Epoch:0	 lr:0.10000	 duration:767.465
 train_loss:7.89985	 train_loss_div:7.89985Train Top-1 class_accuracy: 0.1086258739233017
Train Top-5 class_accuracy: 0.25734952092170715
test epoch:0	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.033560000360012054
Top-5 class_accuracy: 0.11803999543190002
test epoch:0	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.07875999808311462
Top-5 class_accuracy: 0.2116599977016449
test epoch:0	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.08342000097036362
Top-5 class_accuracy: 0.21719999611377716
test epoch:0	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.08377999812364578
Top-5 class_accuracy: 0.2179199904203415
Epoch:1	 lr:0.10000	 duration:768.113
 train_loss:5.21288	 train_loss_div:5.21288Train Top-1 class_accuracy: 0.2584860026836395
Train Top-5 class_accuracy: 0.4949358403682709
test epoch:1	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.02077999897301197
Top-5 class_accuracy: 0.06419999897480011
test epoch:1	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.12327999621629715
Top-5 class_accuracy: 0.2917400002479553
test epoch:1	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.15371999144554138
Top-5 class_accuracy: 0.3468799889087677
test epoch:1	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.16081999242305756
Top-5 class_accuracy: 0.3587400019168854
Epoch:2	 lr:0.10000	 duration:765.189
 train_loss:4.25492	 train_loss_div:4.25492Train Top-1 class_accuracy: 0.3309136629104614
Train Top-5 class_accuracy: 0.5795461535453796
test epoch:2	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.02929999865591526
Top-5 class_accuracy: 0.07998000085353851
test epoch:2	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.1154399961233139
Top-5 class_accuracy: 0.26225998997688293
test epoch:2	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.15467999875545502
Top-5 class_accuracy: 0.33344000577926636
test epoch:2	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.1684200018644333
Top-5 class_accuracy: 0.3591800034046173
Epoch:3	 lr:0.10000	 duration:766.039
 train_loss:3.77957	 train_loss_div:3.77957Train Top-1 class_accuracy: 0.36826083064079285
Train Top-5 class_accuracy: 0.6199967265129089
test epoch:3	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.029059998691082
Top-5 class_accuracy: 0.0955599993467331
test epoch:3	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2737399935722351
Top-5 class_accuracy: 0.5252999663352966
test epoch:3	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.31717997789382935
Top-5 class_accuracy: 0.5748000144958496
test epoch:3	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3249399960041046
Top-5 class_accuracy: 0.5831800103187561
Epoch:4	 lr:0.10000	 duration:767.231
 train_loss:3.48622	 train_loss_div:3.48622Train Top-1 class_accuracy: 0.39220771193504333
Train Top-5 class_accuracy: 0.6451581716537476
test epoch:4	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.01711999997496605
Top-5 class_accuracy: 0.045779999345541
test epoch:4	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.09087999910116196
Top-5 class_accuracy: 0.2235799878835678
test epoch:4	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.13366000354290009
Top-5 class_accuracy: 0.29861998558044434
test epoch:4	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.1498199999332428
Top-5 class_accuracy: 0.3264999985694885
Epoch:5	 lr:0.10000	 duration:764.813
 train_loss:3.29897	 train_loss_div:3.29897Train Top-1 class_accuracy: 0.4091266691684723
Train Top-5 class_accuracy: 0.6594326496124268
test epoch:5	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.033900000154972076
Top-5 class_accuracy: 0.09789999574422836
test epoch:5	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.17683999240398407
Top-5 class_accuracy: 0.39146000146865845
test epoch:5	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.24637998640537262
Top-5 class_accuracy: 0.49135997891426086
test epoch:5	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.27125999331474304
Top-5 class_accuracy: 0.5242999792098999
Epoch:6	 lr:0.10000	 duration:770.627
 train_loss:3.15240	 train_loss_div:3.15240Train Top-1 class_accuracy: 0.4218275547027588
Train Top-5 class_accuracy: 0.6714653968811035
test epoch:6	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.06097999960184097
Top-5 class_accuracy: 0.16193999350070953
test epoch:6	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.12187999486923218
Top-5 class_accuracy: 0.2868799865245819
test epoch:6	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.1366799920797348
Top-5 class_accuracy: 0.31713998317718506
test epoch:6	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.14085999131202698
Top-5 class_accuracy: 0.3265799880027771
Epoch:7	 lr:0.10000	 duration:771.348
 train_loss:3.05091	 train_loss_div:3.05091Train Top-1 class_accuracy: 0.4307132065296173
Train Top-5 class_accuracy: 0.6792645454406738
test epoch:7	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.13283999264240265
Top-5 class_accuracy: 0.32038000226020813
test epoch:7	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.13797999918460846
Top-5 class_accuracy: 0.32265999913215637
test epoch:7	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.14701999723911285
Top-5 class_accuracy: 0.3332599997520447
test epoch:7	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.15126000344753265
Top-5 class_accuracy: 0.33820000290870667
Epoch:8	 lr:0.10000	 duration:768.547
 train_loss:2.97848	 train_loss_div:2.97848Train Top-1 class_accuracy: 0.43717917799949646
Train Top-5 class_accuracy: 0.6869606375694275
test epoch:8	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.06157999858260155
Top-5 class_accuracy: 0.1700199991464615
test epoch:8	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.08575999736785889
Top-5 class_accuracy: 0.2260800004005432
test epoch:8	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.1068199947476387
Top-5 class_accuracy: 0.2651199996471405
test epoch:8	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.11787999421358109
Top-5 class_accuracy: 0.2843799889087677
Epoch:9	 lr:0.10000	 duration:770.337
 train_loss:2.90781	 train_loss_div:2.90781Train Top-1 class_accuracy: 0.44379815459251404
Train Top-5 class_accuracy: 0.6908570528030396
test epoch:9	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.05867999792098999
Top-5 class_accuracy: 0.1823599934577942
test epoch:9	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.11385999619960785
Top-5 class_accuracy: 0.3075200021266937
test epoch:9	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.14193999767303467
Top-5 class_accuracy: 0.3535799980163574
test epoch:9	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.15293999016284943
Top-5 class_accuracy: 0.3714199960231781
Epoch:10	 lr:0.10000	 duration:768.378
 train_loss:2.85814	 train_loss_div:2.85814Train Top-1 class_accuracy: 0.44862809777259827
Train Top-5 class_accuracy: 0.6963145732879639
test epoch:10	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.1675799936056137
Top-5 class_accuracy: 0.36479997634887695
test epoch:10	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3025600016117096
Top-5 class_accuracy: 0.5526399612426758
test epoch:10	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3191799819469452
Top-5 class_accuracy: 0.5738199949264526
test epoch:10	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3215000033378601
Top-5 class_accuracy: 0.5765799880027771
Epoch:11	 lr:0.10000	 duration:764.261
 train_loss:2.81122	 train_loss_div:2.81122Train Top-1 class_accuracy: 0.4547194242477417
Train Top-5 class_accuracy: 0.7013787031173706
test epoch:11	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.04939999803900719
Top-5 class_accuracy: 0.13210000097751617
test epoch:11	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.1861400008201599
Top-5 class_accuracy: 0.39611998200416565
test epoch:11	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.21913999319076538
Top-5 class_accuracy: 0.445279985666275
test epoch:11	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2289000004529953
Top-5 class_accuracy: 0.46083998680114746
Epoch:12	 lr:0.10000	 duration:769.741
 train_loss:2.77817	 train_loss_div:2.77817Train Top-1 class_accuracy: 0.4556935429573059
Train Top-5 class_accuracy: 0.7020968198776245
test epoch:12	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.126460000872612
Top-5 class_accuracy: 0.3080199956893921
