Epoch:0	 lr:0.20000	 duration:682.578
 train_loss:4.69392	 train_loss_div:4.69392Train Top-1 class_accuracy: 0.14187054336071014
Train Top-5 class_accuracy: 0.3097704350948334
test epoch:0	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.25878000259399414
Top-5 class_accuracy: 0.5029599666595459
test epoch:0	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2586999833583832
Top-5 class_accuracy: 0.5034199953079224
test epoch:0	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2584199905395508
Top-5 class_accuracy: 0.5034599900245667
test epoch:0	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2582799792289734
Top-5 class_accuracy: 0.5033999681472778
Epoch:1	 lr:0.20000	 duration:681.034
 train_loss:3.75434	 train_loss_div:3.75434Train Top-1 class_accuracy: 0.30525583028793335
Train Top-5 class_accuracy: 0.548852264881134
test epoch:1	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3542400002479553
Top-5 class_accuracy: 0.6185399889945984
test epoch:1	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3545199930667877
Top-5 class_accuracy: 0.6186800003051758
test epoch:1	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.35461997985839844
Top-5 class_accuracy: 0.6186800003051758
test epoch:1	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3547399938106537
Top-5 class_accuracy: 0.6189199686050415
Epoch:2	 lr:0.20000	 duration:743.546
 train_loss:3.58177	 train_loss_div:3.58177Train Top-1 class_accuracy: 0.374433308839798
Train Top-5 class_accuracy: 0.6243177652359009
test epoch:2	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4009999930858612
Top-5 class_accuracy: 0.6678999662399292
test epoch:2	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4004199802875519
Top-5 class_accuracy: 0.6682999730110168
test epoch:2	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.40067997574806213
Top-5 class_accuracy: 0.6685799956321716
test epoch:2	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.40067997574806213
Top-5 class_accuracy: 0.6683599948883057
Epoch:3	 lr:0.20000	 duration:807.813
 train_loss:3.58600	 train_loss_div:3.58600Train Top-1 class_accuracy: 0.4085053503513336
Train Top-5 class_accuracy: 0.6607813835144043
test epoch:3	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.43243998289108276
Top-5 class_accuracy: 0.701200008392334
test epoch:3	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4325200021266937
Top-5 class_accuracy: 0.7011599540710449
test epoch:3	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.43253999948501587
Top-5 class_accuracy: 0.700939953327179
test epoch:3	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.43253999948501587
Top-5 class_accuracy: 0.7008399963378906
Epoch:4	 lr:0.20000	 duration:710.190
 train_loss:3.64341	 train_loss_div:3.64341Train Top-1 class_accuracy: 0.431999534368515
Train Top-5 class_accuracy: 0.6826364398002625
test epoch:4	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46299999952316284
Top-5 class_accuracy: 0.7272199988365173
test epoch:4	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4634999930858612
Top-5 class_accuracy: 0.7274199724197388
test epoch:4	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4633999764919281
Top-5 class_accuracy: 0.7277999520301819
test epoch:4	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4632599949836731
Top-5 class_accuracy: 0.7276600003242493
Epoch:5	 lr:0.20000	 duration:718.241
 train_loss:3.74186	 train_loss_div:3.74186Train Top-1 class_accuracy: 0.4483252763748169
Train Top-5 class_accuracy: 0.6963707804679871
test epoch:5	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4723599851131439
Top-5 class_accuracy: 0.7323200106620789
test epoch:5	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47251999378204346
Top-5 class_accuracy: 0.7324399948120117
test epoch:5	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47247999906539917
Top-5 class_accuracy: 0.732479989528656
test epoch:5	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47247999906539917
Top-5 class_accuracy: 0.7325399518013
Epoch:6	 lr:0.20000	 duration:976.543
 train_loss:3.61374	 train_loss_div:3.61374Train Top-1 class_accuracy: 0.4591747224330902
Train Top-5 class_accuracy: 0.7073014378547668
test epoch:6	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46827998757362366
Top-5 class_accuracy: 0.7271599769592285
test epoch:6	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46835997700691223
Top-5 class_accuracy: 0.7274199724197388
test epoch:6	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46835997700691223
Top-5 class_accuracy: 0.7275399565696716
test epoch:6	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4682999849319458
Top-5 class_accuracy: 0.7274199724197388
Epoch:7	 lr:0.20000	 duration:975.596
 train_loss:3.52701	 train_loss_div:3.52701Train Top-1 class_accuracy: 0.4702302813529968
Train Top-5 class_accuracy: 0.7160278558731079
test epoch:7	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48306000232696533
Top-5 class_accuracy: 0.7476800084114075
test epoch:7	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4830999970436096
Top-5 class_accuracy: 0.7479400038719177
test epoch:7	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48319998383522034
Top-5 class_accuracy: 0.7479199767112732
test epoch:7	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48343998193740845
Top-5 class_accuracy: 0.7479000091552734
Epoch:8	 lr:0.20000	 duration:932.867
 train_loss:3.48004	 train_loss_div:3.48004Train Top-1 class_accuracy: 0.4746262729167938
Train Top-5 class_accuracy: 0.7197837829589844
test epoch:8	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.492499977350235
Top-5 class_accuracy: 0.7504400014877319
test epoch:8	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49285998940467834
Top-5 class_accuracy: 0.7509199976921082
test epoch:8	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49300000071525574
Top-5 class_accuracy: 0.7510199546813965
test epoch:8	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4928399920463562
Top-5 class_accuracy: 0.7509599924087524
Epoch:9	 lr:0.20000	 duration:942.895
 train_loss:3.43615	 train_loss_div:3.43615Train Top-1 class_accuracy: 0.4789910316467285
Train Top-5 class_accuracy: 0.7247698903083801
test epoch:9	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4908999800682068
Top-5 class_accuracy: 0.7532199621200562
test epoch:9	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49125999212265015
Top-5 class_accuracy: 0.7533199787139893
test epoch:9	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49157997965812683
Top-5 class_accuracy: 0.7532399892807007
test epoch:9	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4915599822998047
Top-5 class_accuracy: 0.7532199621200562
Epoch:10	 lr:0.20000	 duration:1089.173
 train_loss:3.41255	 train_loss_div:3.41255Train Top-1 class_accuracy: 0.48250657320022583
Train Top-5 class_accuracy: 0.7259812951087952
test epoch:10	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5037999749183655
Top-5 class_accuracy: 0.7591800093650818
test epoch:10	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5040799975395203
Top-5 class_accuracy: 0.7593599557876587
test epoch:10	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5039399862289429
Top-5 class_accuracy: 0.759440004825592
test epoch:10	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.50382000207901
Top-5 class_accuracy: 0.7593799829483032
Epoch:11	 lr:0.20000	 duration:1036.906
 train_loss:3.37776	 train_loss_div:3.37776Train Top-1 class_accuracy: 0.4862406551837921
Train Top-5 class_accuracy: 0.7312576770782471
test epoch:11	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5009199976921082
Top-5 class_accuracy: 0.7595199942588806
test epoch:11	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5010799765586853
Top-5 class_accuracy: 0.7594599723815918
test epoch:11	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5012800097465515
Top-5 class_accuracy: 0.7595799565315247
test epoch:11	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5013799667358398
Top-5 class_accuracy: 0.7594799995422363
Epoch:12	 lr:0.20000	 duration:1071.475
 train_loss:3.36349	 train_loss_div:3.36349Train Top-1 class_accuracy: 0.4859783947467804
Train Top-5 class_accuracy: 0.730433464050293
test epoch:12	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48965999484062195
Top-5 class_accuracy: 0.7518199682235718
test epoch:12	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4897199869155884
Top-5 class_accuracy: 0.7516799569129944
test epoch:12	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4899999797344208
Top-5 class_accuracy: 0.7515999674797058
test epoch:12	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4899599850177765
Top-5 class_accuracy: 0.7517600059509277
Epoch:13	 lr:0.20000	 duration:865.222
