Epoch:0	 lr:0.20000	 duration:1469.502
 train_loss:4.89719	 train_loss_div:4.89719Train Top-1 class_accuracy: 0.12023091316223145
Train Top-5 class_accuracy: 0.27301648259162903
test epoch:0	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.21397998929023743
Top-5 class_accuracy: 0.4408399760723114
test epoch:0	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2140199989080429
Top-5 class_accuracy: 0.4408800005912781
test epoch:0	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2141599953174591
Top-5 class_accuracy: 0.44091999530792236
test epoch:0	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.21412000060081482
Top-5 class_accuracy: 0.44077998399734497
Epoch:1	 lr:0.20000	 duration:1462.093
 train_loss:3.85630	 train_loss_div:3.85630Train Top-1 class_accuracy: 0.2918524146080017
Train Top-5 class_accuracy: 0.5330697894096375
test epoch:1	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.34586000442504883
Top-5 class_accuracy: 0.6105599999427795
test epoch:1	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.34577998518943787
Top-5 class_accuracy: 0.6109399795532227
test epoch:1	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3457399904727936
Top-5 class_accuracy: 0.6108799576759338
test epoch:1	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.34591999650001526
Top-5 class_accuracy: 0.6109799742698669
Epoch:2	 lr:0.20000	 duration:1538.498
 train_loss:3.62862	 train_loss_div:3.62862Train Top-1 class_accuracy: 0.366153359413147
Train Top-5 class_accuracy: 0.6177206635475159
test epoch:2	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.38161998987197876
Top-5 class_accuracy: 0.6518599987030029
test epoch:2	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3821599781513214
Top-5 class_accuracy: 0.6518599987030029
test epoch:2	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3822599947452545
Top-5 class_accuracy: 0.6522600054740906
test epoch:2	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3822599947452545
Top-5 class_accuracy: 0.6523999571800232
Epoch:3	 lr:0.20000	 duration:1416.586
 train_loss:3.61182	 train_loss_div:3.61182Train Top-1 class_accuracy: 0.40351927280426025
Train Top-5 class_accuracy: 0.6566101908683777
test epoch:3	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44909998774528503
Top-5 class_accuracy: 0.7152000069618225
test epoch:3	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4489399790763855
Top-5 class_accuracy: 0.7149800062179565
test epoch:3	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44895997643470764
Top-5 class_accuracy: 0.7149199843406677
test epoch:3	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44905999302864075
Top-5 class_accuracy: 0.7149800062179565
Epoch:4	 lr:0.20000	 duration:1400.659
 train_loss:3.66180	 train_loss_div:3.66180Train Top-1 class_accuracy: 0.4309442341327667
Train Top-5 class_accuracy: 0.6790615916252136
test epoch:4	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4521999955177307
Top-5 class_accuracy: 0.7133399844169617
test epoch:4	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4525199830532074
Top-5 class_accuracy: 0.7134400010108948
test epoch:4	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45249998569488525
Top-5 class_accuracy: 0.7132200002670288
test epoch:4	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4524399936199188
Top-5 class_accuracy: 0.7131800055503845
Epoch:5	 lr:0.20000	 duration:1308.732
 train_loss:3.73975	 train_loss_div:3.73975Train Top-1 class_accuracy: 0.44742920994758606
Train Top-5 class_accuracy: 0.696064829826355
test epoch:5	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4781000018119812
Top-5 class_accuracy: 0.7431600093841553
test epoch:5	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47811999917030334
Top-5 class_accuracy: 0.7432399988174438
test epoch:5	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4776799976825714
Top-5 class_accuracy: 0.7432399988174438
test epoch:5	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47783997654914856
Top-5 class_accuracy: 0.743399977684021
Epoch:6	 lr:0.20000	 duration:1447.493
 train_loss:3.59623	 train_loss_div:3.59623Train Top-1 class_accuracy: 0.4625622630119324
Train Top-5 class_accuracy: 0.7087501287460327
test epoch:6	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4878399968147278
Top-5 class_accuracy: 0.7467600107192993
test epoch:6	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4877399802207947
Top-5 class_accuracy: 0.7468199729919434
test epoch:6	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48721998929977417
Top-5 class_accuracy: 0.7468400001525879
test epoch:6	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48697999119758606
Top-5 class_accuracy: 0.746679961681366
Epoch:7	 lr:0.20000	 duration:1381.037
 train_loss:3.49617	 train_loss_div:3.49617Train Top-1 class_accuracy: 0.47205984592437744
Train Top-5 class_accuracy: 0.7187972068786621
test epoch:7	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4639799892902374
Top-5 class_accuracy: 0.7275999784469604
test epoch:7	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4642599821090698
Top-5 class_accuracy: 0.7287200093269348
test epoch:7	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4635999798774719
Top-5 class_accuracy: 0.728879988193512
test epoch:7	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46361997723579407
Top-5 class_accuracy: 0.7289999723434448
Epoch:8	 lr:0.20000	 duration:1414.407
 train_loss:3.44069	 train_loss_div:3.44069Train Top-1 class_accuracy: 0.47651827335357666
Train Top-5 class_accuracy: 0.7233836650848389
test epoch:8	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4681999981403351
Top-5 class_accuracy: 0.7279599905014038
test epoch:8	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4681999981403351
Top-5 class_accuracy: 0.7279799580574036
test epoch:8	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4681199789047241
Top-5 class_accuracy: 0.727840006351471
test epoch:8	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46785998344421387
Top-5 class_accuracy: 0.7273799777030945
Epoch:9	 lr:0.20000	 duration:1409.147
 train_loss:3.39256	 train_loss_div:3.39256Train Top-1 class_accuracy: 0.48288121819496155
Train Top-5 class_accuracy: 0.7274518013000488
test epoch:9	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4781799912452698
Top-5 class_accuracy: 0.7403799891471863
test epoch:9	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47849997878074646
Top-5 class_accuracy: 0.7412799596786499
test epoch:9	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4783799946308136
Top-5 class_accuracy: 0.7410799860954285
test epoch:9	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47835999727249146
Top-5 class_accuracy: 0.7405799627304077
Epoch:10	 lr:0.20000	 duration:1450.757
 train_loss:3.34582	 train_loss_div:3.34582Train Top-1 class_accuracy: 0.4878704249858856
Train Top-5 class_accuracy: 0.7324222922325134
test epoch:10	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5066800117492676
Top-5 class_accuracy: 0.7644000053405762
test epoch:10	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5069999694824219
Top-5 class_accuracy: 0.7646999955177307
test epoch:10	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5069400072097778
Top-5 class_accuracy: 0.7641800045967102
test epoch:10	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5069400072097778
Top-5 class_accuracy: 0.7644000053405762
Epoch:11	 lr:0.20000	 duration:1402.246
 train_loss:3.29937	 train_loss_div:3.29937Train Top-1 class_accuracy: 0.4921165406703949
Train Top-5 class_accuracy: 0.7364873290061951
test epoch:11	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49041998386383057
Top-5 class_accuracy: 0.7511000037193298
test epoch:11	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4912000000476837
Top-5 class_accuracy: 0.7515199780464172
test epoch:11	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4914399981498718
Top-5 class_accuracy: 0.7515000104904175
test epoch:11	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49087998270988464
Top-5 class_accuracy: 0.7511199712753296
Epoch:12	 lr:0.20000	 duration:1494.122
 train_loss:3.28125	 train_loss_div:3.28125Train Top-1 class_accuracy: 0.4934840500354767
Train Top-5 class_accuracy: 0.738201379776001
test epoch:12	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4963800013065338