test epoch:12	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.28911998867988586
Top-5 class_accuracy: 0.5402599573135376
test epoch:12	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3118399977684021
Top-5 class_accuracy: 0.5707600116729736
test epoch:12	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3150799870491028
Top-5 class_accuracy: 0.5760999917984009
Epoch:13	 lr:0.10000	 duration:769.059
 train_loss:2.75157	 train_loss_div:2.75157Train Top-1 class_accuracy: 0.458893746137619
Train Top-5 class_accuracy: 0.7064428329467773
test epoch:13	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.04989999905228615
Top-5 class_accuracy: 0.1674799919128418
test epoch:13	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.21169999241828918
Top-5 class_accuracy: 0.4396199882030487
test epoch:13	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.23985999822616577
Top-5 class_accuracy: 0.47575998306274414
test epoch:13	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.24675999581813812
Top-5 class_accuracy: 0.4830399751663208
Epoch:14	 lr:0.10000	 duration:769.298
 train_loss:2.71825	 train_loss_div:2.71825Train Top-1 class_accuracy: 0.46068274974823
Train Top-5 class_accuracy: 0.7068955302238464
test epoch:14	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.09200000017881393
Top-5 class_accuracy: 0.21319998800754547
test epoch:14	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2387399971485138
Top-5 class_accuracy: 0.4677799940109253
test epoch:14	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.280239999294281
Top-5 class_accuracy: 0.5242399573326111
test epoch:14	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2913999855518341
Top-5 class_accuracy: 0.5392400026321411
Epoch:15	 lr:0.10000	 duration:770.124
 train_loss:2.68908	 train_loss_div:2.68908Train Top-1 class_accuracy: 0.46444806456565857
Train Top-5 class_accuracy: 0.7093995213508606
test epoch:15	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.1297999918460846
Top-5 class_accuracy: 0.3077999949455261
test epoch:15	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.26848000288009644
Top-5 class_accuracy: 0.517300009727478
test epoch:15	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2944599986076355
Top-5 class_accuracy: 0.5503799915313721
test epoch:15	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.30079999566078186
Top-5 class_accuracy: 0.557919979095459
Epoch:16	 lr:0.10000	 duration:767.500
 train_loss:2.67403	 train_loss_div:2.67403Train Top-1 class_accuracy: 0.46432629227638245
Train Top-5 class_accuracy: 0.7101176381111145
test epoch:16	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.047240000218153
Top-5 class_accuracy: 0.14541999995708466
test epoch:16	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.11713999509811401
Top-5 class_accuracy: 0.26583999395370483
test epoch:16	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.13995999097824097
Top-5 class_accuracy: 0.30441999435424805
test epoch:16	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.14827999472618103
Top-5 class_accuracy: 0.3199000060558319
Epoch:17	 lr:0.10000	 duration:764.069
 train_loss:2.65720	 train_loss_div:2.65720Train Top-1 class_accuracy: 0.4673422873020172
Train Top-5 class_accuracy: 0.7124561071395874
test epoch:17	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.08681999891996384
Top-5 class_accuracy: 0.2312999963760376
test epoch:17	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.23861999809741974
Top-5 class_accuracy: 0.47581997513771057
test epoch:17	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2692999839782715
Top-5 class_accuracy: 0.5212999582290649
test epoch:17	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2777000069618225
Top-5 class_accuracy: 0.5334199666976929
Epoch:18	 lr:0.10000	 duration:764.675
 train_loss:2.63190	 train_loss_div:2.63190Train Top-1 class_accuracy: 0.46937480568885803
Train Top-5 class_accuracy: 0.7156438231468201
test epoch:18	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.07849999517202377
Top-5 class_accuracy: 0.2054399996995926
test epoch:18	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3020399808883667
Top-5 class_accuracy: 0.5595200061798096
test epoch:18	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3327399790287018
Top-5 class_accuracy: 0.5956999659538269
test epoch:18	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3386799991130829
Top-5 class_accuracy: 0.6021999716758728
Epoch:19	 lr:0.10000	 duration:768.100
 train_loss:2.61664	 train_loss_div:2.61664Train Top-1 class_accuracy: 0.47217535972595215
Train Top-5 class_accuracy: 0.716852068901062
test epoch:19	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.1117199957370758
Top-5 class_accuracy: 0.27324000000953674
test epoch:19	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.20987999439239502
Top-5 class_accuracy: 0.4427199959754944
test epoch:19	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.23623999953269958
Top-5 class_accuracy: 0.48347997665405273
test epoch:19	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.24303999543190002
Top-5 class_accuracy: 0.49421998858451843
Epoch:20	 lr:0.10000	 duration:771.300
 train_loss:2.60730	 train_loss_div:2.60730Train Top-1 class_accuracy: 0.4726187288761139
Train Top-5 class_accuracy: 0.7177918553352356
test epoch:20	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.06345999985933304
Top-5 class_accuracy: 0.19222000241279602
test epoch:20	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.19857999682426453
Top-5 class_accuracy: 0.4281599819660187
test epoch:20	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.23537999391555786
Top-5 class_accuracy: 0.48033997416496277
test epoch:20	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2464599907398224
Top-5 class_accuracy: 0.49570000171661377
Epoch:21	 lr:0.10000	 duration:769.238
 train_loss:2.59084	 train_loss_div:2.59084Train Top-1 class_accuracy: 0.4723127484321594
Train Top-5 class_accuracy: 0.7181165814399719
test epoch:21	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.041359998285770416
Top-5 class_accuracy: 0.12855999171733856
test epoch:21	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.1524599939584732
Top-5 class_accuracy: 0.3363399803638458
test epoch:21	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.19721999764442444
Top-5 class_accuracy: 0.40901997685432434
test epoch:21	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.21543999016284943
Top-5 class_accuracy: 0.4350599944591522
Epoch:22	 lr:0.10000	 duration:765.680
 train_loss:2.59941	 train_loss_div:2.59941Train Top-1 class_accuracy: 0.4726842939853668
Train Top-5 class_accuracy: 0.717944860458374
test epoch:22	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.06613999605178833
Top-5 class_accuracy: 0.1916399896144867
test epoch:22	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.1653199940919876
Top-5 class_accuracy: 0.36093997955322266
test epoch:22	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.18811999261379242
Top-5 class_accuracy: 0.39392000436782837
test epoch:22	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.1938999891281128
Top-5 class_accuracy: 0.40195998549461365
Epoch:23	 lr:0.10000	 duration:760.857
 train_loss:2.57250	 train_loss_div:2.57250Train Top-1 class_accuracy: 0.47346481680870056
Train Top-5 class_accuracy: 0.7193217277526855
test epoch:23	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.16222000122070312
Top-5 class_accuracy: 0.35485997796058655
test epoch:23	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.21775999665260315
Top-5 class_accuracy: 0.44777998328208923
test epoch:23	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.22157999873161316
Top-5 class_accuracy: 0.45187997817993164
test epoch:23	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2199999988079071
Top-5 class_accuracy: 0.4507799744606018
Epoch:24	 lr:0.10000	 duration:767.477
 train_loss:2.55613	 train_loss_div:2.55613Train Top-1 class_accuracy: 0.47723326086997986
Train Top-5 class_accuracy: 0.7216789722442627
test epoch:24	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.11653999984264374
Top-5 class_accuracy: 0.2809399962425232
test epoch:24	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.21407999098300934
Top-5 class_accuracy: 0.43779999017715454
test epoch:24	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.23736000061035156
Top-5 class_accuracy: 0.4689199924468994
