Epoch:0	 lr:0.10000	 duration:473.761
 train_loss:4.96330	 train_loss_div:4.96330Train Top-1 class_accuracy: 0.15040338039398193
Train Top-5 class_accuracy: 0.3239356577396393
test epoch:0	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.2667999863624573
Top-5 class_accuracy: 0.5095399618148804
test epoch:0	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.26673999428749084
Top-5 class_accuracy: 0.5091400146484375
test epoch:0	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.26669999957084656
Top-5 class_accuracy: 0.5092799663543701
test epoch:0	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.26669999957084656
Top-5 class_accuracy: 0.5088399648666382
Epoch:1	 lr:0.10000	 duration:467.739
 train_loss:3.60334	 train_loss_div:3.60334Train Top-1 class_accuracy: 0.30939266085624695
Train Top-5 class_accuracy: 0.553747832775116
test epoch:1	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.36032000184059143
Top-5 class_accuracy: 0.6199199557304382
test epoch:1	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3598400056362152
Top-5 class_accuracy: 0.6201599836349487
test epoch:1	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.3595399856567383
Top-5 class_accuracy: 0.6201399564743042
test epoch:1	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.35929998755455017
Top-5 class_accuracy: 0.6200599670410156
Epoch:2	 lr:0.10000	 duration:481.925
 train_loss:3.22043	 train_loss_div:3.22043Train Top-1 class_accuracy: 0.3666529059410095
Train Top-5 class_accuracy: 0.6160284876823425
test epoch:2	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4057199954986572
Top-5 class_accuracy: 0.668940007686615
test epoch:2	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4059000015258789
Top-5 class_accuracy: 0.6685599684715271
test epoch:2	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4059000015258789
Top-5 class_accuracy: 0.6685599684715271
test epoch:2	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.40581998229026794
Top-5 class_accuracy: 0.6686199903488159
Epoch:3	 lr:0.10000	 duration:485.016
 train_loss:3.03963	 train_loss_div:3.03963Train Top-1 class_accuracy: 0.39343786239624023
Train Top-5 class_accuracy: 0.6439841985702515
test epoch:3	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4218199849128723
Top-5 class_accuracy: 0.6861400008201599
test epoch:3	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.42146000266075134
Top-5 class_accuracy: 0.686199963092804
test epoch:3	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.42155998945236206
Top-5 class_accuracy: 0.6864199638366699
test epoch:3	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.42149999737739563
Top-5 class_accuracy: 0.6863799691200256
Epoch:4	 lr:0.10000	 duration:475.589
 train_loss:2.92395	 train_loss_div:2.92395Train Top-1 class_accuracy: 0.4123518466949463
Train Top-5 class_accuracy: 0.6629387736320496
test epoch:4	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4429199993610382
Top-5 class_accuracy: 0.7055000066757202
test epoch:4	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4432399868965149
Top-5 class_accuracy: 0.7057399749755859
test epoch:4	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4428599774837494
Top-5 class_accuracy: 0.70551997423172
test epoch:4	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4431400001049042
Top-5 class_accuracy: 0.7055000066757202
Epoch:5	 lr:0.10000	 duration:472.847
 train_loss:2.85783	 train_loss_div:2.85783Train Top-1 class_accuracy: 0.42355412244796753
Train Top-5 class_accuracy: 0.6714997291564941
test epoch:5	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45019999146461487
Top-5 class_accuracy: 0.712619960308075
test epoch:5	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4508199989795685
Top-5 class_accuracy: 0.712179958820343
test epoch:5	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4508399963378906
Top-5 class_accuracy: 0.7124999761581421
test epoch:5	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45089998841285706
Top-5 class_accuracy: 0.7125599980354309
Epoch:6	 lr:0.10000	 duration:459.160
 train_loss:2.81054	 train_loss_div:2.81054Train Top-1 class_accuracy: 0.4300200939178467
Train Top-5 class_accuracy: 0.6795892119407654
test epoch:6	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45879998803138733
Top-5 class_accuracy: 0.7191599607467651
test epoch:6	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4587000012397766
Top-5 class_accuracy: 0.7193199992179871
test epoch:6	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4584199786186218
Top-5 class_accuracy: 0.7194399833679199
test epoch:6	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45829999446868896
Top-5 class_accuracy: 0.7195000052452087
Epoch:7	 lr:0.10000	 duration:469.338
 train_loss:2.76930	 train_loss_div:2.76930Train Top-1 class_accuracy: 0.43683263659477234
Train Top-5 class_accuracy: 0.6846908330917358
test epoch:7	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48023998737335205
Top-5 class_accuracy: 0.7377600073814392
test epoch:7	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47985997796058655
Top-5 class_accuracy: 0.738379955291748
test epoch:7	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.479779988527298
Top-5 class_accuracy: 0.7386400103569031
test epoch:7	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4796599745750427
Top-5 class_accuracy: 0.7387199997901917
Epoch:8	 lr:0.10000	 duration:475.718
 train_loss:2.74468	 train_loss_div:2.74468Train Top-1 class_accuracy: 0.4411068558692932
Train Top-5 class_accuracy: 0.6893084645271301
test epoch:8	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46515998244285583
Top-5 class_accuracy: 0.7270799875259399
test epoch:8	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.464959979057312
Top-5 class_accuracy: 0.7275199890136719
test epoch:8	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.464959979057312
Top-5 class_accuracy: 0.7278599739074707
test epoch:8	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4646799862384796
Top-5 class_accuracy: 0.7277799844741821
Epoch:9	 lr:0.10000	 duration:470.735
 train_loss:2.71942	 train_loss_div:2.71942Train Top-1 class_accuracy: 0.44386059045791626
Train Top-5 class_accuracy: 0.6923182606697083
test epoch:9	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47057998180389404
Top-5 class_accuracy: 0.7335999608039856
test epoch:9	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47088000178337097
Top-5 class_accuracy: 0.7334799766540527
test epoch:9	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4710799753665924
Top-5 class_accuracy: 0.7333199977874756
test epoch:9	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4710399806499481
Top-5 class_accuracy: 0.7333399653434753
Epoch:10	 lr:0.10000	 duration:471.249