Top-5 class_accuracy: 0.756119966506958
test epoch:12	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49699997901916504
Top-5 class_accuracy: 0.7569400072097778
test epoch:12	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49709999561309814
Top-5 class_accuracy: 0.7572199702262878
test epoch:12	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49699997901916504
Top-5 class_accuracy: 0.7569400072097778
Epoch:13	 lr:0.20000	 duration:1484.435
 train_loss:3.25181	 train_loss_div:3.25181Train Top-1 class_accuracy: 0.4971213638782501
Train Top-5 class_accuracy: 0.7409332394599915
test epoch:13	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.507099986076355
Top-5 class_accuracy: 0.7617799639701843
test epoch:13	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5081200003623962
Top-5 class_accuracy: 0.7629199624061584
test epoch:13	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5075799822807312
Top-5 class_accuracy: 0.7627399563789368
test epoch:13	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5075399875640869
Top-5 class_accuracy: 0.762939989566803
Epoch:14	 lr:0.20000	 duration:1471.149
 train_loss:3.22970	 train_loss_div:3.22970Train Top-1 class_accuracy: 0.4996596574783325
Train Top-5 class_accuracy: 0.7424755692481995
test epoch:14	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5020999908447266
Top-5 class_accuracy: 0.7609399557113647
test epoch:14	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5039199590682983
Top-5 class_accuracy: 0.7619999647140503
test epoch:14	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5036999583244324
Top-5 class_accuracy: 0.7618799805641174
test epoch:14	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5037599802017212
Top-5 class_accuracy: 0.7618799805641174
Epoch:15	 lr:0.20000	 duration:1443.679
 train_loss:3.20751	 train_loss_div:3.20751Train Top-1 class_accuracy: 0.5021979808807373
Train Top-5 class_accuracy: 0.7447547316551208
test epoch:15	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5112999677658081
Top-5 class_accuracy: 0.7676399946212769
test epoch:15	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5124799609184265
Top-5 class_accuracy: 0.7689399719238281
test epoch:15	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5127400159835815
Top-5 class_accuracy: 0.7686399817466736
test epoch:15	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5127400159835815
Top-5 class_accuracy: 0.7684199810028076
Epoch:16	 lr:0.20000	 duration:1524.728
 train_loss:3.19689	 train_loss_div:3.19689Train Top-1 class_accuracy: 0.5033438205718994
Train Top-5 class_accuracy: 0.7455103397369385
test epoch:16	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5111600160598755
Top-5 class_accuracy: 0.7665199637413025
test epoch:16	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5115799903869629
Top-5 class_accuracy: 0.7673199772834778
test epoch:16	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5115199685096741
Top-5 class_accuracy: 0.7678999900817871
test epoch:16	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5116400122642517
Top-5 class_accuracy: 0.7679399847984314
Epoch:17	 lr:0.20000	 duration:1356.579
 train_loss:3.18320	 train_loss_div:3.18320Train Top-1 class_accuracy: 0.50406813621521
Train Top-5 class_accuracy: 0.7471369504928589
test epoch:17	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5160799622535706
Top-5 class_accuracy: 0.7688999772071838
test epoch:17	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5169199705123901
Top-5 class_accuracy: 0.7700600028038025
test epoch:17	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.517799973487854
Top-5 class_accuracy: 0.7708399891853333
test epoch:17	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5178599953651428
Top-5 class_accuracy: 0.7713199853897095
Epoch:18	 lr:0.20000	 duration:1420.333
 train_loss:3.15555	 train_loss_div:3.15555Train Top-1 class_accuracy: 0.5084079504013062
Train Top-5 class_accuracy: 0.7506088018417358
test epoch:18	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5092399716377258
Top-5 class_accuracy: 0.7676399946212769
test epoch:18	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5098000168800354
Top-5 class_accuracy: 0.768559992313385
test epoch:18	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5106599926948547
Top-5 class_accuracy: 0.7684800028800964
test epoch:18	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5102399587631226
Top-5 class_accuracy: 0.7687599658966064
Epoch:19	 lr:0.20000	 duration:1471.818
 train_loss:3.14918	 train_loss_div:3.14918Train Top-1 class_accuracy: 0.5101220011711121
Train Top-5 class_accuracy: 0.7502809762954712
test epoch:19	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.521399974822998
Top-5 class_accuracy: 0.7756399512290955
test epoch:19	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5220999717712402
Top-5 class_accuracy: 0.7771999835968018
test epoch:19	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5228399634361267
Top-5 class_accuracy: 0.7775599956512451
test epoch:19	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5232799649238586
Top-5 class_accuracy: 0.7781999707221985
Epoch:20	 lr:0.20000	 duration:1425.953
 train_loss:3.14280	 train_loss_div:3.14280Train Top-1 class_accuracy: 0.5092165470123291
Train Top-5 class_accuracy: 0.7507117986679077
test epoch:20	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5270199775695801
Top-5 class_accuracy: 0.7796799540519714
test epoch:20	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5284599661827087
Top-5 class_accuracy: 0.7807799577713013
test epoch:20	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5287399888038635
Top-5 class_accuracy: 0.7809000015258789
test epoch:20	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5281599760055542
Top-5 class_accuracy: 0.7804799675941467
Epoch:21	 lr:0.20000	 duration:1421.860
 train_loss:3.13131	 train_loss_div:3.13131Train Top-1 class_accuracy: 0.5101407170295715
Train Top-5 class_accuracy: 0.7525101900100708
test epoch:21	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.524179995059967
Top-5 class_accuracy: 0.778719961643219
test epoch:21	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5248000025749207
Top-5 class_accuracy: 0.7801799774169922
test epoch:21	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5249999761581421
Top-5 class_accuracy: 0.7805399894714355
test epoch:21	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5250599980354309
Top-5 class_accuracy: 0.7802000045776367
Epoch:22	 lr:0.20000	 duration:1365.715
 train_loss:3.12433	 train_loss_div:3.12433Train Top-1 class_accuracy: 0.5097629427909851
Train Top-5 class_accuracy: 0.7535123825073242
test epoch:22	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5121399760246277
Top-5 class_accuracy: 0.7684800028800964
test epoch:22	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5127599835395813
Top-5 class_accuracy: 0.7698400020599365
test epoch:22	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5134199857711792
Top-5 class_accuracy: 0.7695599794387817
test epoch:22	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5133000016212463
Top-5 class_accuracy: 0.7697399854660034
Epoch:23	 lr:0.20000	 duration:1496.190
 train_loss:3.11730	 train_loss_div:3.11730Train Top-1 class_accuracy: 0.5116862058639526
Train Top-5 class_accuracy: 0.7539495229721069
test epoch:23	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48311999440193176
Top-5 class_accuracy: 0.7422800064086914
test epoch:23	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.484279990196228
Top-5 class_accuracy: 0.7430399656295776
test epoch:23	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4847799837589264
Top-5 class_accuracy: 0.7433199882507324
test epoch:23	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48443999886512756
Top-5 class_accuracy: 0.7433199882507324
Epoch:24	 lr:0.20000	 duration:1467.875
 train_loss:3.10679	 train_loss_div:3.10679Train Top-1 class_accuracy: 0.5145023465156555
Train Top-5 class_accuracy: 0.7536372542381287
test epoch:24	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5307599902153015
Top-5 class_accuracy: 0.7793399691581726
test epoch:24	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5324400067329407
Top-5 class_accuracy: 0.7810399532318115
test epoch:24	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5325799584388733