 train_loss:3.34138	 train_loss_div:3.34138Train Top-1 class_accuracy: 0.48945334553718567
Train Top-5 class_accuracy: 0.7332621216773987
test epoch:13	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5093600153923035
Top-5 class_accuracy: 0.7683799862861633
test epoch:13	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5090799927711487
Top-5 class_accuracy: 0.7685999870300293
test epoch:13	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5090199708938599
Top-5 class_accuracy: 0.768779993057251
test epoch:13	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.509119987487793
Top-5 class_accuracy: 0.7687399983406067
Epoch:14	 lr:0.20000	 duration:777.631
 train_loss:3.32151	 train_loss_div:3.32151Train Top-1 class_accuracy: 0.49079588055610657
Train Top-5 class_accuracy: 0.7343642711639404
test epoch:14	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4878399968147278
Top-5 class_accuracy: 0.7480799555778503
test epoch:14	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48791998624801636
Top-5 class_accuracy: 0.7484599947929382
test epoch:14	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48805999755859375
Top-5 class_accuracy: 0.7483800053596497
test epoch:14	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4879799783229828
Top-5 class_accuracy: 0.7482199668884277
Epoch:15	 lr:0.20000	 duration:718.335
 train_loss:3.31157	 train_loss_div:3.31157Train Top-1 class_accuracy: 0.49193233251571655
Train Top-5 class_accuracy: 0.7352415919303894
test epoch:15	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4794999957084656
Top-5 class_accuracy: 0.7420399785041809
test epoch:15	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47985997796058655
Top-5 class_accuracy: 0.74235999584198
test epoch:15	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47999998927116394
Top-5 class_accuracy: 0.7424399852752686
test epoch:15	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4800399839878082
Top-5 class_accuracy: 0.7423399686813354
Epoch:16	 lr:0.20000	 duration:802.409
 train_loss:3.29747	 train_loss_div:3.29747Train Top-1 class_accuracy: 0.4933435618877411
Train Top-5 class_accuracy: 0.7364435791969299
test epoch:16	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5160799622535706
Top-5 class_accuracy: 0.7717399597167969
test epoch:16	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5159400105476379
Top-5 class_accuracy: 0.7714399695396423
test epoch:16	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5159599781036377
Top-5 class_accuracy: 0.7715199589729309
test epoch:16	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5158399939537048
Top-5 class_accuracy: 0.771399974822998
Epoch:17	 lr:0.20000	 duration:765.369
 train_loss:3.28665	 train_loss_div:3.28665Train Top-1 class_accuracy: 0.49510133266448975
Train Top-5 class_accuracy: 0.7372397184371948
test epoch:17	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4971599876880646
Top-5 class_accuracy: 0.754859983921051
test epoch:17	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4974999725818634
Top-5 class_accuracy: 0.7542999982833862
test epoch:17	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.497439980506897
Top-5 class_accuracy: 0.7544599771499634
test epoch:17	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49757999181747437
Top-5 class_accuracy: 0.7544999718666077
Epoch:18	 lr:0.20000	 duration:808.660
 train_loss:3.26572	 train_loss_div:3.26572Train Top-1 class_accuracy: 0.4966030716896057
Train Top-5 class_accuracy: 0.7398092746734619
test epoch:18	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5179799795150757
Top-5 class_accuracy: 0.7724799513816833
test epoch:18	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5181399583816528
Top-5 class_accuracy: 0.7724799513816833
test epoch:18	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.518339991569519
Top-5 class_accuracy: 0.7724799513816833
test epoch:18	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5184599757194519
Top-5 class_accuracy: 0.7723999619483948
Epoch:19	 lr:0.20000	 duration:766.289
 train_loss:3.26398	 train_loss_div:3.26398Train Top-1 class_accuracy: 0.4967716932296753
Train Top-5 class_accuracy: 0.7396594285964966
test epoch:19	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5096399784088135
Top-5 class_accuracy: 0.7625600099563599
test epoch:19	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5097000002861023
Top-5 class_accuracy: 0.7631799578666687
test epoch:19	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.509880006313324
Top-5 class_accuracy: 0.7630199790000916
test epoch:19	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5099200010299683
Top-5 class_accuracy: 0.7629199624061584
Epoch:20	 lr:0.20000	 duration:789.033
 train_loss:3.25541	 train_loss_div:3.25541Train Top-1 class_accuracy: 0.498463898897171
Train Top-5 class_accuracy: 0.740767776966095
test epoch:20	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5100199580192566
Top-5 class_accuracy: 0.7655199766159058
test epoch:20	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5105000138282776
Top-5 class_accuracy: 0.7653999924659729
test epoch:20	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5104599595069885
Top-5 class_accuracy: 0.7656399607658386
test epoch:20	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5106199979782104
Top-5 class_accuracy: 0.7656799554824829
Epoch:21	 lr:0.20000	 duration:797.688
 train_loss:3.24615	 train_loss_div:3.24615Train Top-1 class_accuracy: 0.4978488087654114
Train Top-5 class_accuracy: 0.7412673234939575
test epoch:21	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5199999809265137
Top-5 class_accuracy: 0.7777199745178223
test epoch:21	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5203199982643127
Top-5 class_accuracy: 0.7777599692344666
test epoch:21	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5205000042915344
Top-5 class_accuracy: 0.7776399850845337
test epoch:21	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5202999711036682
Top-5 class_accuracy: 0.777679979801178
Epoch:22	 lr:0.20000	 duration:784.199
 train_loss:3.24663	 train_loss_div:3.24663Train Top-1 class_accuracy: 0.49869805574417114
Train Top-5 class_accuracy: 0.7406023144721985
test epoch:22	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5051800012588501
Top-5 class_accuracy: 0.7628799676895142
test epoch:22	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5053399801254272
Top-5 class_accuracy: 0.762999951839447
test epoch:22	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5051599740982056
Top-5 class_accuracy: 0.762939989566803
test epoch:22	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5052199959754944
Top-5 class_accuracy: 0.7630400061607361
Epoch:23	 lr:0.20000	 duration:771.562
 train_loss:3.23564	 train_loss_div:3.23564Train Top-1 class_accuracy: 0.50026535987854
Train Top-5 class_accuracy: 0.7429189085960388
test epoch:23	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5142599940299988
Top-5 class_accuracy: 0.7668799757957458
test epoch:23	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5145599842071533
Top-5 class_accuracy: 0.7668799757957458
test epoch:23	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5145400166511536
Top-5 class_accuracy: 0.7669599652290344
test epoch:23	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.514739990234375
Top-5 class_accuracy: 0.7669000029563904
Epoch:24	 lr:0.20000	 duration:787.446
 train_loss:3.22839	 train_loss_div:3.22839Train Top-1 class_accuracy: 0.5010021924972534
Train Top-5 class_accuracy: 0.7427284717559814
test epoch:24	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5185399651527405
Top-5 class_accuracy: 0.7724999785423279
test epoch:24	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5187399983406067
Top-5 class_accuracy: 0.7729600071907043
test epoch:24	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5188999772071838
Top-5 class_accuracy: 0.7731199860572815
test epoch:24	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5189999938011169
Top-5 class_accuracy: 0.7731800079345703
Epoch:25	 lr:0.20000	 duration:769.684
 train_loss:3.22956	 train_loss_div:3.22956Train Top-1 class_accuracy: 0.5003059506416321
Train Top-5 class_accuracy: 0.7423288226127625
test epoch:25	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5053399801254272
Top-5 class_accuracy: 0.7679199576377869
test epoch:25	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5065599679946899
Top-5 class_accuracy: 0.7686600089073181
test epoch:25	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5065000057220459
Top-5 class_accuracy: 0.7687199711799622
test epoch:25	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5062999725341797
Top-5 class_accuracy: 0.7690399885177612
Epoch:26	 lr:0.20000	 duration:750.953
 train_loss:3.21749	 train_loss_div:3.21749Train Top-1 class_accuracy: 0.5026382207870483