 train_loss:2.70420	 train_loss_div:2.70420Train Top-1 class_accuracy: 0.4471887946128845
Train Top-5 class_accuracy: 0.6962771415710449
test epoch:10	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45173999667167664
Top-5 class_accuracy: 0.7183600068092346
test epoch:10	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4517199993133545
Top-5 class_accuracy: 0.7183799743652344
test epoch:10	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.45207998156547546
Top-5 class_accuracy: 0.7182799577713013
test epoch:10	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4521400034427643
Top-5 class_accuracy: 0.7181999683380127
Epoch:11	 lr:0.10000	 duration:489.472
 train_loss:2.67857	 train_loss_div:2.67857Train Top-1 class_accuracy: 0.45007991790771484
Train Top-5 class_accuracy: 0.6987404823303223
test epoch:11	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46697998046875
Top-5 class_accuracy: 0.7289599776268005
test epoch:11	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46699997782707214
Top-5 class_accuracy: 0.7293599843978882
test epoch:11	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.46728000044822693
Top-5 class_accuracy: 0.7296199798583984
test epoch:11	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4670799970626831
Top-5 class_accuracy: 0.7295399904251099
Epoch:12	 lr:0.10000	 duration:484.371
 train_loss:2.67729	 train_loss_div:2.67729Train Top-1 class_accuracy: 0.4511757791042328
Train Top-5 class_accuracy: 0.6993399262428284
test epoch:12	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47081997990608215
Top-5 class_accuracy: 0.733739972114563
test epoch:12	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4711799919605255
Top-5 class_accuracy: 0.7336599826812744
test epoch:12	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4709399938583374
Top-5 class_accuracy: 0.733739972114563
test epoch:12	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4711399972438812
Top-5 class_accuracy: 0.7339000105857849
Epoch:13	 lr:0.10000	 duration:481.718
 train_loss:2.65615	 train_loss_div:2.65615Train Top-1 class_accuracy: 0.4543791115283966
Train Top-5 class_accuracy: 0.7024246454238892
test epoch:13	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48705998063087463
Top-5 class_accuracy: 0.7453999519348145
test epoch:13	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48733997344970703
Top-5 class_accuracy: 0.7460599541664124
test epoch:13	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48729997873306274
Top-5 class_accuracy: 0.7459200024604797
test epoch:13	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4870999753475189
Top-5 class_accuracy: 0.7458599805831909
Epoch:14	 lr:0.10000	 duration:479.613
 train_loss:2.64882	 train_loss_div:2.64882Train Top-1 class_accuracy: 0.4556373357772827
Train Top-5 class_accuracy: 0.7041074633598328
test epoch:14	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4897199869155884
Top-5 class_accuracy: 0.7500199675559998
test epoch:14	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48969998955726624
Top-5 class_accuracy: 0.7502599954605103
test epoch:14	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4897199869155884
Top-5 class_accuracy: 0.7501399517059326
test epoch:14	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4894999861717224
Top-5 class_accuracy: 0.7502399682998657
Epoch:15	 lr:0.10000	 duration:476.081
 train_loss:2.63960	 train_loss_div:2.63960Train Top-1 class_accuracy: 0.45690804719924927
Train Top-5 class_accuracy: 0.7055093050003052
test epoch:15	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4858799874782562
Top-5 class_accuracy: 0.7468999624252319
test epoch:15	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48715999722480774
Top-5 class_accuracy: 0.7476800084114075
test epoch:15	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4869999885559082
Top-5 class_accuracy: 0.7476599812507629
test epoch:15	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48701998591423035
Top-5 class_accuracy: 0.7475999593734741
Epoch:16	 lr:0.10000	 duration:484.169
 train_loss:2.63766	 train_loss_div:2.63766Train Top-1 class_accuracy: 0.45627427101135254
Train Top-5 class_accuracy: 0.7046507596969604
test epoch:16	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48085999488830566
Top-5 class_accuracy: 0.7419999837875366
test epoch:16	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4802999794483185
Top-5 class_accuracy: 0.7426799535751343
test epoch:16	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48033997416496277
Top-5 class_accuracy: 0.742579996585846
test epoch:16	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4804399907588959
Top-5 class_accuracy: 0.7424599528312683
Epoch:17	 lr:0.10000	 duration:482.975
 train_loss:2.63131	 train_loss_div:2.63131Train Top-1 class_accuracy: 0.45844101905822754
Train Top-5 class_accuracy: 0.7054874897003174
test epoch:17	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4889199733734131
Top-5 class_accuracy: 0.7485599517822266
test epoch:17	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48985999822616577
Top-5 class_accuracy: 0.7492600083351135
test epoch:17	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4895399808883667
Top-5 class_accuracy: 0.7492799758911133
test epoch:17	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.489359974861145
Top-5 class_accuracy: 0.7490599751472473
Epoch:18	 lr:0.10000	 duration:478.942
 train_loss:2.61095	 train_loss_div:2.61095Train Top-1 class_accuracy: 0.4614070653915405
Train Top-5 class_accuracy: 0.7093433141708374
test epoch:18	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4878599941730499
Top-5 class_accuracy: 0.7505199909210205
test epoch:18	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4888799786567688
Top-5 class_accuracy: 0.7511799931526184
test epoch:18	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4891199767589569
Top-5 class_accuracy: 0.7513599991798401
test epoch:18	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48913997411727905
Top-5 class_accuracy: 0.7513200044631958
Epoch:19	 lr:0.10000	 duration:635.861
 train_loss:2.60959	 train_loss_div:2.60959Train Top-1 class_accuracy: 0.46304619312286377
Train Top-5 class_accuracy: 0.7093495726585388
test epoch:19	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4838799834251404
Top-5 class_accuracy: 0.7449199557304382
test epoch:19	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.48409998416900635
Top-5 class_accuracy: 0.7451599836349487
test epoch:19	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4845399856567383
Top-5 class_accuracy: 0.7451199889183044
test epoch:19	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4846400022506714
Top-5 class_accuracy: 0.7453599572181702
Epoch:20	 lr:0.10000	 duration:462.601
 train_loss:2.60359	 train_loss_div:2.60359Train Top-1 class_accuracy: 0.4629712700843811