Top-5 class_accuracy: 0.7814599871635437
test epoch:24	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5329799652099609
Top-5 class_accuracy: 0.7814799547195435
Epoch:25	 lr:0.20000	 duration:1475.652
 train_loss:3.10620	 train_loss_div:3.10620Train Top-1 class_accuracy: 0.5133846402168274
Train Top-5 class_accuracy: 0.7539900541305542
test epoch:25	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5048400163650513
Top-5 class_accuracy: 0.7664799690246582
test epoch:25	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.505840003490448
Top-5 class_accuracy: 0.767579972743988
test epoch:25	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5063999891281128
Top-5 class_accuracy: 0.7675199508666992
test epoch:25	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5062000155448914
Top-5 class_accuracy: 0.7672799825668335
Epoch:26	 lr:0.20000	 duration:1469.589
 train_loss:3.09256	 train_loss_div:3.09256Train Top-1 class_accuracy: 0.516531765460968
Train Top-5 class_accuracy: 0.7549235820770264
test epoch:26	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5110799670219421
Top-5 class_accuracy: 0.7672199606895447
test epoch:26	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5126199722290039
Top-5 class_accuracy: 0.7698400020599365
test epoch:26	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5142399668693542
Top-5 class_accuracy: 0.7704399824142456
test epoch:26	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5144999623298645
Top-5 class_accuracy: 0.7702199816703796
Epoch:27	 lr:0.20000	 duration:1387.591
 train_loss:3.08739	 train_loss_div:3.08739Train Top-1 class_accuracy: 0.5157012939453125
Train Top-5 class_accuracy: 0.7557447552680969
test epoch:27	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.530519962310791
Top-5 class_accuracy: 0.7831599712371826
test epoch:27	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5317999720573425
Top-5 class_accuracy: 0.7843199968338013
test epoch:27	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.532539963722229
Top-5 class_accuracy: 0.7848199605941772
test epoch:27	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5323399901390076
Top-5 class_accuracy: 0.7849400043487549
Epoch:28	 lr:0.20000	 duration:1436.750
 train_loss:3.07732	 train_loss_div:3.07732Train Top-1 class_accuracy: 0.5176339149475098
Train Top-5 class_accuracy: 0.7580426335334778
test epoch:28	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5275599956512451
Top-5 class_accuracy: 0.782260000705719
test epoch:28	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5288599729537964
Top-5 class_accuracy: 0.7833600044250488
test epoch:28	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5297600030899048
Top-5 class_accuracy: 0.7828399538993835
test epoch:28	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5298599600791931
Top-5 class_accuracy: 0.7828399538993835
Epoch:29	 lr:0.20000	 duration:1455.473
 train_loss:3.08139	 train_loss_div:3.08139Train Top-1 class_accuracy: 0.5160697102546692
Train Top-5 class_accuracy: 0.7563660144805908
test epoch:29	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5279600024223328
Top-5 class_accuracy: 0.7813199758529663
test epoch:29	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.528659999370575
Top-5 class_accuracy: 0.782319962978363
test epoch:29	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5283799767494202
Top-5 class_accuracy: 0.7820599675178528
test epoch:29	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5285800099372864
Top-5 class_accuracy: 0.7817599773406982
Epoch:30	 lr:0.02000	 duration:1504.114
 train_loss:2.27778	 train_loss_div:2.27778Train Top-1 class_accuracy: 0.6117011904716492
Train Top-5 class_accuracy: 0.822699248790741
test epoch:30	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6632199883460999
Top-5 class_accuracy: 0.8729400038719177
test epoch:30	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6645599603652954
Top-5 class_accuracy: 0.8741199970245361
test epoch:30	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6655600070953369
Top-5 class_accuracy: 0.8746799826622009
test epoch:30	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6656999588012695
Top-5 class_accuracy: 0.8747599720954895
Epoch:31	 lr:0.02000	 duration:1431.689
 train_loss:2.10371	 train_loss_div:2.10371Train Top-1 class_accuracy: 0.6320513486862183
Train Top-5 class_accuracy: 0.8376980423927307
test epoch:31	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6732199788093567
Top-5 class_accuracy: 0.8786599636077881
test epoch:31	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6756199598312378
Top-5 class_accuracy: 0.8801599740982056
test epoch:31	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6756599545478821
Top-5 class_accuracy: 0.8808799982070923
test epoch:31	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6764199733734131
Top-5 class_accuracy: 0.8810199499130249
Epoch:32	 lr:0.02000	 duration:1475.980
 train_loss:2.03247	 train_loss_div:2.03247Train Top-1 class_accuracy: 0.6430413126945496
Train Top-5 class_accuracy: 0.8440391421318054
test epoch:32	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6753999590873718
Top-5 class_accuracy: 0.8808599710464478
test epoch:32	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6780999898910522
Top-5 class_accuracy: 0.8825599551200867
test epoch:32	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6789599657058716
Top-5 class_accuracy: 0.8828999996185303
test epoch:32	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.679419994354248
Top-5 class_accuracy: 0.883080005645752
Epoch:33	 lr:0.02000	 duration:1405.818
 train_loss:1.99055	 train_loss_div:1.99055Train Top-1 class_accuracy: 0.6476683616638184
Train Top-5 class_accuracy: 0.8479699492454529
test epoch:33	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6774399876594543
Top-5 class_accuracy: 0.8834799528121948
test epoch:33	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6801199913024902
Top-5 class_accuracy: 0.8849200010299683
test epoch:33	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6815199851989746
Top-5 class_accuracy: 0.8853999972343445
test epoch:33	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6823999881744385
Top-5 class_accuracy: 0.8854399919509888
Epoch:34	 lr:0.02000	 duration:1577.697
 train_loss:1.95466	 train_loss_div:1.95466Train Top-1 class_accuracy: 0.6538345813751221
Train Top-5 class_accuracy: 0.8520662188529968
test epoch:34	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6825000047683716
Top-5 class_accuracy: 0.8839199542999268
test epoch:34	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6847800016403198
Top-5 class_accuracy: 0.8849999904632568
test epoch:34	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.685759961605072
Top-5 class_accuracy: 0.8855999708175659
test epoch:34	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6864999532699585
Top-5 class_accuracy: 0.8857799768447876
Epoch:35	 lr:0.02000	 duration:1473.237
 train_loss:1.94505	 train_loss_div:1.94505Train Top-1 class_accuracy: 0.6553987860679626
Train Top-5 class_accuracy: 0.8524564504623413
test epoch:35	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6807799935340881
Top-5 class_accuracy: 0.8840399980545044
test epoch:35	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6830199956893921
Top-5 class_accuracy: 0.8860200047492981
test epoch:35	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6844199895858765
Top-5 class_accuracy: 0.8869199752807617
test epoch:35	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6847800016403198
Top-5 class_accuracy: 0.8873599767684937
Epoch:36	 lr:0.02000	 duration:1543.109
 train_loss:1.92913	 train_loss_div:1.92913Train Top-1 class_accuracy: 0.6588706374168396
Train Top-5 class_accuracy: 0.854101836681366
test epoch:36	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6809799671173096
Top-5 class_accuracy: 0.8837999701499939
test epoch:36	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.683459997177124
Top-5 class_accuracy: 0.8858000040054321
test epoch:36	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6847800016403198
Top-5 class_accuracy: 0.8860399723052979
test epoch:36	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6851399540901184
Top-5 class_accuracy: 0.8862999677658081
Epoch:37	 lr:0.02000	 duration:1524.016
 train_loss:1.92192	 train_loss_div:1.92192Train Top-1 class_accuracy: 0.6594513654708862