Train Top-5 class_accuracy: 0.7449670433998108
test epoch:26	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5074999928474426
Top-5 class_accuracy: 0.7613799571990967
test epoch:26	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5083799958229065
Top-5 class_accuracy: 0.7622199654579163
test epoch:26	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5084800124168396
Top-5 class_accuracy: 0.7626199722290039
test epoch:26	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5085200071334839
Top-5 class_accuracy: 0.7627999782562256
Epoch:27	 lr:0.20000	 duration:781.663
 train_loss:3.21092	 train_loss_div:3.21092Train Top-1 class_accuracy: 0.5030316114425659
Train Top-5 class_accuracy: 0.7437681555747986
test epoch:27	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5027799606323242
Top-5 class_accuracy: 0.7609800100326538
test epoch:27	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5035799741744995
Top-5 class_accuracy: 0.7614799737930298
test epoch:27	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5034799575805664
Top-5 class_accuracy: 0.7612999677658081
test epoch:27	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5033599734306335
Top-5 class_accuracy: 0.7613999843597412
Epoch:28	 lr:0.20000	 duration:812.887
 train_loss:3.20674	 train_loss_div:3.20674Train Top-1 class_accuracy: 0.5034593343734741
Train Top-5 class_accuracy: 0.7451606392860413
test epoch:28	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5059999823570251
Top-5 class_accuracy: 0.7646200060844421
test epoch:28	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5068199634552002
Top-5 class_accuracy: 0.7645599842071533
test epoch:28	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5069400072097778
Top-5 class_accuracy: 0.7646999955177307
test epoch:28	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5071200132369995
Top-5 class_accuracy: 0.7646999955177307
Epoch:29	 lr:0.20000	 duration:781.843
 train_loss:3.20686	 train_loss_div:3.20686Train Top-1 class_accuracy: 0.5033219456672668
Train Top-5 class_accuracy: 0.7440585494041443
test epoch:29	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49417999386787415
Top-5 class_accuracy: 0.7547999620437622
test epoch:29	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4944799840450287
Top-5 class_accuracy: 0.7548399567604065
test epoch:29	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4946199953556061
Top-5 class_accuracy: 0.7550599575042725
test epoch:29	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49465999007225037
Top-5 class_accuracy: 0.754859983921051
Epoch:30	 lr:0.02000	 duration:774.527
 train_loss:2.42032	 train_loss_div:2.42032Train Top-1 class_accuracy: 0.5938456058502197
Train Top-5 class_accuracy: 0.81100994348526
test epoch:30	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6527400016784668
Top-5 class_accuracy: 0.8664599657058716
test epoch:30	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6533199548721313
Top-5 class_accuracy: 0.866919994354248
test epoch:30	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.653219997882843
Top-5 class_accuracy: 0.8666999936103821
test epoch:30	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6530999541282654
Top-5 class_accuracy: 0.8665599822998047
Epoch:31	 lr:0.02000	 duration:674.719
 train_loss:2.23797	 train_loss_div:2.23797Train Top-1 class_accuracy: 0.6156819462776184
Train Top-5 class_accuracy: 0.825893223285675
test epoch:31	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6601600050926208
Top-5 class_accuracy: 0.8701799511909485
test epoch:31	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6600199937820435
Top-5 class_accuracy: 0.8704800009727478
test epoch:31	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6600199937820435
Top-5 class_accuracy: 0.8706600069999695
test epoch:31	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6599999666213989
Top-5 class_accuracy: 0.8708199858665466
Epoch:32	 lr:0.02000	 duration:676.067
 train_loss:2.17377	 train_loss_div:2.17377Train Top-1 class_accuracy: 0.6246643662452698
Train Top-5 class_accuracy: 0.8304421901702881
test epoch:32	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6654999852180481
Top-5 class_accuracy: 0.876800000667572
test epoch:32	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6655399799346924
Top-5 class_accuracy: 0.8772000074386597
test epoch:32	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6657599806785583
Top-5 class_accuracy: 0.8772799968719482
test epoch:32	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6658599972724915
Top-5 class_accuracy: 0.8772199749946594
Epoch:33	 lr:0.02000	 duration:672.085
 train_loss:2.12924	 train_loss_div:2.12924Train Top-1 class_accuracy: 0.6290259957313538
Train Top-5 class_accuracy: 0.8353689312934875
test epoch:33	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6668199896812439
Top-5 class_accuracy: 0.8771199584007263
test epoch:33	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6670599579811096
Top-5 class_accuracy: 0.8772000074386597
test epoch:33	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6668999791145325
Top-5 class_accuracy: 0.8769399523735046
test epoch:33	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6671599745750427
Top-5 class_accuracy: 0.8767399787902832
Epoch:34	 lr:0.02000	 duration:670.842
 train_loss:2.10107	 train_loss_div:2.10107Train Top-1 class_accuracy: 0.6345397233963013
Train Top-5 class_accuracy: 0.8386440873146057
test epoch:34	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6695799827575684
Top-5 class_accuracy: 0.8759999871253967
test epoch:34	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6692000031471252
Top-5 class_accuracy: 0.8762199878692627
test epoch:34	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6690799593925476
Top-5 class_accuracy: 0.8759999871253967
test epoch:34	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6687600016593933
Top-5 class_accuracy: 0.8759799599647522
Epoch:35	 lr:0.02000	 duration:756.373
 train_loss:2.08519	 train_loss_div:2.08519Train Top-1 class_accuracy: 0.6356261968612671
Train Top-5 class_accuracy: 0.8397867679595947
test epoch:35	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.671459972858429
Top-5 class_accuracy: 0.8792799711227417
test epoch:35	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6709799766540527
Top-5 class_accuracy: 0.8791799545288086
test epoch:35	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6710000038146973
Top-5 class_accuracy: 0.879040002822876
test epoch:35	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6711199879646301
Top-5 class_accuracy: 0.8788399696350098
Epoch:36	 lr:0.02000	 duration:800.084
 train_loss:2.07557	 train_loss_div:2.07557Train Top-1 class_accuracy: 0.6379615664482117
Train Top-5 class_accuracy: 0.8403394222259521
test epoch:36	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6723799705505371
Top-5 class_accuracy: 0.8791199922561646
test epoch:36	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6726999878883362
Top-5 class_accuracy: 0.8795799612998962
test epoch:36	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6723399758338928
Top-5 class_accuracy: 0.879539966583252
test epoch:36	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6723600029945374
Top-5 class_accuracy: 0.8794999718666077
Epoch:37	 lr:0.02000	 duration:811.895
 train_loss:2.07329	 train_loss_div:2.07329Train Top-1 class_accuracy: 0.638404905796051
Train Top-5 class_accuracy: 0.841347873210907
test epoch:37	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6701799631118774
Top-5 class_accuracy: 0.8760799765586853
test epoch:37	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6694599986076355
Top-5 class_accuracy: 0.8762199878692627
test epoch:37	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6693399548530579
Top-5 class_accuracy: 0.8764399886131287
test epoch:37	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6692999601364136
Top-5 class_accuracy: 0.8763799667358398
Epoch:38	 lr:0.02000	 duration:809.807
 train_loss:2.06639	 train_loss_div:2.06639Train Top-1 class_accuracy: 0.6395913362503052
Train Top-5 class_accuracy: 0.841788113117218
test epoch:38	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.66975998878479
Top-5 class_accuracy: 0.8772199749946594
test epoch:38	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6698799729347229
Top-5 class_accuracy: 0.8774799704551697
test epoch:38	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6695399880409241
Top-5 class_accuracy: 0.8774600028991699
test epoch:38	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6694999933242798
Top-5 class_accuracy: 0.8775599598884583
Epoch:39	 lr:0.02000	 duration:814.027
 train_loss:2.07350	 train_loss_div:2.07350Train Top-1 class_accuracy: 0.6392354369163513
Train Top-5 class_accuracy: 0.8409169912338257