Train Top-5 class_accuracy: 0.7095150351524353
test epoch:20	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4734399914741516
Top-5 class_accuracy: 0.7300999760627747
test epoch:20	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4743799865245819
Top-5 class_accuracy: 0.7308799624443054
test epoch:20	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4744199812412262
Top-5 class_accuracy: 0.7310599684715271
test epoch:20	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4742399752140045
Top-5 class_accuracy: 0.730959951877594
Epoch:21	 lr:0.10000	 duration:469.964
 train_loss:2.59784	 train_loss_div:2.59784Train Top-1 class_accuracy: 0.464460551738739
Train Top-5 class_accuracy: 0.7113727331161499
test epoch:21	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5055800080299377
Top-5 class_accuracy: 0.7635999917984009
test epoch:21	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5065400004386902
Top-5 class_accuracy: 0.7641400098800659
test epoch:21	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5067799687385559
Top-5 class_accuracy: 0.7645799517631531
test epoch:21	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5067399740219116
Top-5 class_accuracy: 0.7642999887466431
Epoch:22	 lr:0.10000	 duration:453.509
 train_loss:2.59468	 train_loss_div:2.59468Train Top-1 class_accuracy: 0.46349579095840454
Train Top-5 class_accuracy: 0.7120814323425293
test epoch:22	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49281999468803406
Top-5 class_accuracy: 0.7555800080299377
test epoch:22	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49355998635292053
Top-5 class_accuracy: 0.7559199929237366
test epoch:22	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49375998973846436
Top-5 class_accuracy: 0.7559999823570251
test epoch:22	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49379998445510864
Top-5 class_accuracy: 0.7560999989509583
Epoch:23	 lr:0.10000	 duration:434.068
 train_loss:2.58923	 train_loss_div:2.58923Train Top-1 class_accuracy: 0.465191125869751
Train Top-5 class_accuracy: 0.7130961418151855
test epoch:23	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.507099986076355
Top-5 class_accuracy: 0.7648199796676636
test epoch:23	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5075199604034424
Top-5 class_accuracy: 0.76528000831604
test epoch:23	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5076000094413757
Top-5 class_accuracy: 0.7653200030326843
test epoch:23	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5078999996185303
Top-5 class_accuracy: 0.7653999924659729
Epoch:24	 lr:0.10000	 duration:429.530
 train_loss:2.58463	 train_loss_div:2.58463Train Top-1 class_accuracy: 0.4668208956718445
Train Top-5 class_accuracy: 0.7119971513748169
test epoch:24	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49991998076438904
Top-5 class_accuracy: 0.7644599676132202
test epoch:24	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5013799667358398
Top-5 class_accuracy: 0.7648999691009521
test epoch:24	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5015000104904175
Top-5 class_accuracy: 0.7648599743843079
test epoch:24	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5016399621963501
Top-5 class_accuracy: 0.7646600008010864
Epoch:25	 lr:0.10000	 duration:432.038
 train_loss:2.58580	 train_loss_div:2.58580Train Top-1 class_accuracy: 0.46530041098594666
Train Top-5 class_accuracy: 0.7117692232131958
test epoch:25	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5030800104141235
Top-5 class_accuracy: 0.7639200091362
test epoch:25	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5047399997711182
Top-5 class_accuracy: 0.76528000831604
test epoch:25	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.504539966583252
Top-5 class_accuracy: 0.7651000022888184
test epoch:25	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5045999884605408
Top-5 class_accuracy: 0.7653799653053284
Epoch:26	 lr:0.10000	 duration:433.229
 train_loss:2.57667	 train_loss_div:2.57667Train Top-1 class_accuracy: 0.4675421118736267
Train Top-5 class_accuracy: 0.7137112021446228
test epoch:26	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.47567999362945557
Top-5 class_accuracy: 0.7375999689102173
test epoch:26	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4769599735736847
Top-5 class_accuracy: 0.7386800050735474
test epoch:26	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4771599769592285
Top-5 class_accuracy: 0.7384399771690369
test epoch:26	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4773799777030945
Top-5 class_accuracy: 0.7384399771690369
Epoch:27	 lr:0.10000	 duration:436.066
 train_loss:2.57673	 train_loss_div:2.57673Train Top-1 class_accuracy: 0.4670206904411316
Train Top-5 class_accuracy: 0.7142170071601868
test epoch:27	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4875999987125397
Top-5 class_accuracy: 0.753600001335144
test epoch:27	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4892999827861786
Top-5 class_accuracy: 0.7550599575042725
test epoch:27	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4894599914550781
Top-5 class_accuracy: 0.7553600072860718
test epoch:27	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.489359974861145
Top-5 class_accuracy: 0.7555399537086487
Epoch:28	 lr:0.10000	 duration:433.700
 train_loss:2.57288	 train_loss_div:2.57288Train Top-1 class_accuracy: 0.4683413803577423
Train Top-5 class_accuracy: 0.7147446274757385
test epoch:28	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4983999729156494
Top-5 class_accuracy: 0.7551599740982056
test epoch:28	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.49969998002052307
Top-5 class_accuracy: 0.756339967250824
test epoch:28	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4995199739933014
Top-5 class_accuracy: 0.7565799951553345
test epoch:28	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.4998999834060669
Top-5 class_accuracy: 0.756659984588623
Epoch:29	 lr:0.10000	 duration:432.156
 train_loss:2.57570	 train_loss_div:2.57570Train Top-1 class_accuracy: 0.46837884187698364
Train Top-5 class_accuracy: 0.7146103978157043
test epoch:29	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5047799944877625
Top-5 class_accuracy: 0.7584999799728394
test epoch:29	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5059599876403809
Top-5 class_accuracy: 0.7604399919509888
test epoch:29	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5060200095176697
Top-5 class_accuracy: 0.7610999941825867
test epoch:29	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.5063599944114685
Top-5 class_accuracy: 0.7610799670219421
Epoch:30	 lr:0.01000	 duration:434.770
 train_loss:2.00851	 train_loss_div:2.00851Train Top-1 class_accuracy: 0.5698893070220947
