013
Top-5 class_accuracy: 0.905019998550415
test epoch:99	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7246800065040588
Top-5 class_accuracy: 0.9096399545669556
test epoch:99	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.726639986038208
Top-5 class_accuracy: 0.9104599952697754
best_accuracy: 0.0 
best_accuracy: 0.0 
test epoch:99	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7272599935531616
Top-5 class_accuracy: 0.9111799597740173
best_accuracy: 0.0 
best_accuracy: 0.9113399982452393 