test epoch:39	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6715199947357178
Top-5 class_accuracy: 0.8786599636077881
test epoch:39	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6717000007629395
Top-5 class_accuracy: 0.8781399726867676
test epoch:39	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6714199781417847
Top-5 class_accuracy: 0.878279983997345
test epoch:39	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6714999675750732
Top-5 class_accuracy: 0.8782999515533447
Epoch:40	 lr:0.02000	 duration:776.592
 train_loss:2.06852	 train_loss_div:2.06852Train Top-1 class_accuracy: 0.6407091021537781
Train Top-5 class_accuracy: 0.8418130874633789
test epoch:40	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.666159987449646
Top-5 class_accuracy: 0.8761599659919739
test epoch:40	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6656999588012695
Top-5 class_accuracy: 0.8764199614524841
test epoch:40	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6656000018119812
Top-5 class_accuracy: 0.8764199614524841
test epoch:40	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6653800010681152
Top-5 class_accuracy: 0.876259982585907
Epoch:41	 lr:0.02000	 duration:814.063
 train_loss:2.06662	 train_loss_div:2.06662Train Top-1 class_accuracy: 0.6399379372596741
Train Top-5 class_accuracy: 0.8430213332176208
test epoch:41	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6680999994277954
Top-5 class_accuracy: 0.8762399554252625
test epoch:41	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6680600047111511
Top-5 class_accuracy: 0.8765599727630615
test epoch:41	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6679399609565735
Top-5 class_accuracy: 0.8767199516296387
test epoch:41	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6679199934005737
Top-5 class_accuracy: 0.8765199780464172
Epoch:42	 lr:0.02000	 duration:816.008
 train_loss:2.06856	 train_loss_div:2.06856Train Top-1 class_accuracy: 0.6407964825630188
Train Top-5 class_accuracy: 0.8434553146362305
test epoch:42	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6648199558258057
Top-5 class_accuracy: 0.8757599592208862
test epoch:42	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6652399897575378
Top-5 class_accuracy: 0.8758399486541748
test epoch:42	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6651600003242493
Top-5 class_accuracy: 0.8759999871253967
test epoch:42	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6649999618530273
Top-5 class_accuracy: 0.8759799599647522
Epoch:43	 lr:0.02000	 duration:806.127
 train_loss:2.07573	 train_loss_div:2.07573Train Top-1 class_accuracy: 0.6394758224487305
Train Top-5 class_accuracy: 0.84299635887146
test epoch:43	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6682999730110168
Top-5 class_accuracy: 0.8779999613761902
test epoch:43	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6686999797821045
Top-5 class_accuracy: 0.8777999877929688
test epoch:43	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6687600016593933
Top-5 class_accuracy: 0.8777999877929688
test epoch:43	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6685599684715271
Top-5 class_accuracy: 0.8777399659156799
Epoch:44	 lr:0.02000	 duration:779.716
 train_loss:2.07224	 train_loss_div:2.07224Train Top-1 class_accuracy: 0.6401470899581909
Train Top-5 class_accuracy: 0.8432305455207825
test epoch:44	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6660599708557129
Top-5 class_accuracy: 0.8783999681472778
test epoch:44	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6663999557495117
Top-5 class_accuracy: 0.8781200051307678
test epoch:44	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6668399572372437
Top-5 class_accuracy: 0.8783800005912781
test epoch:44	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6669600009918213
Top-5 class_accuracy: 0.8782399892807007
Epoch:45	 lr:0.02000	 duration:817.456
 train_loss:2.08276	 train_loss_div:2.08276Train Top-1 class_accuracy: 0.6381301879882812
Train Top-5 class_accuracy: 0.8425936102867126
test epoch:45	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6674599647521973
Top-5 class_accuracy: 0.8767600059509277
test epoch:45	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6682999730110168
Top-5 class_accuracy: 0.8766199946403503
test epoch:45	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6678400039672852
Top-5 class_accuracy: 0.8768999576568604
test epoch:45	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6676999926567078
Top-5 class_accuracy: 0.8769399523735046
Epoch:46	 lr:0.02000	 duration:810.409
 train_loss:2.08307	 train_loss_div:2.08307Train Top-1 class_accuracy: 0.6384892463684082
Train Top-5 class_accuracy: 0.8420628309249878
test epoch:46	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6707599759101868
Top-5 class_accuracy: 0.8783800005912781
test epoch:46	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.671239972114563
Top-5 class_accuracy: 0.8785600066184998
test epoch:46	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6713199615478516
Top-5 class_accuracy: 0.8787999749183655
test epoch:46	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6710000038146973
Top-5 class_accuracy: 0.8785799741744995
Epoch:47	 lr:0.02000	 duration:778.404
 train_loss:2.07947	 train_loss_div:2.07947Train Top-1 class_accuracy: 0.6394196152687073
Train Top-5 class_accuracy: 0.8427965641021729
test epoch:47	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6668999791145325
Top-5 class_accuracy: 0.8780199885368347
test epoch:47	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.667199969291687
Top-5 class_accuracy: 0.8780999779701233
test epoch:47	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6672799587249756
Top-5 class_accuracy: 0.8779000043869019
test epoch:47	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.667199969291687
Top-5 class_accuracy: 0.8782399892807007
Epoch:48	 lr:0.02000	 duration:782.389
 train_loss:2.07705	 train_loss_div:2.07705Train Top-1 class_accuracy: 0.6395601034164429
Train Top-5 class_accuracy: 0.8437519073486328
test epoch:48	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6670599579811096
Top-5 class_accuracy: 0.8759999871253967
test epoch:48	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6679199934005737
Top-5 class_accuracy: 0.8764199614524841
test epoch:48	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6672999858856201
Top-5 class_accuracy: 0.8763399720191956
test epoch:48	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6670399904251099
Top-5 class_accuracy: 0.8762199878692627
Epoch:49	 lr:0.02000	 duration:782.341
 train_loss:2.08431	 train_loss_div:2.08431Train Top-1 class_accuracy: 0.6391043066978455
Train Top-5 class_accuracy: 0.8428246378898621
test epoch:49	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6649799942970276
Top-5 class_accuracy: 0.8751599788665771
test epoch:49	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6649999618530273
Top-5 class_accuracy: 0.8756399750709534
test epoch:49	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6650199890136719
Top-5 class_accuracy: 0.8756200075149536
test epoch:49	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6650599837303162
Top-5 class_accuracy: 0.8759799599647522
Epoch:50	 lr:0.02000	 duration:787.974
 train_loss:2.08013	 train_loss_div:2.08013Train Top-1 class_accuracy: 0.6384454965591431
Train Top-5 class_accuracy: 0.842706024646759
test epoch:50	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6608200073242188
Top-5 class_accuracy: 0.8759399652481079
test epoch:50	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.661579966545105
Top-5 class_accuracy: 0.8761799931526184
test epoch:50	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6620999574661255
Top-5 class_accuracy: 0.8762199878692627
test epoch:50	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6620799899101257
Top-5 class_accuracy: 0.8762799501419067
Epoch:51	 lr:0.02000	 duration:816.492
 train_loss:2.08359	 train_loss_div:2.08359Train Top-1 class_accuracy: 0.639045000076294
Train Top-5 class_accuracy: 0.8431368470191956
test epoch:51	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6542999744415283
Top-5 class_accuracy: 0.8660599589347839
test epoch:51	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6546199917793274
Top-5 class_accuracy: 0.8662799596786499
test epoch:51	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6541999578475952
Top-5 class_accuracy: 0.8663199543952942
test epoch:51	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6540799736976624
Top-5 class_accuracy: 0.8660799860954285
Epoch:52	 lr:0.02000	 duration:801.288
 train_loss:2.07540	 train_loss_div:2.07540Train Top-1 class_accuracy: 0.6409775614738464
Train Top-5 class_accuracy: 0.8434522151947021