Train Top-5 class_accuracy: 0.7926204800605774
test epoch:30	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6346200108528137
Top-5 class_accuracy: 0.8540999889373779
test epoch:30	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.636139988899231
Top-5 class_accuracy: 0.8543799519538879
test epoch:30	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6363199949264526
Top-5 class_accuracy: 0.854200005531311
test epoch:30	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6358599662780762
Top-5 class_accuracy: 0.8542400002479553
Epoch:31	 lr:0.01000	 duration:433.066
 train_loss:1.88224	 train_loss_div:1.88224Train Top-1 class_accuracy: 0.5941952466964722
Train Top-5 class_accuracy: 0.8099702596664429
test epoch:31	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6444999575614929
Top-5 class_accuracy: 0.8599799871444702
test epoch:31	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.645579993724823
Top-5 class_accuracy: 0.8614599704742432
test epoch:31	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6462000012397766
Top-5 class_accuracy: 0.8614400029182434
test epoch:31	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6458199620246887
Top-5 class_accuracy: 0.8611599802970886
Epoch:32	 lr:0.01000	 duration:430.920
 train_loss:1.82693	 train_loss_div:1.82693Train Top-1 class_accuracy: 0.6029560565948486
Train Top-5 class_accuracy: 0.8165048956871033
test epoch:32	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6497399806976318
Top-5 class_accuracy: 0.8650599718093872
test epoch:32	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6507999897003174
Top-5 class_accuracy: 0.8653799891471863
test epoch:32	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6509199738502502
Top-5 class_accuracy: 0.8652600049972534
test epoch:32	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6503599882125854
Top-5 class_accuracy: 0.8655799627304077
Epoch:33	 lr:0.01000	 duration:431.686
 train_loss:1.80112	 train_loss_div:1.80112Train Top-1 class_accuracy: 0.6077485084533691
Train Top-5 class_accuracy: 0.8198518753051758
test epoch:33	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6541599631309509
Top-5 class_accuracy: 0.867419958114624
test epoch:33	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6547999978065491
Top-5 class_accuracy: 0.8677600026130676
test epoch:33	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6543200016021729
Top-5 class_accuracy: 0.8678399920463562
test epoch:33	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6542800068855286
Top-5 class_accuracy: 0.8680199980735779
Epoch:34	 lr:0.01000	 duration:429.820
 train_loss:1.77248	 train_loss_div:1.77248Train Top-1 class_accuracy: 0.6132029294967651
Train Top-5 class_accuracy: 0.8242884278297424
test epoch:34	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6536999940872192
Top-5 class_accuracy: 0.8672800064086914
test epoch:34	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6553999781608582
Top-5 class_accuracy: 0.8677999973297119
test epoch:34	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6553800106048584
Top-5 class_accuracy: 0.8680599927902222
test epoch:34	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.655299961566925
Top-5 class_accuracy: 0.868179976940155
Epoch:35	 lr:0.01000	 duration:432.702
 train_loss:1.77258	 train_loss_div:1.77258Train Top-1 class_accuracy: 0.613917887210846
Train Top-5 class_accuracy: 0.8240698575973511
test epoch:35	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.653659999370575
Top-5 class_accuracy: 0.8682000041007996
test epoch:35	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6552599668502808
Top-5 class_accuracy: 0.8692799806594849
test epoch:35	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6551600098609924
Top-5 class_accuracy: 0.8693000078201294
test epoch:35	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6551600098609924
Top-5 class_accuracy: 0.8693400025367737
Epoch:36	 lr:0.01000	 duration:432.164
 train_loss:1.75753	 train_loss_div:1.75753Train Top-1 class_accuracy: 0.6163157224655151
Train Top-5 class_accuracy: 0.8263615369796753
test epoch:36	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6525200009346008
Top-5 class_accuracy: 0.8698199987411499
test epoch:36	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6531599760055542
Top-5 class_accuracy: 0.8705999851226807
test epoch:36	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6535399556159973
Top-5 class_accuracy: 0.8702999949455261
test epoch:36	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6535199880599976
Top-5 class_accuracy: 0.8707000017166138
Epoch:37	 lr:0.01000	 duration:432.790
 train_loss:1.75928	 train_loss_div:1.75928Train Top-1 class_accuracy: 0.6150012612342834
Train Top-5 class_accuracy: 0.8259931206703186
test epoch:37	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6491000056266785
Top-5 class_accuracy: 0.8674599528312683
test epoch:37	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6509599685668945
Top-5 class_accuracy: 0.8686999678611755
test epoch:37	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6502599716186523
Top-5 class_accuracy: 0.8686800003051758
test epoch:37	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6508199572563171
Top-5 class_accuracy: 0.8686599731445312
Epoch:38	 lr:0.01000	 duration:432.782
 train_loss:1.75387	 train_loss_div:1.75387Train Top-1 class_accuracy: 0.615716278553009
Train Top-5 class_accuracy: 0.8274761438369751
test epoch:38	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6525799632072449
Top-5 class_accuracy: 0.8651399612426758
test epoch:38	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6531400084495544
Top-5 class_accuracy: 0.8662999868392944
test epoch:38	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6540399789810181
Top-5 class_accuracy: 0.8663399815559387
test epoch:38	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6540200114250183
Top-5 class_accuracy: 0.8667199611663818
Epoch:39	 lr:0.01000	 duration:437.487
 train_loss:1.75672	 train_loss_div:1.75672Train Top-1 class_accuracy: 0.6160035133361816
Train Top-5 class_accuracy: 0.8265707492828369
test epoch:39	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6502599716186523
Top-5 class_accuracy: 0.866599977016449
test epoch:39	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6509999632835388
Top-5 class_accuracy: 0.8675400018692017
test epoch:39	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6500599980354309
Top-5 class_accuracy: 0.8676799535751343
test epoch:39	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6498799920082092
Top-5 class_accuracy: 0.8673799633979797
Epoch:40	 lr:0.01000	 duration:434.572
 train_loss:1.75547	 train_loss_div:1.75547Train Top-1 class_accuracy: 0.6173710227012634
Train Top-5 class_accuracy: 0.8269641399383545