Train Top-5 class_accuracy: 0.8551821112632751
test epoch:37	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6833399534225464
Top-5 class_accuracy: 0.884660005569458
test epoch:37	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6854999661445618
Top-5 class_accuracy: 0.8863799571990967
test epoch:37	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6873999834060669
Top-5 class_accuracy: 0.8872199654579163
test epoch:37	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6875999569892883
Top-5 class_accuracy: 0.8876999616622925
Epoch:38	 lr:0.02000	 duration:1396.817
 train_loss:1.91807	 train_loss_div:1.91807Train Top-1 class_accuracy: 0.6603567600250244
Train Top-5 class_accuracy: 0.8558908700942993
test epoch:38	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.679419994354248
Top-5 class_accuracy: 0.882860004901886
test epoch:38	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6826199889183044
Top-5 class_accuracy: 0.8852799534797668
test epoch:38	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6844800114631653
Top-5 class_accuracy: 0.8861199617385864
test epoch:38	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6847800016403198
Top-5 class_accuracy: 0.886419951915741
Epoch:39	 lr:0.02000	 duration:1410.865
 train_loss:1.92247	 train_loss_div:1.92247Train Top-1 class_accuracy: 0.6596698760986328
Train Top-5 class_accuracy: 0.8560094833374023
test epoch:39	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6757400035858154
Top-5 class_accuracy: 0.8792199492454529
test epoch:39	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6793199777603149
Top-5 class_accuracy: 0.8812399506568909
test epoch:39	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6810799837112427
Top-5 class_accuracy: 0.8820599913597107
test epoch:39	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.681939959526062
Top-5 class_accuracy: 0.8824399709701538
Epoch:40	 lr:0.02000	 duration:1418.221
 train_loss:1.91868	 train_loss_div:1.91868Train Top-1 class_accuracy: 0.6606408953666687
Train Top-5 class_accuracy: 0.8565309047698975
test epoch:40	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6805399656295776
Top-5 class_accuracy: 0.8853600025177002
test epoch:40	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6835799813270569
Top-5 class_accuracy: 0.886959969997406
test epoch:40	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6852999925613403
Top-5 class_accuracy: 0.887999951839447
test epoch:40	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.685539960861206
Top-5 class_accuracy: 0.8881999850273132
Epoch:41	 lr:0.02000	 duration:1434.138
 train_loss:1.92030	 train_loss_div:1.92030Train Top-1 class_accuracy: 0.6607220768928528
Train Top-5 class_accuracy: 0.8573644757270813
test epoch:41	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.675279974937439
Top-5 class_accuracy: 0.880899965763092
test epoch:41	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6776399612426758
Top-5 class_accuracy: 0.8820599913597107
test epoch:41	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6791999936103821
Top-5 class_accuracy: 0.8827599883079529
test epoch:41	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6802399754524231
Top-5 class_accuracy: 0.8834199905395508
Epoch:42	 lr:0.02000	 duration:1422.561
 train_loss:1.91825	 train_loss_div:1.91825Train Top-1 class_accuracy: 0.6612122654914856
Train Top-5 class_accuracy: 0.8578671813011169
test epoch:42	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6764799952507019
Top-5 class_accuracy: 0.8848599791526794
test epoch:42	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6792599558830261
Top-5 class_accuracy: 0.8868799805641174
test epoch:42	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6811000108718872
Top-5 class_accuracy: 0.8878999948501587
test epoch:42	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6815999746322632
Top-5 class_accuracy: 0.8885799646377563
Epoch:43	 lr:0.02000	 duration:1491.031
 train_loss:1.92267	 train_loss_div:1.92267Train Top-1 class_accuracy: 0.6608781814575195
Train Top-5 class_accuracy: 0.8564965128898621
test epoch:43	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6776999831199646
Top-5 class_accuracy: 0.881879985332489
test epoch:43	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6811800003051758
Top-5 class_accuracy: 0.8834199905395508
test epoch:43	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6823399662971497
Top-5 class_accuracy: 0.884119987487793
test epoch:43	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6826599836349487
Top-5 class_accuracy: 0.8847799897193909
Epoch:44	 lr:0.02000	 duration:1410.112
 train_loss:1.92737	 train_loss_div:1.92737Train Top-1 class_accuracy: 0.6604754328727722
Train Top-5 class_accuracy: 0.856153130531311
test epoch:44	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6797800064086914
Top-5 class_accuracy: 0.8833199739456177
test epoch:44	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6828199625015259
Top-5 class_accuracy: 0.8850399851799011
test epoch:44	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6843400001525879
Top-5 class_accuracy: 0.886199951171875
test epoch:44	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6846599578857422
Top-5 class_accuracy: 0.8870199918746948
Epoch:45	 lr:0.02000	 duration:1437.106
 train_loss:1.93248	 train_loss_div:1.93248Train Top-1 class_accuracy: 0.6596511602401733
Train Top-5 class_accuracy: 0.8562686443328857
test epoch:45	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6778799891471863
Top-5 class_accuracy: 0.8822399973869324
test epoch:45	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6797800064086914
Top-5 class_accuracy: 0.8845399618148804
test epoch:45	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6823399662971497
Top-5 class_accuracy: 0.8852399587631226
test epoch:45	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.683139979839325
Top-5 class_accuracy: 0.8858399987220764
Epoch:46	 lr:0.02000	 duration:1497.285
 train_loss:1.93489	 train_loss_div:1.93489Train Top-1 class_accuracy: 0.6595512628555298
Train Top-5 class_accuracy: 0.8569086790084839
test epoch:46	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6771399974822998
Top-5 class_accuracy: 0.8809599876403809
test epoch:46	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6804800033569336
Top-5 class_accuracy: 0.8832399845123291
test epoch:46	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6818000078201294
Top-5 class_accuracy: 0.8842999935150146
test epoch:46	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6825799942016602
Top-5 class_accuracy: 0.8845599889755249
Epoch:47	 lr:0.02000	 duration:1488.287
 train_loss:1.93195	 train_loss_div:1.93195Train Top-1 class_accuracy: 0.6611467003822327
Train Top-5 class_accuracy: 0.8559532761573792
test epoch:47	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6815800070762634
Top-5 class_accuracy: 0.8840000033378601
test epoch:47	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6841999888420105
Top-5 class_accuracy: 0.8856799602508545
test epoch:47	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.685479998588562
Top-5 class_accuracy: 0.8862800002098083
test epoch:47	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6857199668884277
Top-5 class_accuracy: 0.88673996925354
Epoch:48	 lr:0.02000	 duration:1561.606
 train_loss:1.93093	 train_loss_div:1.93093Train Top-1 class_accuracy: 0.6605690717697144
Train Top-5 class_accuracy: 0.8575330972671509
test epoch:48	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6771799921989441
Top-5 class_accuracy: 0.8809399604797363
test epoch:48	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6797400116920471
Top-5 class_accuracy: 0.8833400011062622
test epoch:48	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6814199686050415
Top-5 class_accuracy: 0.8835200071334839
test epoch:48	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6826599836349487
Top-5 class_accuracy: 0.884179949760437
Epoch:49	 lr:0.02000	 duration:1374.538
 train_loss:1.93109	 train_loss_div:1.93109Train Top-1 class_accuracy: 0.6614463925361633
Train Top-5 class_accuracy: 0.8570085763931274
test epoch:49	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6747399568557739
Top-5 class_accuracy: 0.8822599649429321
test epoch:49	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6786400079727173