test epoch:52	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6647999882698059
Top-5 class_accuracy: 0.8743999600410461
test epoch:52	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6648600101470947
Top-5 class_accuracy: 0.8747999668121338
test epoch:52	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6647599935531616
Top-5 class_accuracy: 0.8749399781227112
test epoch:52	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6648600101470947
Top-5 class_accuracy: 0.8748199939727783
Epoch:53	 lr:0.02000	 duration:775.797
 train_loss:2.07672	 train_loss_div:2.07672Train Top-1 class_accuracy: 0.6402251720428467
Train Top-5 class_accuracy: 0.8444575071334839
test epoch:53	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6636199951171875
Top-5 class_accuracy: 0.8746999502182007
test epoch:53	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6636599898338318
Top-5 class_accuracy: 0.8751399517059326
test epoch:53	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6640999913215637
Top-5 class_accuracy: 0.8748799562454224
test epoch:53	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6639999747276306
Top-5 class_accuracy: 0.8751999735832214
Epoch:54	 lr:0.02000	 duration:791.093
 train_loss:2.07668	 train_loss_div:2.07668Train Top-1 class_accuracy: 0.6405935883522034
Train Top-5 class_accuracy: 0.8432305455207825
test epoch:54	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.666379988193512
Top-5 class_accuracy: 0.8763599991798401
test epoch:54	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6665399670600891
Top-5 class_accuracy: 0.8766399621963501
test epoch:54	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6665799617767334
Top-5 class_accuracy: 0.8767799735069275
test epoch:54	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6660799980163574
Top-5 class_accuracy: 0.8767199516296387
Epoch:55	 lr:0.02000	 duration:811.835
 train_loss:2.06821	 train_loss_div:2.06821Train Top-1 class_accuracy: 0.6408870220184326
Train Top-5 class_accuracy: 0.8446011543273926
test epoch:55	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6700599789619446
Top-5 class_accuracy: 0.8777199983596802
test epoch:55	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.670479953289032
Top-5 class_accuracy: 0.8782199621200562
test epoch:55	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6709199547767639
Top-5 class_accuracy: 0.8779999613761902
test epoch:55	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.670520007610321
Top-5 class_accuracy: 0.8780399560928345
Epoch:56	 lr:0.02000	 duration:801.829
 train_loss:2.07217	 train_loss_div:2.07217Train Top-1 class_accuracy: 0.6410337686538696
Train Top-5 class_accuracy: 0.8434209823608398
test epoch:56	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.664900004863739
Top-5 class_accuracy: 0.8757399916648865
test epoch:56	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6657399535179138
Top-5 class_accuracy: 0.8764999508857727
test epoch:56	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6656599640846252
Top-5 class_accuracy: 0.876479983329773
test epoch:56	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6654799580574036
Top-5 class_accuracy: 0.8762399554252625
Epoch:57	 lr:0.02000	 duration:776.699
 train_loss:2.06879	 train_loss_div:2.06879Train Top-1 class_accuracy: 0.6415957808494568
Train Top-5 class_accuracy: 0.844179630279541
test epoch:57	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6661999821662903
Top-5 class_accuracy: 0.8759199976921082
test epoch:57	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6669600009918213
Top-5 class_accuracy: 0.876039981842041
test epoch:57	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6670799851417542
Top-5 class_accuracy: 0.8763200044631958
test epoch:57	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6667799949645996
Top-5 class_accuracy: 0.8762399554252625
Epoch:58	 lr:0.02000	 duration:780.270
 train_loss:2.06629	 train_loss_div:2.06629Train Top-1 class_accuracy: 0.6415895223617554
Train Top-5 class_accuracy: 0.8446448445320129
test epoch:58	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6651999950408936
Top-5 class_accuracy: 0.8756200075149536
test epoch:58	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6658999919891357
Top-5 class_accuracy: 0.8763599991798401
test epoch:58	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6662600040435791
Top-5 class_accuracy: 0.8765199780464172
test epoch:58	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6657999753952026
Top-5 class_accuracy: 0.8762399554252625
Epoch:59	 lr:0.02000	 duration:811.861
 train_loss:2.06520	 train_loss_div:2.06520Train Top-1 class_accuracy: 0.6419298648834229
Train Top-5 class_accuracy: 0.8453410863876343
test epoch:59	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6660999655723572
Top-5 class_accuracy: 0.8765199780464172
test epoch:59	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6668399572372437
Top-5 class_accuracy: 0.8773199915885925
test epoch:59	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6667999625205994
Top-5 class_accuracy: 0.8773399591445923
test epoch:59	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6670399904251099
Top-5 class_accuracy: 0.8774399757385254
Epoch:60	 lr:0.00200	 duration:804.228
 train_loss:1.81090	 train_loss_div:1.81090Train Top-1 class_accuracy: 0.6764233708381653
Train Top-5 class_accuracy: 0.8643237948417664
test epoch:60	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.70305997133255
Top-5 class_accuracy: 0.8965199589729309
test epoch:60	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7035799622535706
Top-5 class_accuracy: 0.8969199657440186
test epoch:60	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7040599584579468
Top-5 class_accuracy: 0.8972599506378174
test epoch:60	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.704259991645813
Top-5 class_accuracy: 0.8973000049591064
Epoch:61	 lr:0.00200	 duration:809.337
 train_loss:1.74660	 train_loss_div:1.74660Train Top-1 class_accuracy: 0.6850717067718506
Train Top-5 class_accuracy: 0.8703932166099548
test epoch:61	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7053599953651428
Top-5 class_accuracy: 0.8977599740028381
test epoch:61	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7069999575614929
Top-5 class_accuracy: 0.8986799716949463
test epoch:61	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7069999575614929
Top-5 class_accuracy: 0.898419976234436
test epoch:61	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.707040011882782
Top-5 class_accuracy: 0.8985799551010132
Epoch:62	 lr:0.00200	 duration:804.472
 train_loss:1.73105	 train_loss_div:1.73105Train Top-1 class_accuracy: 0.6873696446418762
Train Top-5 class_accuracy: 0.8709864616394043
test epoch:62	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7077199816703796
Top-5 class_accuracy: 0.9003199934959412
test epoch:62	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7088800072669983
Top-5 class_accuracy: 0.9007599949836731
test epoch:62	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.708899974822998
Top-5 class_accuracy: 0.9003999829292297
test epoch:62	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7089399695396423
Top-5 class_accuracy: 0.9000599980354309
Epoch:63	 lr:0.00200	 duration:773.223
 train_loss:1.70608	 train_loss_div:1.70608Train Top-1 class_accuracy: 0.6913784742355347
Train Top-5 class_accuracy: 0.8746237754821777
test epoch:63	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7077800035476685
Top-5 class_accuracy: 0.9006399512290955
test epoch:63	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7092599868774414
Top-5 class_accuracy: 0.9011199474334717
test epoch:63	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7101799845695496
Top-5 class_accuracy: 0.9007999897003174
test epoch:63	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.710159957408905
Top-5 class_accuracy: 0.9007399678230286
Epoch:64	 lr:0.00200	 duration:806.444
 train_loss:1.69574	 train_loss_div:1.69574Train Top-1 class_accuracy: 0.6926460862159729
Train Top-5 class_accuracy: 0.8748485445976257
test epoch:64	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7091599702835083
Top-5 class_accuracy: 0.900119960308075
test epoch:64	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7096999883651733
Top-5 class_accuracy: 0.9005399942398071
test epoch:64	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7100799679756165
Top-5 class_accuracy: 0.9005999565124512
test epoch:64	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7100200057029724
Top-5 class_accuracy: 0.9007200002670288
Epoch:65	 lr:0.00200	 duration:814.397
 train_loss:1.68579	 train_loss_div:1.68579Train Top-1 class_accuracy: 0.694229006767273
Train Top-5 class_accuracy: 0.8764689564704895
test epoch:65	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7085599899291992