test epoch:40	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6524400115013123
Top-5 class_accuracy: 0.8675400018692017
test epoch:40	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6534799933433533
Top-5 class_accuracy: 0.8683599829673767
test epoch:40	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.653219997882843
Top-5 class_accuracy: 0.8684599995613098
test epoch:40	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6528199911117554
Top-5 class_accuracy: 0.8682799935340881
Epoch:41	 lr:0.01000	 duration:434.976
 train_loss:1.75480	 train_loss_div:1.75480Train Top-1 class_accuracy: 0.6162875890731812
Train Top-5 class_accuracy: 0.8275448083877563
test epoch:41	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6545599699020386
Top-5 class_accuracy: 0.8679199814796448
test epoch:41	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.655739963054657
Top-5 class_accuracy: 0.8687399625778198
test epoch:41	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6552599668502808
Top-5 class_accuracy: 0.8690599799156189
test epoch:41	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6554999947547913
Top-5 class_accuracy: 0.8688199520111084
Epoch:42	 lr:0.01000	 duration:433.354
 train_loss:1.75290	 train_loss_div:1.75290Train Top-1 class_accuracy: 0.6154196858406067
Train Top-5 class_accuracy: 0.8276041746139526
test epoch:42	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6453399658203125
Top-5 class_accuracy: 0.8610199689865112
test epoch:42	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6464599967002869
Top-5 class_accuracy: 0.8622599840164185
test epoch:42	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.64683997631073
Top-5 class_accuracy: 0.8619599938392639
test epoch:42	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6468600034713745
Top-5 class_accuracy: 0.8617599606513977
Epoch:43	 lr:0.01000	 duration:432.372
 train_loss:1.75266	 train_loss_div:1.75266Train Top-1 class_accuracy: 0.616087794303894
Train Top-5 class_accuracy: 0.8274698853492737
test epoch:43	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6499999761581421
Top-5 class_accuracy: 0.8657599687576294
test epoch:43	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6508199572563171
Top-5 class_accuracy: 0.8653199672698975
test epoch:43	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6503799557685852
Top-5 class_accuracy: 0.865339994430542
test epoch:43	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6496599912643433
Top-5 class_accuracy: 0.8658999800682068
Epoch:44	 lr:0.01000	 duration:431.447
 train_loss:1.75571	 train_loss_div:1.75571Train Top-1 class_accuracy: 0.6161658763885498
Train Top-5 class_accuracy: 0.8274168372154236
test epoch:44	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6510599851608276
Top-5 class_accuracy: 0.8664000034332275
test epoch:44	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6526199579238892
Top-5 class_accuracy: 0.8672599792480469
test epoch:44	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6520400047302246
Top-5 class_accuracy: 0.8672599792480469
test epoch:44	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6516599655151367
Top-5 class_accuracy: 0.8671799898147583
Epoch:45	 lr:0.01000	 duration:436.320
 train_loss:1.75639	 train_loss_div:1.75639Train Top-1 class_accuracy: 0.616340696811676
Train Top-5 class_accuracy: 0.8269235491752625
test epoch:45	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.648140013217926
Top-5 class_accuracy: 0.8634600043296814
test epoch:45	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6499800086021423
Top-5 class_accuracy: 0.8651399612426758
test epoch:45	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6507200002670288
Top-5 class_accuracy: 0.865339994430542
test epoch:45	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.649899959564209
Top-5 class_accuracy: 0.8654800057411194
Epoch:46	 lr:0.01000	 duration:434.217
 train_loss:1.75665	 train_loss_div:1.75665Train Top-1 class_accuracy: 0.6155195832252502
Train Top-5 class_accuracy: 0.8277789950370789
test epoch:46	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6499599814414978
Top-5 class_accuracy: 0.8664599657058716
test epoch:46	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6503599882125854
Top-5 class_accuracy: 0.86763995885849
test epoch:46	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6498199701309204
Top-5 class_accuracy: 0.8679999709129333
test epoch:46	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.649459958076477
Top-5 class_accuracy: 0.8680399656295776
Epoch:47	 lr:0.01000	 duration:430.926
 train_loss:1.75199	 train_loss_div:1.75199Train Top-1 class_accuracy: 0.6171181201934814
Train Top-5 class_accuracy: 0.8275760412216187
test epoch:47	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.645359992980957
Top-5 class_accuracy: 0.863599956035614
test epoch:47	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6470400094985962
Top-5 class_accuracy: 0.8641200065612793
test epoch:47	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6475399732589722
Top-5 class_accuracy: 0.8637199997901917
test epoch:47	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6472399830818176
Top-5 class_accuracy: 0.8635799884796143
Epoch:48	 lr:0.01000	 duration:429.824
 train_loss:1.75064	 train_loss_div:1.75064Train Top-1 class_accuracy: 0.6171649694442749
Train Top-5 class_accuracy: 0.828459620475769
test epoch:48	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6473599672317505
Top-5 class_accuracy: 0.8654399514198303
test epoch:48	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6492800116539001
Top-5 class_accuracy: 0.866599977016449
test epoch:48	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6491999626159668
Top-5 class_accuracy: 0.8666399717330933
test epoch:48	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6492199897766113
Top-5 class_accuracy: 0.8662599921226501
Epoch:49	 lr:0.01000	 duration:432.059
 train_loss:1.75086	 train_loss_div:1.75086Train Top-1 class_accuracy: 0.6169401407241821
Train Top-5 class_accuracy: 0.8282535672187805
test epoch:49	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.647879958152771
Top-5 class_accuracy: 0.8651799559593201
test epoch:49	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.649399995803833
Top-5 class_accuracy: 0.8661999702453613
test epoch:49	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.649679958820343
Top-5 class_accuracy: 0.8664199709892273
test epoch:49	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6496399641036987
Top-5 class_accuracy: 0.8659600019454956
Epoch:50	 lr:0.01000	 duration:432.340
 train_loss:1.75062	 train_loss_div:1.75062Train Top-1 class_accuracy: 0.6163157224655151
Train Top-5 class_accuracy: 0.8281380534172058
test epoch:50	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.647599995136261