Top-5 class_accuracy: 0.8850599527359009
test epoch:49	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6789799928665161
Top-5 class_accuracy: 0.8861199617385864
test epoch:49	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6793599724769592
Top-5 class_accuracy: 0.8866399526596069
Epoch:50	 lr:0.02000	 duration:1424.786
 train_loss:1.93373	 train_loss_div:1.93373Train Top-1 class_accuracy: 0.6604629158973694
Train Top-5 class_accuracy: 0.8572739362716675
test epoch:50	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6724199652671814
Top-5 class_accuracy: 0.8796199560165405
test epoch:50	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.675000011920929
Top-5 class_accuracy: 0.8812399506568909
test epoch:50	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6761999726295471
Top-5 class_accuracy: 0.8822000026702881
test epoch:50	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6761400103569031
Top-5 class_accuracy: 0.8827999830245972
Epoch:51	 lr:0.02000	 duration:1516.642
 train_loss:1.93122	 train_loss_div:1.93122Train Top-1 class_accuracy: 0.6612809300422668
Train Top-5 class_accuracy: 0.8581512570381165
test epoch:51	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.674079954624176
Top-5 class_accuracy: 0.8795199990272522
test epoch:51	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6774399876594543
Top-5 class_accuracy: 0.8812599778175354
test epoch:51	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6784999966621399
Top-5 class_accuracy: 0.8820799589157104
test epoch:51	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6794399619102478
Top-5 class_accuracy: 0.8821399807929993
Epoch:52	 lr:0.02000	 duration:1442.718
 train_loss:1.92842	 train_loss_div:1.92842Train Top-1 class_accuracy: 0.6630074977874756
Train Top-5 class_accuracy: 0.8572677373886108
test epoch:52	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6771599650382996
Top-5 class_accuracy: 0.8798799514770508
test epoch:52	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6795799732208252
Top-5 class_accuracy: 0.8819999694824219
test epoch:52	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6808599829673767
Top-5 class_accuracy: 0.8833400011062622
test epoch:52	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6810399889945984
Top-5 class_accuracy: 0.8835799694061279
Epoch:53	 lr:0.02000	 duration:1302.044
 train_loss:1.92885	 train_loss_div:1.92885Train Top-1 class_accuracy: 0.6622051000595093
Train Top-5 class_accuracy: 0.8580732345581055
test epoch:53	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6644200086593628
Top-5 class_accuracy: 0.8747400045394897
test epoch:53	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6674599647521973
Top-5 class_accuracy: 0.8768999576568604
test epoch:53	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6688399910926819
Top-5 class_accuracy: 0.8777399659156799
test epoch:53	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6692599654197693
Top-5 class_accuracy: 0.8779199719429016
Epoch:54	 lr:0.02000	 duration:1359.474
 train_loss:1.93273	 train_loss_div:1.93273Train Top-1 class_accuracy: 0.6628482341766357
Train Top-5 class_accuracy: 0.857283353805542
test epoch:54	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.664680004119873
Top-5 class_accuracy: 0.8747400045394897
test epoch:54	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6672199964523315
Top-5 class_accuracy: 0.8764399886131287
test epoch:54	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6685199737548828
Top-5 class_accuracy: 0.877299964427948
test epoch:54	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6692000031471252
Top-5 class_accuracy: 0.8779399991035461
Epoch:55	 lr:0.02000	 duration:1336.842
 train_loss:1.93023	 train_loss_div:1.93023Train Top-1 class_accuracy: 0.6611185669898987
Train Top-5 class_accuracy: 0.8574300408363342
test epoch:55	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6785799860954285
Top-5 class_accuracy: 0.8836399912834167
test epoch:55	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6816200017929077
Top-5 class_accuracy: 0.8854999542236328
test epoch:55	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6828199625015259
Top-5 class_accuracy: 0.8862999677658081
test epoch:55	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6834999918937683
Top-5 class_accuracy: 0.8860999941825867
Epoch:56	 lr:0.02000	 duration:1257.617
 train_loss:1.92808	 train_loss_div:1.92808Train Top-1 class_accuracy: 0.6612403392791748
Train Top-5 class_accuracy: 0.8571865558624268
test epoch:56	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6723999977111816
Top-5 class_accuracy: 0.8813199996948242
test epoch:56	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6762599945068359
Top-5 class_accuracy: 0.8838199973106384
test epoch:56	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6776999831199646
Top-5 class_accuracy: 0.8852399587631226
test epoch:56	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6784600019454956
Top-5 class_accuracy: 0.8854799866676331
Epoch:57	 lr:0.02000	 duration:1223.205
 train_loss:1.92288	 train_loss_div:1.92288Train Top-1 class_accuracy: 0.6627826690673828
Train Top-5 class_accuracy: 0.8587538599967957
test epoch:57	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6751999855041504
Top-5 class_accuracy: 0.8823399543762207
test epoch:57	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6780200004577637
Top-5 class_accuracy: 0.8838199973106384
test epoch:57	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6794599890708923
Top-5 class_accuracy: 0.8844599723815918
test epoch:57	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6804599761962891
Top-5 class_accuracy: 0.8847799897193909
Epoch:58	 lr:0.02000	 duration:1298.363
 train_loss:1.92091	 train_loss_div:1.92091Train Top-1 class_accuracy: 0.6634133458137512
Train Top-5 class_accuracy: 0.8583229780197144
test epoch:58	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6754199862480164
Top-5 class_accuracy: 0.882319986820221
test epoch:58	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6784200072288513
Top-5 class_accuracy: 0.8844599723815918
test epoch:58	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6800000071525574
Top-5 class_accuracy: 0.8857199549674988
test epoch:58	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6804400086402893
Top-5 class_accuracy: 0.8862599730491638
Epoch:59	 lr:0.02000	 duration:1304.729
 train_loss:1.92030	 train_loss_div:1.92030Train Top-1 class_accuracy: 0.6634289622306824
Train Top-5 class_accuracy: 0.8583136200904846
test epoch:59	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6703000068664551
Top-5 class_accuracy: 0.8796199560165405
test epoch:59	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.673259973526001
Top-5 class_accuracy: 0.8812800049781799
test epoch:59	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6748799681663513
Top-5 class_accuracy: 0.8822000026702881
test epoch:59	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6755799651145935
Top-5 class_accuracy: 0.8823399543762207
Epoch:60	 lr:0.00200	 duration:1291.275
 train_loss:1.69522	 train_loss_div:1.69522Train Top-1 class_accuracy: 0.6948003172874451
Train Top-5 class_accuracy: 0.875757098197937
test epoch:60	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7090199589729309
Top-5 class_accuracy: 0.9004799723625183
test epoch:60	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7118799686431885
Top-5 class_accuracy: 0.9018999934196472
test epoch:60	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7137199640274048
Top-5 class_accuracy: 0.902899980545044
test epoch:60	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7144799828529358
Top-5 class_accuracy: 0.9031399488449097
Epoch:61	 lr:0.00200	 duration:1240.994
 train_loss:1.63741	 train_loss_div:1.63741Train Top-1 class_accuracy: 0.7029616236686707
Train Top-5 class_accuracy: 0.8808774352073669
test epoch:61	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7113800048828125
Top-5 class_accuracy: 0.9003199934959412
test epoch:61	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7145999670028687
Top-5 class_accuracy: 0.9025799632072449
test epoch:61	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7158799767494202
Top-5 class_accuracy: 0.9036799669265747
test epoch:61	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7163400053977966