Top-5 class_accuracy: 0.9016799926757812
test epoch:65	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7098999619483948
Top-5 class_accuracy: 0.9027599692344666
test epoch:65	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7098399996757507
Top-5 class_accuracy: 0.9027999639511108
test epoch:65	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7098599672317505
Top-5 class_accuracy: 0.9027000069618225
Epoch:66	 lr:0.00200	 duration:806.246
 train_loss:1.67665	 train_loss_div:1.67665Train Top-1 class_accuracy: 0.6964675784111023
Train Top-5 class_accuracy: 0.8767499327659607
test epoch:66	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7106800079345703
Top-5 class_accuracy: 0.9010799527168274
test epoch:66	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7115399837493896
Top-5 class_accuracy: 0.9016000032424927
test epoch:66	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7124399542808533
Top-5 class_accuracy: 0.901479959487915
test epoch:66	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7122399806976318
Top-5 class_accuracy: 0.9012399911880493
Epoch:67	 lr:0.00200	 duration:778.920
 train_loss:1.67409	 train_loss_div:1.67409Train Top-1 class_accuracy: 0.6967860460281372
Train Top-5 class_accuracy: 0.8772276043891907
test epoch:67	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7101799845695496
Top-5 class_accuracy: 0.9021599888801575
test epoch:67	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7110399603843689
Top-5 class_accuracy: 0.9023199677467346
test epoch:67	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7114399671554565
Top-5 class_accuracy: 0.9025599956512451
test epoch:67	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7115399837493896
Top-5 class_accuracy: 0.9023199677467346
Epoch:68	 lr:0.00200	 duration:892.284
 train_loss:1.65935	 train_loss_div:1.65935Train Top-1 class_accuracy: 0.6992213129997253
Train Top-5 class_accuracy: 0.8787012696266174
test epoch:68	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7106800079345703
Top-5 class_accuracy: 0.9017599821090698
test epoch:68	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7119999527931213
Top-5 class_accuracy: 0.9024999737739563
test epoch:68	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.712399959564209
Top-5 class_accuracy: 0.9023999571800232
test epoch:68	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7127199769020081
Top-5 class_accuracy: 0.9025200009346008
Epoch:69	 lr:0.00200	 duration:873.450
 train_loss:1.66338	 train_loss_div:1.66338Train Top-1 class_accuracy: 0.6985000967979431
Train Top-5 class_accuracy: 0.8783859610557556
test epoch:69	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7114799618721008
Top-5 class_accuracy: 0.9018799662590027
test epoch:69	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7132200002670288
Top-5 class_accuracy: 0.9020400047302246
test epoch:69	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7130599617958069
Top-5 class_accuracy: 0.9018599987030029
test epoch:69	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7127599716186523
Top-5 class_accuracy: 0.9017199873924255
Epoch:70	 lr:0.00200	 duration:1161.180
 train_loss:1.65731	 train_loss_div:1.65731Train Top-1 class_accuracy: 0.6999019384384155
Train Top-5 class_accuracy: 0.879388153553009
test epoch:70	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7109999656677246
Top-5 class_accuracy: 0.9020599722862244
test epoch:70	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7124399542808533
Top-5 class_accuracy: 0.9026599526405334
test epoch:70	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7130399942398071
Top-5 class_accuracy: 0.9027400016784668
test epoch:70	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7130999565124512
Top-5 class_accuracy: 0.9023000001907349
Epoch:71	 lr:0.00200	 duration:1221.425
 train_loss:1.65050	 train_loss_div:1.65050Train Top-1 class_accuracy: 0.7007948756217957
Train Top-5 class_accuracy: 0.879612922668457
test epoch:71	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7134599685668945
Top-5 class_accuracy: 0.9036200046539307
test epoch:71	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.714959979057312
Top-5 class_accuracy: 0.9041599631309509
test epoch:71	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7149199843406677
Top-5 class_accuracy: 0.9043599963188171
test epoch:71	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7146799564361572
Top-5 class_accuracy: 0.9043399691581726
Epoch:72	 lr:0.00200	 duration:1166.904
 train_loss:1.65070	 train_loss_div:1.65070Train Top-1 class_accuracy: 0.7005107402801514
Train Top-5 class_accuracy: 0.8797534704208374
test epoch:72	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7115399837493896
Top-5 class_accuracy: 0.9026599526405334
test epoch:72	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.71315997838974
Top-5 class_accuracy: 0.9032599925994873
test epoch:72	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7124999761581421
Top-5 class_accuracy: 0.9031999707221985
test epoch:72	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7123000025749207
Top-5 class_accuracy: 0.9030199646949768
Epoch:73	 lr:0.00200	 duration:1182.929
 train_loss:1.64279	 train_loss_div:1.64279Train Top-1 class_accuracy: 0.7034018635749817
Train Top-5 class_accuracy: 0.8809024095535278
test epoch:73	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7128999829292297
Top-5 class_accuracy: 0.9019799828529358
test epoch:73	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7141599655151367
Top-5 class_accuracy: 0.9027999639511108
test epoch:73	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7143399715423584
Top-5 class_accuracy: 0.9030199646949768
test epoch:73	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7138199806213379
Top-5 class_accuracy: 0.9027400016784668
Epoch:74	 lr:0.00200	 duration:1300.074
 train_loss:1.64175	 train_loss_div:1.64175Train Top-1 class_accuracy: 0.7025963664054871
Train Top-5 class_accuracy: 0.8809211254119873
test epoch:74	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7145000100135803
Top-5 class_accuracy: 0.9036399722099304
test epoch:74	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7153799533843994
Top-5 class_accuracy: 0.9042399525642395
test epoch:74	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7150999903678894
Top-5 class_accuracy: 0.9045999646186829
test epoch:74	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7150200009346008
Top-5 class_accuracy: 0.9045199751853943
Epoch:75	 lr:0.00200	 duration:1187.426
 train_loss:1.63546	 train_loss_div:1.63546Train Top-1 class_accuracy: 0.7042479515075684
Train Top-5 class_accuracy: 0.8808025121688843
test epoch:75	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7136799693107605
Top-5 class_accuracy: 0.9040399789810181
test epoch:75	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7150399684906006
Top-5 class_accuracy: 0.9044399857521057
test epoch:75	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7155399918556213
Top-5 class_accuracy: 0.9046199917793274
test epoch:75	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7152999639511108
Top-5 class_accuracy: 0.9044199585914612
Epoch:76	 lr:0.00200	 duration:1113.199
 train_loss:1.63126	 train_loss_div:1.63126Train Top-1 class_accuracy: 0.70445716381073
Train Top-5 class_accuracy: 0.8821169137954712
test epoch:76	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7134599685668945
Top-5 class_accuracy: 0.9031399488449097
test epoch:76	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7143599987030029
Top-5 class_accuracy: 0.9035999774932861
test epoch:76	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7145199775695801
Top-5 class_accuracy: 0.9034599661827087
test epoch:76	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7145199775695801
Top-5 class_accuracy: 0.9033199548721313
Epoch:77	 lr:0.00200	 duration:1286.293
 train_loss:1.62541	 train_loss_div:1.62541Train Top-1 class_accuracy: 0.7058184146881104
Train Top-5 class_accuracy: 0.8817266225814819
test epoch:77	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7152599692344666
Top-5 class_accuracy: 0.9041799902915955
test epoch:77	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7158399820327759
Top-5 class_accuracy: 0.9044199585914612
test epoch:77	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7162399888038635
Top-5 class_accuracy: 0.9045400023460388
test epoch:77	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7158799767494202
Top-5 class_accuracy: 0.9042399525642395
Epoch:78	 lr:0.00200	 duration:1209.584
 train_loss:1.62851	 train_loss_div:1.62851Train Top-1 class_accuracy: 0.7048068642616272
Train Top-5 class_accuracy: 0.8816860318183899
test epoch:78	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.713919997215271
Top-5 class_accuracy: 0.9036999940872192