Top-5 class_accuracy: 0.8651999831199646
test epoch:50	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6495400071144104
Top-5 class_accuracy: 0.8662999868392944
test epoch:50	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6505799889564514
Top-5 class_accuracy: 0.8664399981498718
test epoch:50	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6502599716186523
Top-5 class_accuracy: 0.8664999604225159
Epoch:51	 lr:0.01000	 duration:430.935
 train_loss:1.74966	 train_loss_div:1.74966Train Top-1 class_accuracy: 0.6162813901901245
Train Top-5 class_accuracy: 0.8286844491958618
test epoch:51	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6470999717712402
Top-5 class_accuracy: 0.8628999590873718
test epoch:51	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6489999890327454
Top-5 class_accuracy: 0.86353999376297
test epoch:51	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6487599611282349
Top-5 class_accuracy: 0.8640999794006348
test epoch:51	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6482200026512146
Top-5 class_accuracy: 0.8638799786567688
Epoch:52	 lr:0.01000	 duration:432.719
 train_loss:1.74626	 train_loss_div:1.74626Train Top-1 class_accuracy: 0.6175052523612976
Train Top-5 class_accuracy: 0.8285595178604126
test epoch:52	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6477400064468384
Top-5 class_accuracy: 0.8646199703216553
test epoch:52	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.649679958820343
Top-5 class_accuracy: 0.8664599657058716
test epoch:52	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.649899959564209
Top-5 class_accuracy: 0.8662399649620056
test epoch:52	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6493200063705444
Top-5 class_accuracy: 0.8661999702453613
Epoch:53	 lr:0.01000	 duration:435.092
 train_loss:1.74159	 train_loss_div:1.74159Train Top-1 class_accuracy: 0.619559645652771
Train Top-5 class_accuracy: 0.8297334909439087
test epoch:53	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6483399868011475
Top-5 class_accuracy: 0.8651999831199646
test epoch:53	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6498399972915649
Top-5 class_accuracy: 0.8665399551391602
test epoch:53	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6502999663352966
Top-5 class_accuracy: 0.8660599589347839
test epoch:53	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6496399641036987
Top-5 class_accuracy: 0.8662799596786499
Epoch:54	 lr:0.01000	 duration:432.760
 train_loss:1.74349	 train_loss_div:1.74349Train Top-1 class_accuracy: 0.6184200644493103
Train Top-5 class_accuracy: 0.828859269618988
test epoch:54	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6474599838256836
Top-5 class_accuracy: 0.8648599982261658
test epoch:54	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6496399641036987
Top-5 class_accuracy: 0.8657999634742737
test epoch:54	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6499999761581421
Top-5 class_accuracy: 0.8657799959182739
test epoch:54	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6495800018310547
Top-5 class_accuracy: 0.8654399514198303
Epoch:55	 lr:0.01000	 duration:435.090
 train_loss:1.73492	 train_loss_div:1.73492Train Top-1 class_accuracy: 0.6195564866065979
Train Top-5 class_accuracy: 0.8302986025810242
test epoch:55	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.647599995136261
Top-5 class_accuracy: 0.86381995677948
test epoch:55	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6494799852371216
Top-5 class_accuracy: 0.8653199672698975
test epoch:55	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6494399905204773
Top-5 class_accuracy: 0.8659200072288513
test epoch:55	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6489999890327454
Top-5 class_accuracy: 0.865619957447052
Epoch:56	 lr:0.01000	 duration:435.940
 train_loss:1.74048	 train_loss_div:1.74048Train Top-1 class_accuracy: 0.6181889772415161
Train Top-5 class_accuracy: 0.8291808366775513
test epoch:56	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6441999673843384
Top-5 class_accuracy: 0.8630399703979492
test epoch:56	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6471799612045288
Top-5 class_accuracy: 0.8645599484443665
test epoch:56	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6477199792861938
Top-5 class_accuracy: 0.8647799491882324
test epoch:56	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6472799777984619
Top-5 class_accuracy: 0.864799976348877
Epoch:57	 lr:0.01000	 duration:434.019
 train_loss:1.73366	 train_loss_div:1.73366Train Top-1 class_accuracy: 0.619784414768219
Train Top-5 class_accuracy: 0.8306108117103577
test epoch:57	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.647599995136261
Top-5 class_accuracy: 0.8634600043296814
test epoch:57	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6493399739265442
Top-5 class_accuracy: 0.865339994430542
test epoch:57	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6489999890327454
Top-5 class_accuracy: 0.8651599884033203
test epoch:57	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6487799882888794
Top-5 class_accuracy: 0.8654399514198303
Epoch:58	 lr:0.01000	 duration:435.635
 train_loss:1.73777	 train_loss_div:1.73777Train Top-1 class_accuracy: 0.6186448335647583
Train Top-5 class_accuracy: 0.830389142036438
test epoch:58	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6497799754142761
Top-5 class_accuracy: 0.8652399778366089
test epoch:58	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6520199775695801
Top-5 class_accuracy: 0.8666200041770935
test epoch:58	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6530999541282654
Top-5 class_accuracy: 0.8671599626541138
test epoch:58	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.652899980545044
Top-5 class_accuracy: 0.8670399785041809
Epoch:59	 lr:0.01000	 duration:435.610
 train_loss:1.73199	 train_loss_div:1.73199Train Top-1 class_accuracy: 0.6195377707481384
Train Top-5 class_accuracy: 0.8300737738609314
test epoch:59	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6468600034713745
Top-5 class_accuracy: 0.8636999726295471
test epoch:59	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6491199731826782
Top-5 class_accuracy: 0.864579975605011
test epoch:59	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6502000093460083
Top-5 class_accuracy: 0.8646000027656555
test epoch:59	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.649679958820343
Top-5 class_accuracy: 0.8649799823760986
Epoch:60	 lr:0.00100	 duration:432.484
 train_loss:1.52739	 train_loss_div:1.52739Train Top-1 class_accuracy: 0.6636350154876709
Train Top-5 class_accuracy: 0.8565496206283569
test epoch:60	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6890400052070618