test epoch:24	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.24563999474048615
Top-5 class_accuracy: 0.4787199795246124
Epoch:25	 lr:0.10000	 duration:759.807
 train_loss:2.55242	 train_loss_div:2.55242Train Top-1 class_accuracy: 0.4762747585773468
Train Top-5 class_accuracy: 0.7204956412315369
test epoch:25	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.09860000014305115
Top-5 class_accuracy: 0.23311999440193176
test epoch:25	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.25713998079299927
Top-5 class_accuracy: 0.49581998586654663
test epoch:25	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.30456000566482544
Top-5 class_accuracy: 0.5530399680137634
test epoch:25	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.31859999895095825
Top-5 class_accuracy: 0.5702199935913086
Epoch:26	 lr:0.10000	 duration:766.576
 train_loss:2.53950	 train_loss_div:2.53950Train Top-1 class_accuracy: 0.47894418239593506
Train Top-5 class_accuracy: 0.7224032878875732
test epoch:26	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.1479799896478653
Top-5 class_accuracy: 0.3254599869251251
test epoch:26	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2528800070285797
Top-5 class_accuracy: 0.4788599908351898
test epoch:26	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.26503998041152954
Top-5 class_accuracy: 0.49507999420166016
test epoch:26	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2665799856185913
Top-5 class_accuracy: 0.49873998761177063
Epoch:27	 lr:0.10000	 duration:764.059
 train_loss:2.53784	 train_loss_div:2.53784Train Top-1 class_accuracy: 0.4778202176094055
Train Top-5 class_accuracy: 0.7215009927749634
test epoch:27	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.11395999789237976
Top-5 class_accuracy: 0.27809998393058777
test epoch:27	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2836799919605255
Top-5 class_accuracy: 0.5333399772644043
test epoch:27	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3210600018501282
Top-5 class_accuracy: 0.578819990158081
test epoch:27	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.32951998710632324
Top-5 class_accuracy: 0.5877400040626526
Epoch:28	 lr:0.10000	 duration:764.556
 train_loss:2.53140	 train_loss_div:2.53140Train Top-1 class_accuracy: 0.4802055358886719
Train Top-5 class_accuracy: 0.7239050269126892
test epoch:28	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.155799999833107
Top-5 class_accuracy: 0.354779988527298
test epoch:28	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.23229999840259552
Top-5 class_accuracy: 0.46511998772621155
test epoch:28	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2580600082874298
Top-5 class_accuracy: 0.5001999735832214
test epoch:28	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.26489999890327454
Top-5 class_accuracy: 0.5127400159835815
Epoch:29	 lr:0.10000	 duration:767.149
 train_loss:2.52294	 train_loss_div:2.52294Train Top-1 class_accuracy: 0.47905659675598145
Train Top-5 class_accuracy: 0.7240986227989197
test epoch:29	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.07665999978780746
Top-5 class_accuracy: 0.2076599895954132
test epoch:29	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.25977998971939087
Top-5 class_accuracy: 0.5029399991035461
test epoch:29	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.32029998302459717
Top-5 class_accuracy: 0.5807399749755859
test epoch:29	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.337039977312088
Top-5 class_accuracy: 0.6011999845504761
Epoch:30	 lr:0.01000	 duration:768.889
 train_loss:1.51127	 train_loss_div:1.51127Train Top-1 class_accuracy: 0.5816067457199097
Train Top-5 class_accuracy: 0.8011689186096191
test epoch:30	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5504800081253052
Top-5 class_accuracy: 0.7893999814987183
test epoch:30	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6439799666404724
Top-5 class_accuracy: 0.8605599999427795
test epoch:30	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6444199681282043
Top-5 class_accuracy: 0.8613199591636658
test epoch:30	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6426999568939209
Top-5 class_accuracy: 0.8598600029945374
Epoch:31	 lr:0.01000	 duration:768.757
 train_loss:1.32238	 train_loss_div:1.32238Train Top-1 class_accuracy: 0.6016415953636169
Train Top-5 class_accuracy: 0.8144380450248718
test epoch:31	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5823400020599365
Top-5 class_accuracy: 0.813319981098175
test epoch:31	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6541000008583069
Top-5 class_accuracy: 0.8660199642181396
test epoch:31	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6530599594116211
Top-5 class_accuracy: 0.8657400012016296
test epoch:31	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6509999632835388
Top-5 class_accuracy: 0.8646999597549438
Epoch:32	 lr:0.01000	 duration:767.751
 train_loss:1.24943	 train_loss_div:1.24943Train Top-1 class_accuracy: 0.6110517978668213
Train Top-5 class_accuracy: 0.8209977149963379
test epoch:32	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5748999714851379
Top-5 class_accuracy: 0.8111400008201599
test epoch:32	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6579799652099609
Top-5 class_accuracy: 0.8710199594497681
test epoch:32	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6537799835205078
Top-5 class_accuracy: 0.8696399927139282
test epoch:32	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6507799625396729
Top-5 class_accuracy: 0.8668999671936035
Epoch:33	 lr:0.01000	 duration:772.652
 train_loss:1.20180	 train_loss_div:1.20180Train Top-1 class_accuracy: 0.6169151663780212
Train Top-5 class_accuracy: 0.8247380256652832
test epoch:33	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5984799861907959
Top-5 class_accuracy: 0.8276199698448181
test epoch:33	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.656499981880188
Top-5 class_accuracy: 0.8708399534225464
test epoch:33	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6511799693107605
Top-5 class_accuracy: 0.8673999905586243
test epoch:33	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.647059977054596
Top-5 class_accuracy: 0.8636800050735474
Epoch:34	 lr:0.01000	 duration:770.167
 train_loss:1.17997	 train_loss_div:1.17997Train Top-1 class_accuracy: 0.6209583282470703
Train Top-5 class_accuracy: 0.8284721374511719
test epoch:34	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5952199697494507
Top-5 class_accuracy: 0.8263799548149109
test epoch:34	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6595999598503113
Top-5 class_accuracy: 0.8696799874305725
test epoch:34	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6561799645423889
Top-5 class_accuracy: 0.8684799671173096
test epoch:34	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6532599925994873
Top-5 class_accuracy: 0.8666799664497375
Epoch:35	 lr:0.01000	 duration:765.556
 train_loss:1.16296	 train_loss_div:1.16296Train Top-1 class_accuracy: 0.6222384572029114
Train Top-5 class_accuracy: 0.8292745351791382
test epoch:35	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5608999729156494
Top-5 class_accuracy: 0.7994199991226196
test epoch:35	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6641599535942078
Top-5 class_accuracy: 0.8733399510383606
test epoch:35	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6633999943733215
Top-5 class_accuracy: 0.8731600046157837
test epoch:35	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.661080002784729
Top-5 class_accuracy: 0.8715199828147888
Epoch:36	 lr:0.01000	 duration:765.791
 train_loss:1.14779	 train_loss_div:1.14779Train Top-1 class_accuracy: 0.6251420378684998
Train Top-5 class_accuracy: 0.82958984375
test epoch:36	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5823999643325806
Top-5 class_accuracy: 0.8161399960517883
test epoch:36	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6609999537467957
Top-5 class_accuracy: 0.8725599646568298
test epoch:36	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6585599780082703
Top-5 class_accuracy: 0.8718199729919434
test epoch:36	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6562399864196777
Top-5 class_accuracy: 0.8706799745559692
Epoch:37	 lr:0.01000	 duration:765.478
 train_loss:1.14379	 train_loss_div:1.14379Train Top-1 class_accuracy: 0.6249952912330627
Train Top-5 class_accuracy: 0.8298302292823792
test epoch:37	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.580020010471344