Top-5 class_accuracy: 0.9045599699020386
Epoch:62	 lr:0.00200	 duration:1286.776
 train_loss:1.62186	 train_loss_div:1.62186Train Top-1 class_accuracy: 0.7047163248062134
Train Top-5 class_accuracy: 0.8826102018356323
test epoch:62	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7126799821853638
Top-5 class_accuracy: 0.9025599956512451
test epoch:62	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7158600091934204
Top-5 class_accuracy: 0.9042800068855286
test epoch:62	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7173399925231934
Top-5 class_accuracy: 0.9049999713897705
test epoch:62	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7184199690818787
Top-5 class_accuracy: 0.9054200053215027
Epoch:63	 lr:0.00200	 duration:1275.157
 train_loss:1.60378	 train_loss_div:1.60378Train Top-1 class_accuracy: 0.7082474231719971
Train Top-5 class_accuracy: 0.8838496804237366
test epoch:63	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7130799889564514
Top-5 class_accuracy: 0.9024999737739563
test epoch:63	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7164999842643738
Top-5 class_accuracy: 0.90447998046875
test epoch:63	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7176199555397034
Top-5 class_accuracy: 0.9056800007820129
test epoch:63	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7182599902153015
Top-5 class_accuracy: 0.9059799909591675
Epoch:64	 lr:0.00200	 duration:1294.505
 train_loss:1.59788	 train_loss_div:1.59788Train Top-1 class_accuracy: 0.7090248465538025
Train Top-5 class_accuracy: 0.8846614360809326
test epoch:64	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7130199670791626
Top-5 class_accuracy: 0.9037399888038635
test epoch:64	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7156800031661987
Top-5 class_accuracy: 0.9051399827003479
test epoch:64	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7171399593353271
Top-5 class_accuracy: 0.9063599705696106
test epoch:64	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7178800106048584
Top-5 class_accuracy: 0.9065199494361877
Epoch:65	 lr:0.00200	 duration:1315.216
 train_loss:1.58832	 train_loss_div:1.58832Train Top-1 class_accuracy: 0.7103174328804016
Train Top-5 class_accuracy: 0.8860071301460266
test epoch:65	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7145599722862244
Top-5 class_accuracy: 0.9035799503326416
test epoch:65	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7174400091171265
Top-5 class_accuracy: 0.9053599834442139
test epoch:65	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7185999751091003
Top-5 class_accuracy: 0.9062399864196777
test epoch:65	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7190200090408325
Top-5 class_accuracy: 0.9068199992179871
Epoch:66	 lr:0.00200	 duration:1292.335
 train_loss:1.57661	 train_loss_div:1.57661Train Top-1 class_accuracy: 0.7123624682426453
Train Top-5 class_accuracy: 0.8873340487480164
test epoch:66	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7150799632072449
Top-5 class_accuracy: 0.9040600061416626
test epoch:66	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7174999713897705
Top-5 class_accuracy: 0.9054999947547913
test epoch:66	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7191999554634094
Top-5 class_accuracy: 0.9065600037574768
test epoch:66	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7199400067329407
Top-5 class_accuracy: 0.9072399735450745
Epoch:67	 lr:0.00200	 duration:1300.259
 train_loss:1.57058	 train_loss_div:1.57058Train Top-1 class_accuracy: 0.7140046954154968
Train Top-5 class_accuracy: 0.8876587152481079
test epoch:67	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7157399654388428
Top-5 class_accuracy: 0.9035999774932861
test epoch:67	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7181400060653687
Top-5 class_accuracy: 0.9052000045776367
test epoch:67	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7198799848556519
Top-5 class_accuracy: 0.9063999652862549
test epoch:67	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7206199765205383
Top-5 class_accuracy: 0.9067399501800537
Epoch:68	 lr:0.00200	 duration:1216.610
 train_loss:1.56343	 train_loss_div:1.56343Train Top-1 class_accuracy: 0.7145261168479919
Train Top-5 class_accuracy: 0.8880677223205566
test epoch:68	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7171199917793274
Top-5 class_accuracy: 0.905019998550415
test epoch:68	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7199199795722961
Top-5 class_accuracy: 0.9073999524116516
test epoch:68	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7209999561309814
Top-5 class_accuracy: 0.9081999659538269
test epoch:68	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7218599915504456
Top-5 class_accuracy: 0.9085599780082703
Epoch:69	 lr:0.00200	 duration:1293.822
 train_loss:1.56452	 train_loss_div:1.56452Train Top-1 class_accuracy: 0.7151005864143372
Train Top-5 class_accuracy: 0.8876836895942688
test epoch:69	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7172999978065491
Top-5 class_accuracy: 0.9047999978065491
test epoch:69	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.720579981803894
Top-5 class_accuracy: 0.9063999652862549
test epoch:69	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7226999998092651
Top-5 class_accuracy: 0.9077199697494507
test epoch:69	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7232399582862854
Top-5 class_accuracy: 0.9082599878311157
Epoch:70	 lr:0.00200	 duration:1308.397
 train_loss:1.56266	 train_loss_div:1.56266Train Top-1 class_accuracy: 0.7146946787834167
Train Top-5 class_accuracy: 0.8886047601699829
test epoch:70	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7165799736976624
Top-5 class_accuracy: 0.9045400023460388
test epoch:70	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7202199697494507
Top-5 class_accuracy: 0.9064799547195435
test epoch:70	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.721839964389801
Top-5 class_accuracy: 0.9076599478721619
test epoch:70	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7226600050926208
Top-5 class_accuracy: 0.9080399870872498
Epoch:71	 lr:0.00200	 duration:1322.275
 train_loss:1.55497	 train_loss_div:1.55497Train Top-1 class_accuracy: 0.7154471278190613
Train Top-5 class_accuracy: 0.8891885876655579
test epoch:71	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7179399728775024
Top-5 class_accuracy: 0.9048399925231934
test epoch:71	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7209599614143372
Top-5 class_accuracy: 0.9068999886512756
test epoch:71	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7219199538230896
Top-5 class_accuracy: 0.9081799983978271
test epoch:71	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7225399613380432
Top-5 class_accuracy: 0.9085599780082703
Epoch:72	 lr:0.00200	 duration:1313.322
 train_loss:1.55780	 train_loss_div:1.55780Train Top-1 class_accuracy: 0.716296374797821
Train Top-5 class_accuracy: 0.8888638615608215
test epoch:72	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7171799540519714
Top-5 class_accuracy: 0.9045599699020386
test epoch:72	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7208399772644043
Top-5 class_accuracy: 0.9067999720573425
test epoch:72	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7221800088882446
Top-5 class_accuracy: 0.9079200029373169
test epoch:72	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7224400043487549
Top-5 class_accuracy: 0.9084199666976929
Epoch:73	 lr:0.00200	 duration:1309.623
 train_loss:1.54880	 train_loss_div:1.54880Train Top-1 class_accuracy: 0.717757523059845
Train Top-5 class_accuracy: 0.8898379802703857
test epoch:73	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7181000113487244
Top-5 class_accuracy: 0.905299961566925
test epoch:73	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7207599878311157
Top-5 class_accuracy: 0.9074199795722961
test epoch:73	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7229999899864197
Top-5 class_accuracy: 0.9087799787521362
test epoch:73	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7236199975013733
Top-5 class_accuracy: 0.9090200066566467
Epoch:74	 lr:0.00200	 duration:1209.565
 train_loss:1.54423	 train_loss_div:1.54423Train Top-1 class_accuracy: 0.7183007597923279
Train Top-5 class_accuracy: 0.890375018119812