Top-5 class_accuracy: 0.8893599510192871
test epoch:60	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6905399560928345
Top-5 class_accuracy: 0.889799952507019
test epoch:60	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6915799975395203
Top-5 class_accuracy: 0.8899199962615967
test epoch:60	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.691540002822876
Top-5 class_accuracy: 0.8901799917221069
Epoch:61	 lr:0.00100	 duration:436.536
 train_loss:1.47306	 train_loss_div:1.47306Train Top-1 class_accuracy: 0.6730452179908752
Train Top-5 class_accuracy: 0.8621195554733276
test epoch:61	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6926000118255615
Top-5 class_accuracy: 0.8911199569702148
test epoch:61	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6944800019264221
Top-5 class_accuracy: 0.891979992389679
test epoch:61	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6958999633789062
Top-5 class_accuracy: 0.8917999863624573
test epoch:61	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6957799792289734
Top-5 class_accuracy: 0.8914799690246582
Epoch:62	 lr:0.00100	 duration:433.306
 train_loss:1.45813	 train_loss_div:1.45813Train Top-1 class_accuracy: 0.6773881316184998
Train Top-5 class_accuracy: 0.8649669289588928
test epoch:62	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6938599944114685
Top-5 class_accuracy: 0.8923400044441223
test epoch:62	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6967999935150146
Top-5 class_accuracy: 0.8935999870300293
test epoch:62	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.697219967842102
Top-5 class_accuracy: 0.8937000036239624
test epoch:62	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6963799595832825
Top-5 class_accuracy: 0.8932999968528748
Epoch:63	 lr:0.00100	 duration:433.307
 train_loss:1.44109	 train_loss_div:1.44109Train Top-1 class_accuracy: 0.67991703748703
Train Top-5 class_accuracy: 0.8670369386672974
test epoch:63	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6942200064659119
Top-5 class_accuracy: 0.8928399682044983
test epoch:63	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6973599791526794
Top-5 class_accuracy: 0.8940799832344055
test epoch:63	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6975399851799011
Top-5 class_accuracy: 0.8943399786949158
test epoch:63	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6975799798965454
Top-5 class_accuracy: 0.8938199877738953
Epoch:64	 lr:0.00100	 duration:432.691
 train_loss:1.42974	 train_loss_div:1.42974Train Top-1 class_accuracy: 0.6821275353431702
Train Top-5 class_accuracy: 0.8681234121322632
test epoch:64	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.696940004825592
Top-5 class_accuracy: 0.8941199779510498
test epoch:64	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6991999745368958
Top-5 class_accuracy: 0.8947399854660034
test epoch:64	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6996999979019165
Top-5 class_accuracy: 0.8946799635887146
test epoch:64	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.699459969997406
Top-5 class_accuracy: 0.8946399688720703
Epoch:65	 lr:0.00100	 duration:435.283
 train_loss:1.42050	 train_loss_div:1.42050Train Top-1 class_accuracy: 0.6843380331993103
Train Top-5 class_accuracy: 0.8691162467002869
test epoch:65	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6950799822807312
Top-5 class_accuracy: 0.8931399583816528
test epoch:65	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6974799633026123
Top-5 class_accuracy: 0.8950799703598022
test epoch:65	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6986199617385864
Top-5 class_accuracy: 0.8953999876976013
test epoch:65	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6988599896430969
Top-5 class_accuracy: 0.895039975643158
Epoch:66	 lr:0.00100	 duration:433.923
 train_loss:1.41490	 train_loss_div:1.41490Train Top-1 class_accuracy: 0.6854526400566101
Train Top-5 class_accuracy: 0.870408833026886
test epoch:66	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6974599957466125
Top-5 class_accuracy: 0.8951199650764465
test epoch:66	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.699400007724762
Top-5 class_accuracy: 0.8960599899291992
test epoch:66	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6997399926185608
Top-5 class_accuracy: 0.8959199786186218
test epoch:66	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6993199586868286
Top-5 class_accuracy: 0.8959199786186218
Epoch:67	 lr:0.00100	 duration:435.260
 train_loss:1.40499	 train_loss_div:1.40499Train Top-1 class_accuracy: 0.6864641904830933
Train Top-5 class_accuracy: 0.8719730377197266
test epoch:67	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6970399618148804
Top-5 class_accuracy: 0.8952999711036682
test epoch:67	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6991399526596069
Top-5 class_accuracy: 0.896399974822998
test epoch:67	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6992599964141846
Top-5 class_accuracy: 0.8962399959564209
test epoch:67	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6997199654579163
Top-5 class_accuracy: 0.8960599899291992
Epoch:68	 lr:0.00100	 duration:435.047
 train_loss:1.39705	 train_loss_div:1.39705Train Top-1 class_accuracy: 0.6891773343086243
Train Top-5 class_accuracy: 0.8720417022705078
test epoch:68	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.698639988899231
Top-5 class_accuracy: 0.8958799839019775
test epoch:68	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7011799812316895
Top-5 class_accuracy: 0.897159993648529
test epoch:68	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7011599540710449
Top-5 class_accuracy: 0.897159993648529
test epoch:68	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7003399729728699
Top-5 class_accuracy: 0.8972199559211731
Epoch:69	 lr:0.00100	 duration:432.453
 train_loss:1.39645	 train_loss_div:1.39645Train Top-1 class_accuracy: 0.6895176768302917
Train Top-5 class_accuracy: 0.8723195791244507
test epoch:69	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.697160005569458
Top-5 class_accuracy: 0.8957599997520447
test epoch:69	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7002399563789368
Top-5 class_accuracy: 0.8968199491500854
test epoch:69	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7013799548149109
Top-5 class_accuracy: 0.8969199657440186
test epoch:69	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7018600106239319
Top-5 class_accuracy: 0.8965199589729309
Epoch:70	 lr:0.00100	 duration:435.515
 train_loss:1.39010	 train_loss_div:1.39010Train Top-1 class_accuracy: 0.6903793811798096
Train Top-5 class_accuracy: 0.8733186721801758
test epoch:70	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7003399729728699
Top-5 class_accuracy: 0.8957399725914001