Top-5 class_accuracy: 0.8153199553489685
test epoch:37	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6598199605941772
Top-5 class_accuracy: 0.8715399503707886
test epoch:37	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6592199802398682
Top-5 class_accuracy: 0.8721599578857422
test epoch:37	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6561799645423889
Top-5 class_accuracy: 0.8706600069999695
Epoch:38	 lr:0.01000	 duration:767.976
 train_loss:1.14028	 train_loss_div:1.14028Train Top-1 class_accuracy: 0.6246175169944763
Train Top-5 class_accuracy: 0.83090740442276
test epoch:38	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5187199711799622
Top-5 class_accuracy: 0.7657600045204163
test epoch:38	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6555599570274353
Top-5 class_accuracy: 0.8703799843788147
test epoch:38	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6561799645423889
Top-5 class_accuracy: 0.8698999881744385
test epoch:38	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6540799736976624
Top-5 class_accuracy: 0.8682000041007996
Epoch:39	 lr:0.01000	 duration:771.863
 train_loss:1.13764	 train_loss_div:1.13764Train Top-1 class_accuracy: 0.6264002919197083
Train Top-5 class_accuracy: 0.8318315744400024
test epoch:39	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.42121997475624084
Top-5 class_accuracy: 0.6743999719619751
test epoch:39	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6462599635124207
Top-5 class_accuracy: 0.8634199500083923
test epoch:39	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6554200053215027
Top-5 class_accuracy: 0.8689199686050415
test epoch:39	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6560199856758118
Top-5 class_accuracy: 0.8692599534988403
Epoch:40	 lr:0.01000	 duration:769.218
 train_loss:1.13376	 train_loss_div:1.13376Train Top-1 class_accuracy: 0.6273244023323059
Train Top-5 class_accuracy: 0.8318096995353699
test epoch:40	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44077998399734497
Top-5 class_accuracy: 0.6869399547576904
test epoch:40	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.640779972076416
Top-5 class_accuracy: 0.8584599494934082
test epoch:40	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6479799747467041
Top-5 class_accuracy: 0.8632199764251709
test epoch:40	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.648419976234436
Top-5 class_accuracy: 0.8641799688339233
Epoch:41	 lr:0.01000	 duration:772.639
 train_loss:1.13448	 train_loss_div:1.13448Train Top-1 class_accuracy: 0.6277365684509277
Train Top-5 class_accuracy: 0.8329117894172668
test epoch:41	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5765799880027771
Top-5 class_accuracy: 0.813319981098175
test epoch:41	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6419999599456787
Top-5 class_accuracy: 0.8597999811172485
test epoch:41	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6368600130081177
Top-5 class_accuracy: 0.8569599986076355
test epoch:41	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6330999732017517
Top-5 class_accuracy: 0.8538199663162231
Epoch:42	 lr:0.01000	 duration:769.595
 train_loss:1.13660	 train_loss_div:1.13660Train Top-1 class_accuracy: 0.6271932721138
Train Top-5 class_accuracy: 0.8322374224662781
test epoch:42	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.42475998401641846
Top-5 class_accuracy: 0.6866799592971802
test epoch:42	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6340199708938599
Top-5 class_accuracy: 0.853879988193512
test epoch:42	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6462599635124207
Top-5 class_accuracy: 0.8619999885559082
test epoch:42	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6489399671554565
Top-5 class_accuracy: 0.8632199764251709
Epoch:43	 lr:0.01000	 duration:768.857
 train_loss:1.14158	 train_loss_div:1.14158Train Top-1 class_accuracy: 0.6261224150657654
Train Top-5 class_accuracy: 0.8319782614707947
test epoch:43	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.42405998706817627
Top-5 class_accuracy: 0.6914599537849426
test epoch:43	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6245999932289124
Top-5 class_accuracy: 0.8466799855232239
test epoch:43	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6358999609947205
Top-5 class_accuracy: 0.8550199866294861
test epoch:43	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6377599835395813
Top-5 class_accuracy: 0.8554999828338623
Epoch:44	 lr:0.01000	 duration:771.410
 train_loss:1.14176	 train_loss_div:1.14176Train Top-1 class_accuracy: 0.627112090587616
Train Top-5 class_accuracy: 0.8328743577003479
test epoch:44	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5209199786186218
Top-5 class_accuracy: 0.7678599953651428
test epoch:44	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6370799541473389
Top-5 class_accuracy: 0.8557999730110168
test epoch:44	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6340199708938599
Top-5 class_accuracy: 0.8554999828338623
test epoch:44	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6314399838447571
Top-5 class_accuracy: 0.8522199988365173
Epoch:45	 lr:0.01000	 duration:769.917
 train_loss:1.14333	 train_loss_div:1.14333Train Top-1 class_accuracy: 0.6268717050552368
Train Top-5 class_accuracy: 0.8322811126708984
test epoch:45	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.33149999380111694
Top-5 class_accuracy: 0.5938000082969666
test epoch:45	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6155999898910522
Top-5 class_accuracy: 0.8435399532318115
test epoch:45	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.629859983921051
Top-5 class_accuracy: 0.8540999889373779
test epoch:45	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6324799656867981
Top-5 class_accuracy: 0.8555999994277954
Epoch:46	 lr:0.01000	 duration:767.979
 train_loss:1.14692	 train_loss_div:1.14692Train Top-1 class_accuracy: 0.6252887845039368
Train Top-5 class_accuracy: 0.8319595456123352
test epoch:46	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.40950000286102295
Top-5 class_accuracy: 0.6636799573898315
test epoch:46	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6429799795150757
Top-5 class_accuracy: 0.8596199750900269
test epoch:46	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6498000025749207
Top-5 class_accuracy: 0.8644399642944336
test epoch:46	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6492599844932556
Top-5 class_accuracy: 0.8648999929428101
Epoch:47	 lr:0.01000	 duration:763.956
 train_loss:1.14773	 train_loss_div:1.14773Train Top-1 class_accuracy: 0.6263908743858337
Train Top-5 class_accuracy: 0.8321499824523926
test epoch:47	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4813999831676483
Top-5 class_accuracy: 0.730959951877594
test epoch:47	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6266799569129944
Top-5 class_accuracy: 0.8490599989891052
test epoch:47	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6339799761772156
Top-5 class_accuracy: 0.8538999557495117
test epoch:47	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6342200040817261
Top-5 class_accuracy: 0.8545799851417542
Epoch:48	 lr:0.01000	 duration:765.938
 train_loss:1.14673	 train_loss_div:1.14673Train Top-1 class_accuracy: 0.6273868680000305
Train Top-5 class_accuracy: 0.8327119946479797
test epoch:48	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4194999933242798
Top-5 class_accuracy: 0.6728999614715576
test epoch:48	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.62882000207901
Top-5 class_accuracy: 0.8508399724960327
test epoch:48	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6413800120353699
Top-5 class_accuracy: 0.8596599698066711
test epoch:48	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6431599855422974
Top-5 class_accuracy: 0.8607199788093567
Epoch:49	 lr:0.01000	 duration:769.498
 train_loss:1.14967	 train_loss_div:1.14967Train Top-1 class_accuracy: 0.6259787678718567
Train Top-5 class_accuracy: 0.8323685526847839
test epoch:49	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3900599777698517
Top-5 class_accuracy: 0.6560999751091003
test epoch:49	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6145600080490112
Top-5 class_accuracy: 0.840999960899353
test epoch:49	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6274999976158142
Top-5 class_accuracy: 0.8498599529266357
test epoch:49	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6299399733543396