test epoch:74	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7184000015258789
Top-5 class_accuracy: 0.9058600068092346
test epoch:74	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7209799885749817
Top-5 class_accuracy: 0.9076599478721619
test epoch:74	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.722819983959198
Top-5 class_accuracy: 0.9085800051689148
test epoch:74	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7235199809074402
Top-5 class_accuracy: 0.9091799855232239
Epoch:75	 lr:0.00200	 duration:1260.068
 train_loss:1.53469	 train_loss_div:1.53469Train Top-1 class_accuracy: 0.7208640575408936
Train Top-5 class_accuracy: 0.8912054896354675
test epoch:75	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.719219982624054
Top-5 class_accuracy: 0.9065199494361877
test epoch:75	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7224799990653992
Top-5 class_accuracy: 0.9081799983978271
test epoch:75	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7234399914741516
Top-5 class_accuracy: 0.909280002117157
test epoch:75	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7235999703407288
Top-5 class_accuracy: 0.9099400043487549
Epoch:76	 lr:0.00200	 duration:1291.869
 train_loss:1.53846	 train_loss_div:1.53846Train Top-1 class_accuracy: 0.7201459407806396
Train Top-5 class_accuracy: 0.8914927244186401
test epoch:76	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7187599539756775
Top-5 class_accuracy: 0.9058399796485901
test epoch:76	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.721839964389801
Top-5 class_accuracy: 0.90829998254776
test epoch:76	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7238199710845947
Top-5 class_accuracy: 0.909559965133667
test epoch:76	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7248799800872803
Top-5 class_accuracy: 0.9096199870109558
Epoch:77	 lr:0.00200	 duration:1313.996
 train_loss:1.53363	 train_loss_div:1.53363Train Top-1 class_accuracy: 0.720111608505249
Train Top-5 class_accuracy: 0.8909963369369507
test epoch:77	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7186599969863892
Top-5 class_accuracy: 0.9057799577713013
test epoch:77	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7231000065803528
Top-5 class_accuracy: 0.9078599810600281
test epoch:77	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7241199612617493
Top-5 class_accuracy: 0.9090200066566467
test epoch:77	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7250999808311462
Top-5 class_accuracy: 0.9094399809837341
Epoch:78	 lr:0.00200	 duration:1387.066
 train_loss:1.54052	 train_loss_div:1.54052Train Top-1 class_accuracy: 0.7183663249015808
Train Top-5 class_accuracy: 0.8908433318138123
test epoch:78	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7179399728775024
Top-5 class_accuracy: 0.9054399728775024
test epoch:78	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7216199636459351
Top-5 class_accuracy: 0.9076199531555176
test epoch:78	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7236599922180176
Top-5 class_accuracy: 0.9086599946022034
test epoch:78	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7240399718284607
Top-5 class_accuracy: 0.9088999629020691
Epoch:79	 lr:0.00200	 duration:1397.321
 train_loss:1.52895	 train_loss_div:1.52895Train Top-1 class_accuracy: 0.7217975854873657
Train Top-5 class_accuracy: 0.8920109868049622
test epoch:79	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7201799750328064
Top-5 class_accuracy: 0.9070199728012085
test epoch:79	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.723360002040863
Top-5 class_accuracy: 0.9088599681854248
test epoch:79	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7249599695205688
Top-5 class_accuracy: 0.9099599719047546
test epoch:79	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7259199619293213
Top-5 class_accuracy: 0.9105799794197083
Epoch:80	 lr:0.00200	 duration:1260.377
 train_loss:1.52788	 train_loss_div:1.52788Train Top-1 class_accuracy: 0.721906840801239
Train Top-5 class_accuracy: 0.892288863658905
test epoch:80	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7200999855995178
Top-5 class_accuracy: 0.9063999652862549
test epoch:80	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7227599620819092
Top-5 class_accuracy: 0.9085399508476257
test epoch:80	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7251999974250793
Top-5 class_accuracy: 0.9095199704170227
test epoch:80	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7256199717521667
Top-5 class_accuracy: 0.9102799892425537
Epoch:81	 lr:0.00200	 duration:1226.885
 train_loss:1.53089	 train_loss_div:1.53089Train Top-1 class_accuracy: 0.7213355302810669
Train Top-5 class_accuracy: 0.8916800618171692
test epoch:81	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7189599871635437
Top-5 class_accuracy: 0.9061399698257446
test epoch:81	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7226999998092651
Top-5 class_accuracy: 0.9077799916267395
test epoch:81	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7245999574661255
Top-5 class_accuracy: 0.9088599681854248
test epoch:81	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7246599793434143
Top-5 class_accuracy: 0.909500002861023
Epoch:82	 lr:0.00200	 duration:1260.351
 train_loss:1.52992	 train_loss_div:1.52992Train Top-1 class_accuracy: 0.7208516001701355
Train Top-5 class_accuracy: 0.8926416635513306
test epoch:82	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7190200090408325
Top-5 class_accuracy: 0.9053799510002136
test epoch:82	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.722819983959198
Top-5 class_accuracy: 0.9080999493598938
test epoch:82	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7243799567222595
Top-5 class_accuracy: 0.9088799953460693
test epoch:82	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7251799702644348
Top-5 class_accuracy: 0.9096599817276001
Epoch:83	 lr:0.00200	 duration:1304.625
 train_loss:1.52740	 train_loss_div:1.52740Train Top-1 class_accuracy: 0.7221940755844116
Train Top-5 class_accuracy: 0.8920671939849854
test epoch:83	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7203599810600281
Top-5 class_accuracy: 0.9069799780845642
test epoch:83	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.723039984703064
Top-5 class_accuracy: 0.9090399742126465
test epoch:83	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7242000102996826
Top-5 class_accuracy: 0.9099199771881104
test epoch:83	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7249799966812134
Top-5 class_accuracy: 0.9103599786758423
Epoch:84	 lr:0.00200	 duration:1357.293
 train_loss:1.52329	 train_loss_div:1.52329Train Top-1 class_accuracy: 0.7217226624488831
Train Top-5 class_accuracy: 0.8916956782341003
test epoch:84	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7186200022697449
Top-5 class_accuracy: 0.9056999683380127
test epoch:84	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7211599946022034
Top-5 class_accuracy: 0.9077399969100952
test epoch:84	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7236999869346619
Top-5 class_accuracy: 0.908840000629425
test epoch:84	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7244200110435486
Top-5 class_accuracy: 0.9092999696731567
Epoch:85	 lr:0.00200	 duration:1362.880
 train_loss:1.52100	 train_loss_div:1.52100Train Top-1 class_accuracy: 0.7226998805999756
Train Top-5 class_accuracy: 0.8924449682235718
test epoch:85	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7206400036811829
Top-5 class_accuracy: 0.906279981136322
test epoch:85	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7243399620056152
Top-5 class_accuracy: 0.9074999690055847
test epoch:85	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7252199649810791
Top-5 class_accuracy: 0.9088999629020691
test epoch:85	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7254199981689453
Top-5 class_accuracy: 0.9100399613380432
Epoch:86	 lr:0.00200	 duration:1334.079
 train_loss:1.52114	 train_loss_div:1.52114Train Top-1 class_accuracy: 0.7238207459449768
Train Top-5 class_accuracy: 0.8929383158683777
test epoch:86	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7206799983978271
Top-5 class_accuracy: 0.9058799743652344
test epoch:86	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.724399983882904
Top-5 class_accuracy: 0.9087599515914917