test epoch:78	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7151399850845337
Top-5 class_accuracy: 0.9040399789810181
test epoch:78	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7156800031661987
Top-5 class_accuracy: 0.9043799638748169
test epoch:78	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7149999737739563
Top-5 class_accuracy: 0.9041799902915955
Epoch:79	 lr:0.00200	 duration:1172.370
 train_loss:1.62343	 train_loss_div:1.62343Train Top-1 class_accuracy: 0.7052595615386963
Train Top-5 class_accuracy: 0.8827600479125977
test epoch:79	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7141000032424927
Top-5 class_accuracy: 0.903439998626709
test epoch:79	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7149999737739563
Top-5 class_accuracy: 0.9038800001144409
test epoch:79	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7153399586677551
Top-5 class_accuracy: 0.9037999510765076
test epoch:79	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7151599526405334
Top-5 class_accuracy: 0.9037799835205078
Epoch:80	 lr:0.00200	 duration:2278.801
 train_loss:1.61696	 train_loss_div:1.61696Train Top-1 class_accuracy: 0.7074575424194336
Train Top-5 class_accuracy: 0.8831753134727478
test epoch:80	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7137399911880493
Top-5 class_accuracy: 0.902899980545044
test epoch:80	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7147799730300903
Top-5 class_accuracy: 0.9032399654388428
test epoch:80	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7155199646949768
Top-5 class_accuracy: 0.9035199880599976
test epoch:80	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7152599692344666
Top-5 class_accuracy: 0.9037399888038635
Epoch:81	 lr:0.00200	 duration:1464.272
 train_loss:1.61757	 train_loss_div:1.61757Train Top-1 class_accuracy: 0.7073982357978821
Train Top-5 class_accuracy: 0.8835999369621277
test epoch:81	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7148000001907349
Top-5 class_accuracy: 0.9035999774932861
test epoch:81	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7158600091934204
Top-5 class_accuracy: 0.9036399722099304
test epoch:81	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7158799767494202
Top-5 class_accuracy: 0.9037399888038635
test epoch:81	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7160399556159973
Top-5 class_accuracy: 0.9034000039100647
Epoch:82	 lr:0.00200	 duration:1633.995
 train_loss:1.61912	 train_loss_div:1.61912Train Top-1 class_accuracy: 0.7062398791313171
Train Top-5 class_accuracy: 0.8831503391265869
test epoch:82	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7141799926757812
Top-5 class_accuracy: 0.9041199684143066
test epoch:82	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7150200009346008
Top-5 class_accuracy: 0.9041399955749512
test epoch:82	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.715399980545044
Top-5 class_accuracy: 0.9041000008583069
test epoch:82	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7155599594116211
Top-5 class_accuracy: 0.9041999578475952
Epoch:83	 lr:0.00200	 duration:1464.205
 train_loss:1.61952	 train_loss_div:1.61952Train Top-1 class_accuracy: 0.7074887752532959
Train Top-5 class_accuracy: 0.8828693628311157
test epoch:83	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7145000100135803
Top-5 class_accuracy: 0.9042800068855286
test epoch:83	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7154600024223328
Top-5 class_accuracy: 0.9042999744415283
test epoch:83	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7156800031661987
Top-5 class_accuracy: 0.9041799902915955
test epoch:83	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7156400084495544
Top-5 class_accuracy: 0.9039799571037292
Epoch:84	 lr:0.00200	 duration:1422.779
 train_loss:1.61341	 train_loss_div:1.61341Train Top-1 class_accuracy: 0.708194375038147
Train Top-5 class_accuracy: 0.8834906816482544
test epoch:84	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7142599821090698
Top-5 class_accuracy: 0.9031800031661987
test epoch:84	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7160399556159973
Top-5 class_accuracy: 0.9041399955749512
test epoch:84	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7166999578475952
Top-5 class_accuracy: 0.904259979724884
test epoch:84	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7167999744415283
Top-5 class_accuracy: 0.904259979724884
==========
Args:Namespace(data='/home/imagenet', dataset='imagenet', arch='resnet18_imagenet_fakd', tarch='resnet34_imagenet', tcheckpoint='./resnet34-333f7ec4.pth', init_lr=0.2, weight_decay=0.0001, milestones=[30, 60, 90], layer_weight=[0, 0, 0, 1], flow_loss_type='dkd', encoder_type='conv', flow_weight=1, dirac_ratio=1.0, warmup_epoch=0, epochs=100, batch_size=512, accumulate_step=1, num_workers=4, gpu_id='0', manual_seed=0, kd_T=1, kd_alpha=0.5, cutmix=False, zip=False, resume=True, evaluate=False, checkpoint_dir='./checkpoint/train_student_imagenet_dkd_arch_resnet18_imagenet_fakd_dataset_imagenet_seed0', world_size=1, rank=0, dist_backend='nccl', multiprocessing_distributed=False, dist_url='tcp://127.0.0.1:10185', log_txt='result/train_student_imagenet_dkd_arch_resnet18_imagenet_fakd_dataset_imagenet_seed0.txt', log_dir='train_student_imagenet_dkd_arch_resnet18_imagenet_fakd_dataset_imagenet_seed0', traindir='/home/imagenet/train', valdir='/home/imagenet/val')
==========
==========
Args:Namespace(data='/home/imagenet', dataset='imagenet', arch='resnet18_imagenet_fakd', tarch='resnet34_imagenet', tcheckpoint='./resnet34-333f7ec4.pth', init_lr=0.2, weight_decay=0.0001, milestones=[30, 60, 90], layer_weight=[0, 0, 0, 1], flow_loss_type='dkd', encoder_type='conv', flow_weight=1, dirac_ratio=1.0, warmup_epoch=0, epochs=100, batch_size=512, accumulate_step=1, num_workers=4, gpu_id='0', manual_seed=0, kd_T=1, kd_alpha=0.5, cutmix=False, zip=False, resume=True, evaluate=False, checkpoint_dir='./checkpoint/train_student_imagenet_dkd_arch_resnet18_imagenet_fakd_dataset_imagenet_seed0', world_size=1, rank=0, dist_backend='nccl', multiprocessing_distributed=False, dist_url='tcp://127.0.0.1:10506', log_txt='result/train_student_imagenet_dkd_arch_resnet18_imagenet_fakd_dataset_imagenet_seed0.txt', log_dir='train_student_imagenet_dkd_arch_resnet18_imagenet_fakd_dataset_imagenet_seed0', traindir='/home/imagenet/train', valdir='/home/imagenet/val')
==========
==========
Args:Namespace(data='/home/imagenet', dataset='imagenet', arch='resnet18_imagenet_fakd', tarch='resnet34_imagenet', tcheckpoint='./resnet34-333f7ec4.pth', init_lr=0.2, weight_decay=0.0001, milestones=[30, 60, 90], layer_weight=[0, 0, 0, 1], flow_loss_type='dkd', encoder_type='conv', flow_weight=1, dirac_ratio=1.0, warmup_epoch=0, epochs=100, batch_size=512, accumulate_step=1, num_workers=4, gpu_id='4,5,6,7', manual_seed=0, kd_T=1, kd_alpha=0.5, cutmix=False, zip=False, resume=True, evaluate=False, checkpoint_dir='./checkpoint/train_student_imagenet_dkd_arch_resnet18_imagenet_fakd_dataset_imagenet_seed0', world_size=1, rank=0, dist_backend='nccl', multiprocessing_distributed=False, dist_url='tcp://127.0.0.1:10038', log_txt='result/train_student_imagenet_dkd_arch_resnet18_imagenet_fakd_dataset_imagenet_seed0.txt', log_dir='train_student_imagenet_dkd_arch_resnet18_imagenet_fakd_dataset_imagenet_seed0', traindir='/home/imagenet/train', valdir='/home/imagenet/val')
==========
Epoch:85	 lr:0.00200	 duration:1499.748
 train_loss:1.61153	 train_loss_div:1.61153Train Top-1 class_accuracy: 0.7080538868904114
Train Top-5 class_accuracy: 0.8840214014053345
test epoch:85	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.715999960899353
Top-5 class_accuracy: 0.9032799601554871
test epoch:85	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7169199585914612
Top-5 class_accuracy: 0.9042999744415283
test epoch:85	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.716759979724884
Top-5 class_accuracy: 0.9042999744415283
test epoch:85	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7168599963188171
Top-5 class_accuracy: 0.9043200016021729
Epoch:86	 lr:0.00200	 duration:1437.976
 train_loss:1.61361	 train_loss_div:1.61361Train Top-1 class_accuracy: 0.7090997695922852
Train Top-5 class_accuracy: 0.8836405277252197
test epoch:86	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7142800092697144
Top-5 class_accuracy: 0.9046599864959717
test epoch:86	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7157399654388428
Top-5 class_accuracy: 0.9049399495124817
test epoch:86	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7166599631309509
Top-5 class_accuracy: 0.9049199819564819
test epoch:86	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7168799638748169
Top-5 class_accuracy: 0.9046399593353271
Epoch:87	 lr:0.00200	 duration:1411.474