Top-5 class_accuracy: 0.8516799807548523
Epoch:50	 lr:0.01000	 duration:768.589
 train_loss:1.14721	 train_loss_div:1.14721Train Top-1 class_accuracy: 0.625026524066925
Train Top-5 class_accuracy: 0.8327245116233826
test epoch:50	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4113999903202057
Top-5 class_accuracy: 0.6776599884033203
test epoch:50	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6211999654769897
Top-5 class_accuracy: 0.8468199968338013
test epoch:50	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6282399892807007
Top-5 class_accuracy: 0.8515799641609192
test epoch:50	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6283000111579895
Top-5 class_accuracy: 0.8513599634170532
Epoch:51	 lr:0.01000	 duration:768.510
 train_loss:1.14794	 train_loss_div:1.14794Train Top-1 class_accuracy: 0.6261317729949951
Train Top-5 class_accuracy: 0.8316004872322083
test epoch:51	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44711998105049133
Top-5 class_accuracy: 0.7008999586105347
test epoch:51	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6292399764060974
Top-5 class_accuracy: 0.8507599830627441
test epoch:51	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6395800113677979
Top-5 class_accuracy: 0.8562399744987488
test epoch:51	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6400200128555298
Top-5 class_accuracy: 0.8569599986076355
Epoch:52	 lr:0.01000	 duration:783.631
 train_loss:1.14286	 train_loss_div:1.14286Train Top-1 class_accuracy: 0.6277365684509277
Train Top-5 class_accuracy: 0.8326807618141174
test epoch:52	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3284199833869934
Top-5 class_accuracy: 0.5769999623298645
test epoch:52	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6236599683761597
Top-5 class_accuracy: 0.8490999937057495
test epoch:52	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6337599754333496
Top-5 class_accuracy: 0.85617995262146
test epoch:52	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6350799798965454
Top-5 class_accuracy: 0.8573199510574341
Epoch:53	 lr:0.01000	 duration:1018.153
 train_loss:1.14866	 train_loss_div:1.14866Train Top-1 class_accuracy: 0.627327561378479
Train Top-5 class_accuracy: 0.8328025341033936
test epoch:53	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4563799798488617
Top-5 class_accuracy: 0.70524001121521
test epoch:53	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6229199767112732
Top-5 class_accuracy: 0.8460999727249146
test epoch:53	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6266799569129944
Top-5 class_accuracy: 0.8483200073242188
test epoch:53	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.626039981842041
Top-5 class_accuracy: 0.8475199937820435
Epoch:54	 lr:0.01000	 duration:765.820
 train_loss:1.14113	 train_loss_div:1.14113Train Top-1 class_accuracy: 0.6280425190925598
Train Top-5 class_accuracy: 0.8332740068435669
test epoch:54	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2472599893808365
Top-5 class_accuracy: 0.4635799825191498
test epoch:54	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6352800130844116
Top-5 class_accuracy: 0.852840006351471
test epoch:54	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6463599801063538
Top-5 class_accuracy: 0.8608399629592896
test epoch:54	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6473199725151062
Top-5 class_accuracy: 0.861739993095398
Epoch:55	 lr:0.01000	 duration:772.991
 train_loss:1.14052	 train_loss_div:1.14052Train Top-1 class_accuracy: 0.6270434260368347
Train Top-5 class_accuracy: 0.8331303596496582
test epoch:55	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.1784999966621399
Top-5 class_accuracy: 0.37182000279426575
test epoch:55	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5978400111198425
Top-5 class_accuracy: 0.8300600051879883
test epoch:55	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6279199719429016
Top-5 class_accuracy: 0.8517799973487854
test epoch:55	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6330400109291077
Top-5 class_accuracy: 0.8560400009155273
Epoch:56	 lr:0.01000	 duration:772.758
 train_loss:1.14038	 train_loss_div:1.14038Train Top-1 class_accuracy: 0.6276491284370422
Train Top-5 class_accuracy: 0.8322998881340027
test epoch:56	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5154399871826172
Top-5 class_accuracy: 0.7660599946975708
test epoch:56	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6423400044441223
Top-5 class_accuracy: 0.8610999584197998
test epoch:56	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6449800133705139
Top-5 class_accuracy: 0.8610199689865112
test epoch:56	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6434400081634521
Top-5 class_accuracy: 0.85971999168396
Epoch:57	 lr:0.01000	 duration:776.768
 train_loss:1.13528	 train_loss_div:1.13528Train Top-1 class_accuracy: 0.6284359097480774
Train Top-5 class_accuracy: 0.8327057361602783
test epoch:57	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4144199788570404
Top-5 class_accuracy: 0.6823599934577942
test epoch:57	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6308799982070923
Top-5 class_accuracy: 0.8521999716758728
test epoch:57	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6372999548912048
Top-5 class_accuracy: 0.8556399941444397
test epoch:57	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6367799639701843
Top-5 class_accuracy: 0.8562999963760376
Epoch:58	 lr:0.01000	 duration:766.956
 train_loss:1.13545	 train_loss_div:1.13545Train Top-1 class_accuracy: 0.6278926730155945
Train Top-5 class_accuracy: 0.8332677483558655
test epoch:58	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.394679993391037
Top-5 class_accuracy: 0.6377999782562256
test epoch:58	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6272000074386597
Top-5 class_accuracy: 0.8511999845504761
test epoch:58	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6352999806404114
Top-5 class_accuracy: 0.8555799722671509
test epoch:58	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6355999708175659
Top-5 class_accuracy: 0.8557999730110168
Epoch:59	 lr:0.01000	 duration:770.885
 train_loss:1.13477	 train_loss_div:1.13477Train Top-1 class_accuracy: 0.6300594210624695
Train Top-5 class_accuracy: 0.8341013789176941
test epoch:59	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.31581997871398926
Top-5 class_accuracy: 0.5798199772834778
test epoch:59	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.615399956703186
Top-5 class_accuracy: 0.8412599563598633
test epoch:59	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6281799674034119
Top-5 class_accuracy: 0.8500399589538574
test epoch:59	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6297399997711182
Top-5 class_accuracy: 0.8520599603652954
Epoch:60	 lr:0.00100	 duration:764.293
 train_loss:0.90755	 train_loss_div:0.90755Train Top-1 class_accuracy: 0.6547868847846985
Train Top-5 class_accuracy: 0.8495997190475464
test epoch:60	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5804399847984314
Top-5 class_accuracy: 0.8150799870491028
test epoch:60	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.696179986000061
Top-5 class_accuracy: 0.8941400051116943
test epoch:60	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6955199837684631
Top-5 class_accuracy: 0.8931599855422974
test epoch:60	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.693120002746582
Top-5 class_accuracy: 0.8916199803352356
Epoch:61	 lr:0.00100	 duration:773.489
 train_loss:0.85631	 train_loss_div:0.85631Train Top-1 class_accuracy: 0.6620333790779114
Train Top-5 class_accuracy: 0.8545389771461487
test epoch:61	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6324399709701538
Top-5 class_accuracy: 0.853119969367981
test epoch:61	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6980999708175659
Top-5 class_accuracy: 0.8945199847221375
test epoch:61	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6945399641990662
Top-5 class_accuracy: 0.8931199908256531
test epoch:61	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6916399598121643
Top-5 class_accuracy: 0.8919199705123901
Epoch:62	 lr:0.00100	 duration:771.966
 train_loss:0.83881	 train_loss_div:0.83881Train Top-1 class_accuracy: 0.6631948351860046
Train Top-5 class_accuracy: 0.8540987372398376
test epoch:62	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.614359974861145
Top-5 class_accuracy: 0.8384199738502502