test epoch:86	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7255799770355225
Top-5 class_accuracy: 0.9098399877548218
test epoch:86	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.725600004196167
Top-5 class_accuracy: 0.910860002040863
Epoch:87	 lr:0.00200	 duration:1273.069
 train_loss:1.51778	 train_loss_div:1.51778Train Top-1 class_accuracy: 0.7246793508529663
Train Top-5 class_accuracy: 0.8933878540992737
test epoch:87	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7200999855995178
Top-5 class_accuracy: 0.9057999849319458
test epoch:87	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7234399914741516
Top-5 class_accuracy: 0.9084799885749817
test epoch:87	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7242799997329712
Top-5 class_accuracy: 0.9096199870109558
test epoch:87	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7252799868583679
Top-5 class_accuracy: 0.9102799892425537
Epoch:88	 lr:0.00200	 duration:1343.070
 train_loss:1.51193	 train_loss_div:1.51193Train Top-1 class_accuracy: 0.7251694798469543
Train Top-5 class_accuracy: 0.8937594294548035
test epoch:88	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7208999991416931
Top-5 class_accuracy: 0.9066599607467651
test epoch:88	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7244200110435486
Top-5 class_accuracy: 0.9087799787521362
test epoch:88	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.725879967212677
Top-5 class_accuracy: 0.9096599817276001
test epoch:88	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7266599535942078
Top-5 class_accuracy: 0.9104200005531311
Epoch:89	 lr:0.00200	 duration:1418.707
 train_loss:1.52220	 train_loss_div:1.52220Train Top-1 class_accuracy: 0.7229777574539185
Train Top-5 class_accuracy: 0.8925979733467102
test epoch:89	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7192800045013428
Top-5 class_accuracy: 0.9062199592590332
test epoch:89	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7233999967575073
Top-5 class_accuracy: 0.9082399606704712
test epoch:89	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7251399755477905
Top-5 class_accuracy: 0.9096399545669556
test epoch:89	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7260400056838989
Top-5 class_accuracy: 0.9098599553108215
Epoch:90	 lr:0.00020	 duration:1244.613
 train_loss:1.48976	 train_loss_div:1.48976Train Top-1 class_accuracy: 0.7278857827186584
Train Top-5 class_accuracy: 0.895801305770874
test epoch:90	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7226399779319763
Top-5 class_accuracy: 0.9081999659538269
test epoch:90	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7264999747276306
Top-5 class_accuracy: 0.9104599952697754
test epoch:90	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.728659987449646
Top-5 class_accuracy: 0.9119199514389038
test epoch:90	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7299000024795532
Top-5 class_accuracy: 0.9123199582099915
Epoch:91	 lr:0.00020	 duration:1501.820
 train_loss:1.47754	 train_loss_div:1.47754Train Top-1 class_accuracy: 0.7311515212059021
Train Top-5 class_accuracy: 0.8971438407897949
test epoch:91	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7232799530029297
Top-5 class_accuracy: 0.9082599878311157
test epoch:91	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7267599701881409
Top-5 class_accuracy: 0.910099983215332
test epoch:91	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7285199761390686
Top-5 class_accuracy: 0.911080002784729
test epoch:91	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7296599745750427
Top-5 class_accuracy: 0.911899983882904
Epoch:92	 lr:0.00020	 duration:1404.312
 train_loss:1.47834	 train_loss_div:1.47834Train Top-1 class_accuracy: 0.7299932241439819
Train Top-5 class_accuracy: 0.8967129588127136
test epoch:92	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7234999537467957
Top-5 class_accuracy: 0.9079799652099609
test epoch:92	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7265200018882751
Top-5 class_accuracy: 0.9103599786758423
test epoch:92	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7281999588012695
Top-5 class_accuracy: 0.9114799499511719
test epoch:92	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7290599942207336
Top-5 class_accuracy: 0.9118199944496155
Epoch:93	 lr:0.00020	 duration:1302.839
 train_loss:1.47724	 train_loss_div:1.47724Train Top-1 class_accuracy: 0.7304834127426147
Train Top-5 class_accuracy: 0.8966130614280701
test epoch:93	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7237600088119507
Top-5 class_accuracy: 0.9079799652099609
test epoch:93	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.726639986038208
Top-5 class_accuracy: 0.9106400012969971
test epoch:93	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7292199730873108
Top-5 class_accuracy: 0.9117400050163269
test epoch:93	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7300399541854858
Top-5 class_accuracy: 0.9121999740600586
Epoch:94	 lr:0.00020	 duration:1276.936
 train_loss:1.47821	 train_loss_div:1.47821Train Top-1 class_accuracy: 0.7300307154655457
Train Top-5 class_accuracy: 0.8971063494682312
test epoch:94	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7242199778556824
Top-5 class_accuracy: 0.9081599712371826
test epoch:94	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7268199920654297
Top-5 class_accuracy: 0.910860002040863
test epoch:94	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.729200005531311
Top-5 class_accuracy: 0.9119199514389038
test epoch:94	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7299000024795532
Top-5 class_accuracy: 0.9127599596977234
Epoch:95	 lr:0.00020	 duration:1318.490
 train_loss:1.47929	 train_loss_div:1.47929Train Top-1 class_accuracy: 0.7304490804672241
Train Top-5 class_accuracy: 0.8956920504570007
test epoch:95	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.723360002040863
Top-5 class_accuracy: 0.9080999493598938
test epoch:95	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7265999913215637
Top-5 class_accuracy: 0.9100799560546875
test epoch:95	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7286399602890015
Top-5 class_accuracy: 0.911300003528595
test epoch:95	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7290399670600891
Top-5 class_accuracy: 0.9119600057601929
Epoch:96	 lr:0.00020	 duration:1334.225
 train_loss:1.47250	 train_loss_div:1.47250Train Top-1 class_accuracy: 0.730951726436615
Train Top-5 class_accuracy: 0.8972593545913696
test epoch:96	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7241799831390381
Top-5 class_accuracy: 0.9084399938583374
test epoch:96	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.726859986782074
Top-5 class_accuracy: 0.9106400012969971
test epoch:96	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7289400100708008
Top-5 class_accuracy: 0.9115200042724609
test epoch:96	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7294600009918213
Top-5 class_accuracy: 0.9122200012207031
Epoch:97	 lr:0.00020	 duration:1244.640
 train_loss:1.47094	 train_loss_div:1.47094Train Top-1 class_accuracy: 0.7321818470954895
Train Top-5 class_accuracy: 0.8974341750144958
test epoch:97	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7239599823951721
Top-5 class_accuracy: 0.9084599614143372
test epoch:97	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7269600033760071
Top-5 class_accuracy: 0.9107399582862854
test epoch:97	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7289800047874451
Top-5 class_accuracy: 0.911799967288971
test epoch:97	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7300599813461304
Top-5 class_accuracy: 0.9124999642372131
Epoch:98	 lr:0.00020	 duration:1276.714
 train_loss:1.46801	 train_loss_div:1.46801Train Top-1 class_accuracy: 0.7320226430892944
Train Top-5 class_accuracy: 0.8976027965545654
test epoch:98	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7228800058364868
Top-5 class_accuracy: 0.9079200029373169
test epoch:98	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7263999581336975
Top-5 class_accuracy: 0.9106000065803528
test epoch:98	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7279399633407593
Top-5 class_accuracy: 0.9116599559783936
test epoch:98	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7287399768829346
Top-5 class_accuracy: 0.9120799899101257