 train_loss:1.60228	 train_loss_div:1.60228Train Top-1 class_accuracy: 0.7103299498558044
Train Top-5 class_accuracy: 0.8847707509994507
test epoch:87	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7164799571037292
Top-5 class_accuracy: 0.9045999646186829
test epoch:87	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7172399759292603
Top-5 class_accuracy: 0.905019998550415
test epoch:87	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7170000076293945
Top-5 class_accuracy: 0.9051599502563477
test epoch:87	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7166999578475952
Top-5 class_accuracy: 0.9048599600791931
Epoch:88	 lr:0.00200	 duration:1423.158
 train_loss:1.60349	 train_loss_div:1.60349Train Top-1 class_accuracy: 0.7096337080001831
Train Top-5 class_accuracy: 0.8844335675239563
test epoch:88	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7152199745178223
Top-5 class_accuracy: 0.9042800068855286
test epoch:88	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7163800001144409
Top-5 class_accuracy: 0.9048199653625488
test epoch:88	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7172399759292603
Top-5 class_accuracy: 0.904699981212616
test epoch:88	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7173599600791931
Top-5 class_accuracy: 0.9044599533081055
Epoch:89	 lr:0.00200	 duration:1476.083
 train_loss:1.61355	 train_loss_div:1.61355Train Top-1 class_accuracy: 0.7080413699150085
Train Top-5 class_accuracy: 0.8834500908851624
test epoch:89	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7149999737739563
Top-5 class_accuracy: 0.9039199948310852
test epoch:89	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7167399525642395
Top-5 class_accuracy: 0.9044599533081055
test epoch:89	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.716759979724884
Top-5 class_accuracy: 0.9043999910354614
test epoch:89	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7168200016021729
Top-5 class_accuracy: 0.9041799902915955
Epoch:90	 lr:0.00020	 duration:1408.288
 train_loss:1.57242	 train_loss_div:1.57242Train Top-1 class_accuracy: 0.7153285145759583
Train Top-5 class_accuracy: 0.8872809410095215
test epoch:90	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7190799713134766
Top-5 class_accuracy: 0.9061799645423889
test epoch:90	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7192800045013428
Top-5 class_accuracy: 0.9063999652862549
test epoch:90	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7195199728012085
Top-5 class_accuracy: 0.9063799977302551
test epoch:90	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7193799614906311
Top-5 class_accuracy: 0.9063199758529663
Epoch:91	 lr:0.00020	 duration:1487.184
 train_loss:1.55873	 train_loss_div:1.55873Train Top-1 class_accuracy: 0.717211127281189
Train Top-5 class_accuracy: 0.8890886902809143
test epoch:91	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7176199555397034
Top-5 class_accuracy: 0.906059980392456
test epoch:91	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7188000082969666
Top-5 class_accuracy: 0.9065399765968323
test epoch:91	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7195000052452087
Top-5 class_accuracy: 0.9064199924468994
test epoch:91	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7192800045013428
Top-5 class_accuracy: 0.9065399765968323
Epoch:92	 lr:0.00020	 duration:1465.568
 train_loss:1.55898	 train_loss_div:1.55898Train Top-1 class_accuracy: 0.7176045179367065
Train Top-5 class_accuracy: 0.8886921405792236
test epoch:92	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7180399894714355
Top-5 class_accuracy: 0.9056599736213684
test epoch:92	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7196599841117859
Top-5 class_accuracy: 0.9062399864196777
test epoch:92	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7203199863433838
Top-5 class_accuracy: 0.906499981880188
test epoch:92	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7203800082206726
Top-5 class_accuracy: 0.9065600037574768
Epoch:93	 lr:0.00020	 duration:1499.253
 train_loss:1.55946	 train_loss_div:1.55946Train Top-1 class_accuracy: 0.7167896628379822
Train Top-5 class_accuracy: 0.8880208730697632
test epoch:93	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7188799977302551
Top-5 class_accuracy: 0.9062199592590332
test epoch:93	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7200199961662292
Top-5 class_accuracy: 0.9070199728012085
test epoch:93	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7203800082206726
Top-5 class_accuracy: 0.9068199992179871
test epoch:93	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7202799916267395
Top-5 class_accuracy: 0.9068799614906311
Epoch:94	 lr:0.00020	 duration:1479.254
 train_loss:1.55845	 train_loss_div:1.55845Train Top-1 class_accuracy: 0.7177013158798218
Train Top-5 class_accuracy: 0.8886484503746033
test epoch:94	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7192599773406982
Top-5 class_accuracy: 0.9062999486923218
test epoch:94	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7204999923706055
Top-5 class_accuracy: 0.9069399833679199
test epoch:94	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7205199599266052
Top-5 class_accuracy: 0.9070799946784973
test epoch:94	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7202199697494507
Top-5 class_accuracy: 0.9068799614906311
Epoch:95	 lr:0.00020	 duration:1420.396
 train_loss:1.55770	 train_loss_div:1.55770Train Top-1 class_accuracy: 0.7173516154289246
Train Top-5 class_accuracy: 0.8887826800346375
test epoch:95	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7201799750328064
Top-5 class_accuracy: 0.9065399765968323
test epoch:95	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.722059965133667
Top-5 class_accuracy: 0.9069599509239197
test epoch:95	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7218599915504456
Top-5 class_accuracy: 0.9066199660301208
test epoch:95	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7217400074005127
Top-5 class_accuracy: 0.9068399667739868
Epoch:96	 lr:0.00020	 duration:1447.484
 train_loss:1.55579	 train_loss_div:1.55579Train Top-1 class_accuracy: 0.7174109816551208
Train Top-5 class_accuracy: 0.8897693157196045
test epoch:96	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7197999954223633
Top-5 class_accuracy: 0.9065999984741211
test epoch:96	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7204599976539612
Top-5 class_accuracy: 0.9066599607467651
test epoch:96	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7207599878311157
Top-5 class_accuracy: 0.9069599509239197
test epoch:96	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7207799553871155
Top-5 class_accuracy: 0.9071999788284302
Epoch:97	 lr:0.00020	 duration:1388.735
 train_loss:1.55120	 train_loss_div:1.55120Train Top-1 class_accuracy: 0.7178230881690979
Train Top-5 class_accuracy: 0.8896350264549255
test epoch:97	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7196199893951416
Top-5 class_accuracy: 0.9067800045013428
test epoch:97	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.721340000629425
Top-5 class_accuracy: 0.907319962978363
test epoch:97	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7215399742126465
Top-5 class_accuracy: 0.9074999690055847
test epoch:97	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7212199568748474
Top-5 class_accuracy: 0.9071599841117859
Epoch:98	 lr:0.00020	 duration:1439.646
 train_loss:1.55453	 train_loss_div:1.55453Train Top-1 class_accuracy: 0.7169894576072693
Train Top-5 class_accuracy: 0.8893603086471558
test epoch:98	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7184399962425232
Top-5 class_accuracy: 0.9056199789047241
test epoch:98	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7200799584388733
Top-5 class_accuracy: 0.9066799879074097
test epoch:98	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7202399969100952
Top-5 class_accuracy: 0.9070999622344971
test epoch:98	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7202399969100952
Top-5 class_accuracy: 0.9071399569511414
Epoch:99	 lr:0.00020	 duration:1420.701
 train_loss:1.55474	 train_loss_div:1.55474Train Top-1 class_accuracy: 0.7169176340103149
Train Top-5 class_accuracy: 0.8886016011238098
test epoch:99	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7203800082206726
Top-5 class_accuracy: 0.9067800045013428
test epoch:99	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7215200066566467
Top-5 class_accuracy: 0.9074400067329407
test epoch:99	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7214599847793579
Top-5 class_accuracy: 0.9073999524116516
best_accuracy: 0.0 
test epoch:99	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7215399742126465
Top-5 class_accuracy: 0.9074199795722961
best_accuracy: 0.0 
best_accuracy: 0.9074999690055847 
best_accuracy: 0.0 