test epoch:62	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7019199728965759
Top-5 class_accuracy: 0.8957399725914001
test epoch:62	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6995999813079834
Top-5 class_accuracy: 0.8949999809265137
test epoch:62	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6966800093650818
Top-5 class_accuracy: 0.8934800028800964
Epoch:63	 lr:0.00100	 duration:774.428
 train_loss:0.82734	 train_loss_div:0.82734Train Top-1 class_accuracy: 0.6663856506347656
Train Top-5 class_accuracy: 0.8560407161712646
test epoch:63	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.521120011806488
Top-5 class_accuracy: 0.768839955329895
test epoch:63	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7021600008010864
Top-5 class_accuracy: 0.895359992980957
test epoch:63	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7013599872589111
Top-5 class_accuracy: 0.895639955997467
test epoch:63	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6987400054931641
Top-5 class_accuracy: 0.8945800065994263
Epoch:64	 lr:0.00100	 duration:767.513
 train_loss:0.82130	 train_loss_div:0.82130Train Top-1 class_accuracy: 0.6666978597640991
Train Top-5 class_accuracy: 0.8561749458312988
test epoch:64	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6550599932670593
Top-5 class_accuracy: 0.8682999610900879
test epoch:64	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7010200023651123
Top-5 class_accuracy: 0.8964399695396423
test epoch:64	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6936799883842468
Top-5 class_accuracy: 0.89301997423172
test epoch:64	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6886599659919739
Top-5 class_accuracy: 0.8908799886703491
Epoch:65	 lr:0.00100	 duration:775.000
 train_loss:0.80865	 train_loss_div:0.80865Train Top-1 class_accuracy: 0.6688053011894226
Train Top-5 class_accuracy: 0.8578172326087952
test epoch:65	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5636999607086182
Top-5 class_accuracy: 0.7999999523162842
test epoch:65	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7030799984931946
Top-5 class_accuracy: 0.8975399732589722
test epoch:65	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7019199728965759
Top-5 class_accuracy: 0.8960199952125549
test epoch:65	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6998999714851379
Top-5 class_accuracy: 0.8947199583053589
Epoch:66	 lr:0.00100	 duration:772.313
 train_loss:0.80369	 train_loss_div:0.80369Train Top-1 class_accuracy: 0.6689395904541016
Train Top-5 class_accuracy: 0.8581262826919556
test epoch:66	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5719599723815918
Top-5 class_accuracy: 0.8095399737358093
test epoch:66	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7041599750518799
Top-5 class_accuracy: 0.8977800011634827
test epoch:66	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.700980007648468
Top-5 class_accuracy: 0.8959599733352661
test epoch:66	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6976799964904785
Top-5 class_accuracy: 0.8947199583053589
Epoch:67	 lr:0.00100	 duration:774.656
 train_loss:0.79986	 train_loss_div:0.79986Train Top-1 class_accuracy: 0.668917715549469
Train Top-5 class_accuracy: 0.8578609228134155
test epoch:67	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4830999970436096
Top-5 class_accuracy: 0.7343800067901611
test epoch:67	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7043799757957458
Top-5 class_accuracy: 0.8974999785423279
test epoch:67	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7037000060081482
Top-5 class_accuracy: 0.8983999490737915
test epoch:67	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7022199630737305
Top-5 class_accuracy: 0.8977800011634827
Epoch:68	 lr:0.00100	 duration:772.348
 train_loss:0.79827	 train_loss_div:0.79827Train Top-1 class_accuracy: 0.6703726649284363
Train Top-5 class_accuracy: 0.859462559223175
test epoch:68	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5585600137710571
Top-5 class_accuracy: 0.7981999516487122
test epoch:68	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7050600051879883
Top-5 class_accuracy: 0.8982599973678589
test epoch:68	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7014600038528442
Top-5 class_accuracy: 0.8970199823379517
test epoch:68	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6992599964141846
Top-5 class_accuracy: 0.8955999612808228
Epoch:69	 lr:0.00100	 duration:788.860
 train_loss:0.79321	 train_loss_div:0.79321Train Top-1 class_accuracy: 0.6715621948242188
Train Top-5 class_accuracy: 0.8593689203262329
test epoch:69	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6594600081443787
Top-5 class_accuracy: 0.8684399724006653
test epoch:69	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7021600008010864
Top-5 class_accuracy: 0.8948599696159363
test epoch:69	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6926000118255615
Top-5 class_accuracy: 0.8906199932098389
test epoch:69	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.685539960861206
Top-5 class_accuracy: 0.8868199586868286
Epoch:70	 lr:0.00100	 duration:779.890
 train_loss:0.78689	 train_loss_div:0.78689Train Top-1 class_accuracy: 0.6708003878593445
Train Top-5 class_accuracy: 0.8598996996879578
test epoch:70	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5928399562835693
Top-5 class_accuracy: 0.8227799534797668
test epoch:70	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7053799629211426
Top-5 class_accuracy: 0.8988399505615234
test epoch:70	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7019000053405762
Top-5 class_accuracy: 0.8973000049591064
test epoch:70	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6990599632263184
Top-5 class_accuracy: 0.8953399658203125
Epoch:71	 lr:0.00100	 duration:772.795
 train_loss:0.78487	 train_loss_div:0.78487Train Top-1 class_accuracy: 0.6723989248275757
Train Top-5 class_accuracy: 0.8599059581756592
test epoch:71	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46945998072624207
Top-5 class_accuracy: 0.722279965877533
test epoch:71	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7046999931335449
Top-5 class_accuracy: 0.8974199891090393
test epoch:71	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7045800089836121
Top-5 class_accuracy: 0.8982599973678589
test epoch:71	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7026999592781067
Top-5 class_accuracy: 0.8973399996757507
Epoch:72	 lr:0.00100	 duration:770.455
 train_loss:0.78307	 train_loss_div:0.78307Train Top-1 class_accuracy: 0.6718462705612183
Train Top-5 class_accuracy: 0.8597998023033142
test epoch:72	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5968199968338013
Top-5 class_accuracy: 0.8251599669456482
test epoch:72	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.704759955406189
Top-5 class_accuracy: 0.898859977722168
test epoch:72	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7000399827957153
Top-5 class_accuracy: 0.8969799876213074
test epoch:72	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6961399912834167
Top-5 class_accuracy: 0.8952399492263794
Epoch:73	 lr:0.00100	 duration:767.747
 train_loss:0.77856	 train_loss_div:0.77856Train Top-1 class_accuracy: 0.6747905015945435
Train Top-5 class_accuracy: 0.8608582019805908
test epoch:73	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.524619996547699
Top-5 class_accuracy: 0.7681399583816528
test epoch:73	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7064399719238281
Top-5 class_accuracy: 0.8990399837493896
test epoch:73	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7037000060081482
Top-5 class_accuracy: 0.8981999754905701
test epoch:73	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7010999917984009
Top-5 class_accuracy: 0.89683997631073
Epoch:74	 lr:0.00100	 duration:950.554
 train_loss:0.77993	 train_loss_div:0.77993Train Top-1 class_accuracy: 0.673279345035553
Train Top-5 class_accuracy: 0.860808253288269
test epoch:74	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5469599962234497
Top-5 class_accuracy: 0.7872999906539917
test epoch:74	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7056199908256531
Top-5 class_accuracy: 0.8987599611282349
test epoch:74	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7020999789237976
Top-5 class_accuracy: 0.897059977054596
test epoch:74	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6994199752807617
Top-5 class_accuracy: 0.895579993724823
Epoch:75	 lr:0.00100	 duration:771.065
 train_loss:0.77353	 train_loss_div:0.77353Train Top-1 class_accuracy: 0.6742534637451172
Train Top-5 class_accuracy: 0.8606708645820618
test epoch:75	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.600380003452301
Top-5 class_accuracy: 0.8271999955177307
test epoch:75	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7055400013923645
Top-5 class_accuracy: 0.8989399671554565
test epoch:75	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7021799683570862
Top-5 class_accuracy: 0.8970800042152405
test epoch:75	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6990799903869629
Top-5 class_accuracy: 0.8955199718475342
Epoch:76	 lr:0.00100	 duration:764.128
 train_loss:0.77281	 train_loss_div:0.77281Train Top-1 class_accuracy: 0.674596905708313
Train Top-5 class_accuracy: 0.8622663021087646
test epoch:76	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5534200072288513
Top-5 class_accuracy: 0.7967599630355835
test epoch:76	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7063999772071838
Top-5 class_accuracy: 0.8993200063705444
test epoch:76	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7028200030326843
Top-5 class_accuracy: 0.8978599905967712
test epoch:76	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.699400007724762
Top-5 class_accuracy: 0.8963799476623535
Epoch:77	 lr:0.00100	 duration:770.015
 train_loss:0.76806	 train_loss_div:0.76806Train Top-1 class_accuracy: 0.6749528050422668
Train Top-5 class_accuracy: 0.8621382713317871
test epoch:77	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4964599907398224
Top-5 class_accuracy: 0.7465999722480774
test epoch:77	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7066799998283386
Top-5 class_accuracy: 0.8987199664115906
test epoch:77	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.70551997423172
Top-5 class_accuracy: 0.8980399966239929
test epoch:77	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7025600075721741
Top-5 class_accuracy: 0.8965199589729309
Epoch:78	 lr:0.00100	 duration:767.333
 train_loss:0.77164	 train_loss_div:0.77164Train Top-1 class_accuracy: 0.6744813919067383
Train Top-5 class_accuracy: 0.8609424829483032
test epoch:78	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47165998816490173
Top-5 class_accuracy: 0.7251799702644348
test epoch:78	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7066400051116943
Top-5 class_accuracy: 0.8987399935722351
test epoch:78	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7047199606895447
Top-5 class_accuracy: 0.897879958152771
test epoch:78	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7026399970054626
Top-5 class_accuracy: 0.8965799808502197
Epoch:79	 lr:0.00100	 duration:1025.756
 train_loss:0.76669	 train_loss_div:0.76669Train Top-1 class_accuracy: 0.6758801341056824
Train Top-5 class_accuracy: 0.8620633482933044
test epoch:79	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.436599999666214
Top-5 class_accuracy: 0.6904999613761902
test epoch:79	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.703719973564148
Top-5 class_accuracy: 0.8981799483299255
test epoch:79	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7045999765396118
Top-5 class_accuracy: 0.8988800048828125
test epoch:79	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7028399705886841
Top-5 class_accuracy: 0.897659957408905
Epoch:80	 lr:0.00100	 duration:773.321
 train_loss:0.76502	 train_loss_div:0.76502Train Top-1 class_accuracy: 0.6739818453788757
Train Top-5 class_accuracy: 0.8613358736038208
test epoch:80	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5227199792861938
Top-5 class_accuracy: 0.7639200091362
test epoch:80	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7069000005722046
Top-5 class_accuracy: 0.8984799981117249
test epoch:80	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7038599848747253
Top-5 class_accuracy: 0.896619975566864
test epoch:80	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7002599835395813
Top-5 class_accuracy: 0.895579993724823
Epoch:81	 lr:0.00100	 duration:771.052
 train_loss:0.76222	 train_loss_div:0.76222Train Top-1 class_accuracy: 0.6758645176887512
Train Top-5 class_accuracy: 0.8623942732810974
test epoch:81	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.574459969997406
Top-5 class_accuracy: 0.8103599548339844
test epoch:81	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7048199772834778
Top-5 class_accuracy: 0.8987799882888794
test epoch:81	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7017399668693542
Top-5 class_accuracy: 0.8966799974441528
test epoch:81	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6974599957466125
Top-5 class_accuracy: 0.8950199484825134
Epoch:82	 lr:0.00100	 duration:770.617
 train_loss:0.76645	 train_loss_div:0.76645Train Top-1 class_accuracy: 0.6746249794960022
Train Top-5 class_accuracy: 0.8616667985916138
test epoch:82	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5563799738883972
Top-5 class_accuracy: 0.7975199818611145
test epoch:82	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7070199847221375
Top-5 class_accuracy: 0.8993200063705444
test epoch:82	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7021999955177307
Top-5 class_accuracy: 0.8968600034713745
test epoch:82	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6983000040054321
Top-5 class_accuracy: 0.8947999477386475
Epoch:83	 lr:0.00100	 duration:765.485
 train_loss:0.76249	 train_loss_div:0.76249Train Top-1 class_accuracy: 0.6755616664886475
Train Top-5 class_accuracy: 0.8622225522994995
test epoch:83	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5295799970626831
Top-5 class_accuracy: 0.7772600054740906
test epoch:83	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7069399952888489
Top-5 class_accuracy: 0.8998199701309204
test epoch:83	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7055000066757202
Top-5 class_accuracy: 0.8979399800300598
test epoch:83	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.70305997133255
Top-5 class_accuracy: 0.8967999815940857
Epoch:84	 lr:0.00100	 duration:762.902
 train_loss:0.75916	 train_loss_div:0.75916Train Top-1 class_accuracy: 0.6771227121353149
Train Top-5 class_accuracy: 0.8630905151367188
test epoch:84	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5552999973297119
Top-5 class_accuracy: 0.7945199608802795
test epoch:84	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7068600058555603
Top-5 class_accuracy: 0.8983599543571472
test epoch:84	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7026999592781067
Top-5 class_accuracy: 0.8965399861335754
test epoch:84	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6996600031852722
Top-5 class_accuracy: 0.8948999643325806
Epoch:85	 lr:0.00100	 duration:763.050
 train_loss:0.75940	 train_loss_div:0.75940Train Top-1 class_accuracy: 0.6766325235366821
Train Top-5 class_accuracy: 0.8634214997291565
test epoch:85	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3422199785709381
Top-5 class_accuracy: 0.5941799879074097
test epoch:85	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7051199674606323
Top-5 class_accuracy: 0.8973399996757507
test epoch:85	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.707319974899292
Top-5 class_accuracy: 0.8989399671554565
test epoch:85	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7062999606132507
Top-5 class_accuracy: 0.8989199995994568
Epoch:86	 lr:0.00100	 duration:768.127
 train_loss:0.75876	 train_loss_div:0.75876Train Top-1 class_accuracy: 0.6760112643241882
Train Top-5 class_accuracy: 0.8625472784042358
test epoch:86	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4689599871635437
Top-5 class_accuracy: 0.7219399809837341
test epoch:86	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.708359956741333
Top-5 class_accuracy: 0.899619996547699
test epoch:86	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7041400074958801
Top-5 class_accuracy: 0.8979799747467041
test epoch:86	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7003999948501587
Top-5 class_accuracy: 0.8962799906730652
Epoch:87	 lr:0.00100	 duration:767.498
 train_loss:0.75541	 train_loss_div:0.75541Train Top-1 class_accuracy: 0.6776753664016724
Train Top-5 class_accuracy: 0.8631747961044312
test epoch:87	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6257399916648865
Top-5 class_accuracy: 0.8484399914741516
test epoch:87	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7057399749755859
Top-5 class_accuracy: 0.8983799815177917
test epoch:87	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6978799700737
Top-5 class_accuracy: 0.8955199718475342
test epoch:87	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6895599961280823
Top-5 class_accuracy: 0.8896399736404419
Epoch:88	 lr:0.00100	 duration:764.129
 train_loss:0.75625	 train_loss_div:0.75625Train Top-1 class_accuracy: 0.6777065396308899
Train Top-5 class_accuracy: 0.862787663936615
test epoch:88	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5016800165176392
Top-5 class_accuracy: 0.7549999952316284
test epoch:88	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7090799808502197
Top-5 class_accuracy: 0.9013999700546265
test epoch:88	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7059400081634521
Top-5 class_accuracy: 0.8992799520492554
test epoch:88	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7027599811553955
Top-5 class_accuracy: 0.8977800011634827
Epoch:89	 lr:0.00100	 duration:767.510
 train_loss:0.75325	 train_loss_div:0.75325Train Top-1 class_accuracy: 0.6777939796447754
Train Top-5 class_accuracy: 0.8627970218658447
test epoch:89	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46164000034332275
Top-5 class_accuracy: 0.7145799994468689
test epoch:89	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7079799771308899
Top-5 class_accuracy: 0.9015799760818481
test epoch:89	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7059999704360962
Top-5 class_accuracy: 0.9002599716186523
test epoch:89	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7037799954414368
Top-5 class_accuracy: 0.8985199928283691
Epoch:90	 lr:0.00010	 duration:767.672
 train_loss:0.73089	 train_loss_div:0.73089Train Top-1 class_accuracy: 0.6799888610839844
Train Top-5 class_accuracy: 0.8645579218864441
test epoch:90	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4532800018787384
Top-5 class_accuracy: 0.7099399566650391
test epoch:90	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7111600041389465
Top-5 class_accuracy: 0.901699960231781
test epoch:90	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7101799845695496
Top-5 class_accuracy: 0.9011199474334717
test epoch:90	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7083399891853333
Top-5 class_accuracy: 0.9003599882125854
Epoch:91	 lr:0.00010	 duration:767.094
 train_loss:0.72143	 train_loss_div:0.72143Train Top-1 class_accuracy: 0.6830610632896423
Train Top-5 class_accuracy: 0.8667309284210205
test epoch:91	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4728599786758423
Top-5 class_accuracy: 0.7263599634170532
test epoch:91	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7103999853134155
Top-5 class_accuracy: 0.9020999670028687
test epoch:91	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7094799876213074
Top-5 class_accuracy: 0.9011399745941162
test epoch:91	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7069799900054932
Top-5 class_accuracy: 0.9006999731063843
Epoch:92	 lr:0.00010	 duration:769.825
 train_loss:0.72265	 train_loss_div:0.72265Train Top-1 class_accuracy: 0.6816436052322388
Train Top-5 class_accuracy: 0.865422785282135
test epoch:92	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5680599808692932
Top-5 class_accuracy: 0.8053799867630005
test epoch:92	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7109799981117249
Top-5 class_accuracy: 0.9025200009346008
test epoch:92	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7058199644088745
Top-5 class_accuracy: 0.8993600010871887
test epoch:92	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7026999592781067
Top-5 class_accuracy: 0.8976199626922607
Epoch:93	 lr:0.00010	 duration:765.816
 train_loss:0.72197	 train_loss_div:0.72197Train Top-1 class_accuracy: 0.682071328163147
Train Top-5 class_accuracy: 0.866165816783905
test epoch:93	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.44925999641418457
Top-5 class_accuracy: 0.7067399621009827
test epoch:93	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7114599943161011
Top-5 class_accuracy: 0.9020799994468689
test epoch:93	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7106599807739258
Top-5 class_accuracy: 0.9020400047302246
test epoch:93	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7085999846458435
Top-5 class_accuracy: 0.9007599949836731
Epoch:94	 lr:0.00010	 duration:762.505
 train_loss:0.71836	 train_loss_div:0.71836Train Top-1 class_accuracy: 0.6822367906570435
Train Top-5 class_accuracy: 0.8662813901901245
test epoch:94	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4831399917602539
Top-5 class_accuracy: 0.7410399913787842
test epoch:94	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7121399641036987
Top-5 class_accuracy: 0.902999997138977
test epoch:94	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7105799913406372
Top-5 class_accuracy: 0.9020599722862244
test epoch:94	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7087199687957764
Top-5 class_accuracy: 0.900879979133606
Epoch:95	 lr:0.00010	 duration:770.214
 train_loss:0.72150	 train_loss_div:0.72150Train Top-1 class_accuracy: 0.6816186308860779
Train Top-5 class_accuracy: 0.8655601739883423
test epoch:95	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4763599932193756
Top-5 class_accuracy: 0.7324000000953674
test epoch:95	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7121399641036987
Top-5 class_accuracy: 0.9018599987030029
test epoch:95	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7097600102424622
Top-5 class_accuracy: 0.9014599919319153
test epoch:95	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7076199650764465
Top-5 class_accuracy: 0.9003999829292297
Epoch:96	 lr:0.00010	 duration:770.824
 train_loss:0.71746	 train_loss_div:0.71746Train Top-1 class_accuracy: 0.6827332377433777
Train Top-5 class_accuracy: 0.8668558597564697
test epoch:96	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5726999640464783
Top-5 class_accuracy: 0.8106399774551392
test epoch:96	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.71315997838974
Top-5 class_accuracy: 0.902999997138977
test epoch:96	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7073999643325806
Top-5 class_accuracy: 0.9000999927520752
test epoch:96	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7046200037002563
Top-5 class_accuracy: 0.8987799882888794
Epoch:97	 lr:0.00010	 duration:769.401
 train_loss:0.71373	 train_loss_div:0.71373Train Top-1 class_accuracy: 0.6826520562171936
Train Top-5 class_accuracy: 0.8656319379806519
test epoch:97	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6114000082015991
Top-5 class_accuracy: 0.8375599980354309
test epoch:97	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7114399671554565
Top-5 class_accuracy: 0.9020999670028687
test epoch:97	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.704759955406189
Top-5 class_accuracy: 0.8985199928283691
test epoch:97	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7000799775123596
Top-5 class_accuracy: 0.8960399627685547
Epoch:98	 lr:0.00010	 duration:770.914
 train_loss:0.71360	 train_loss_div:0.71360Train Top-1 class_accuracy: 0.6826614141464233
Train Top-5 class_accuracy: 0.8661876916885376
test epoch:98	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48211997747421265
Top-5 class_accuracy: 0.7379599809646606
test epoch:98	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7114399671554565
Top-5 class_accuracy: 0.9025200009346008
test epoch:98	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7088800072669983
Top-5 class_accuracy: 0.9010999798774719
test epoch:98	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7062199711799622
Top-5 class_accuracy: 0.8993600010871887
Epoch:99	 lr:0.00010	 duration:772.469
 train_loss:0.71527	 train_loss_div:0.71527Train Top-1 class_accuracy: 0.683017373085022
Train Top-5 class_accuracy: 0.8667497038841248
test epoch:99	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4839800000190735
Top-5 class_accuracy: 0.7404999732971191
test epoch:99	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7132999897003174
Top-5 class_accuracy: 0.9025599956512451
test epoch:99	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7096199989318848
Top-5 class_accuracy: 0.9007599949836731
test epoch:99	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7071399688720703
Top-5 class_accuracy: 0.8998599648475647
best_accuracy: 0.902999997138977 
best_accuracy: 0.0 
best_accuracy: 0.0 
best_accuracy: 0.0 