test epoch:70	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7030400037765503
Top-5 class_accuracy: 0.8971799612045288
test epoch:70	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7031799554824829
Top-5 class_accuracy: 0.8976399898529053
test epoch:70	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7033599615097046
Top-5 class_accuracy: 0.8973999619483948
Epoch:71	 lr:0.00100	 duration:434.708
 train_loss:1.38299	 train_loss_div:1.38299Train Top-1 class_accuracy: 0.6928365230560303
Train Top-5 class_accuracy: 0.8741366863250732
test epoch:71	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6996200084686279
Top-5 class_accuracy: 0.8954199552536011
test epoch:71	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7026999592781067
Top-5 class_accuracy: 0.8970199823379517
test epoch:71	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7030199766159058
Top-5 class_accuracy: 0.8970199823379517
test epoch:71	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7028200030326843
Top-5 class_accuracy: 0.8968799710273743
Epoch:72	 lr:0.00100	 duration:434.533
 train_loss:1.38663	 train_loss_div:1.38663Train Top-1 class_accuracy: 0.6918498873710632
Train Top-5 class_accuracy: 0.8733935952186584
test epoch:72	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6999199986457825
Top-5 class_accuracy: 0.8959599733352661
test epoch:72	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7014200091362
Top-5 class_accuracy: 0.8974799513816833
test epoch:72	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.702019989490509
Top-5 class_accuracy: 0.8976799845695496
test epoch:72	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7021399736404419
Top-5 class_accuracy: 0.8973399996757507
Epoch:73	 lr:0.00100	 duration:437.009
 train_loss:1.37762	 train_loss_div:1.37762Train Top-1 class_accuracy: 0.693645179271698
Train Top-5 class_accuracy: 0.8755104541778564
test epoch:73	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7004799842834473
Top-5 class_accuracy: 0.8958199620246887
test epoch:73	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7024999856948853
Top-5 class_accuracy: 0.8969199657440186
test epoch:73	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7040199637413025
Top-5 class_accuracy: 0.8972399830818176
test epoch:73	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7037400007247925
Top-5 class_accuracy: 0.8970800042152405
Epoch:74	 lr:0.00100	 duration:436.384
 train_loss:1.37590	 train_loss_div:1.37590Train Top-1 class_accuracy: 0.6937325596809387
Train Top-5 class_accuracy: 0.8751607537269592
test epoch:74	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.6991999745368958
Top-5 class_accuracy: 0.8961199522018433
test epoch:74	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7021600008010864
Top-5 class_accuracy: 0.897059977054596
test epoch:74	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7034599781036377
Top-5 class_accuracy: 0.8967799544334412
test epoch:74	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7033599615097046
Top-5 class_accuracy: 0.8963399529457092
Epoch:75	 lr:0.00100	 duration:432.956
 train_loss:1.37361	 train_loss_div:1.37361Train Top-1 class_accuracy: 0.6951937079429626
Train Top-5 class_accuracy: 0.8757789731025696
test epoch:75	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7009599804878235
Top-5 class_accuracy: 0.8953399658203125
test epoch:75	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7035399675369263
Top-5 class_accuracy: 0.8976399898529053
test epoch:75	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7039999961853027
Top-5 class_accuracy: 0.8977599740028381
test epoch:75	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7041400074958801
Top-5 class_accuracy: 0.8970800042152405
Epoch:76	 lr:0.00100	 duration:435.346
 train_loss:1.36612	 train_loss_div:1.36612Train Top-1 class_accuracy: 0.6959430575370789
Train Top-5 class_accuracy: 0.8772245049476624
test epoch:76	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7001999616622925
Top-5 class_accuracy: 0.895639955997467
test epoch:76	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7035599946975708
Top-5 class_accuracy: 0.8970800042152405
test epoch:76	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.704039990901947
Top-5 class_accuracy: 0.8971199989318848
test epoch:76	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7033399939537048
Top-5 class_accuracy: 0.8968999981880188
Epoch:77	 lr:0.00100	 duration:435.416
 train_loss:1.36286	 train_loss_div:1.36286Train Top-1 class_accuracy: 0.6962022185325623
Train Top-5 class_accuracy: 0.8771214485168457
test epoch:77	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.701479971408844
Top-5 class_accuracy: 0.895859956741333
test epoch:77	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7033199667930603
Top-5 class_accuracy: 0.8973399996757507
test epoch:77	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7036600112915039
Top-5 class_accuracy: 0.8976399898529053
test epoch:77	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7031599879264832
Top-5 class_accuracy: 0.8973599672317505
Epoch:78	 lr:0.00100	 duration:435.292
 train_loss:1.36893	 train_loss_div:1.36893Train Top-1 class_accuracy: 0.6954341530799866
Train Top-5 class_accuracy: 0.8768717050552368
test epoch:78	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7001599669456482
Top-5 class_accuracy: 0.8958399891853333
test epoch:78	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7033799886703491
Top-5 class_accuracy: 0.8967999815940857
test epoch:78	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7041599750518799
Top-5 class_accuracy: 0.8973399996757507
test epoch:78	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7034400105476379
Top-5 class_accuracy: 0.8972399830818176
Epoch:79	 lr:0.00100	 duration:433.660
 train_loss:1.36154	 train_loss_div:1.36154Train Top-1 class_accuracy: 0.6969983577728271
Train Top-5 class_accuracy: 0.8773868680000305
test epoch:79	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7007799744606018
Top-5 class_accuracy: 0.8959400057792664
test epoch:79	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7041599750518799
Top-5 class_accuracy: 0.8972599506378174
test epoch:79	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7046200037002563
Top-5 class_accuracy: 0.8969599604606628
test epoch:79	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7041800022125244
Top-5 class_accuracy: 0.8966799974441528
Epoch:80	 lr:0.00100	 duration:431.473
 train_loss:1.35247	 train_loss_div:1.35247Train Top-1 class_accuracy: 0.6992056965827942
Train Top-5 class_accuracy: 0.878801167011261
test epoch:80	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7003999948501587
Top-5 class_accuracy: 0.8955599665641785
test epoch:80	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7026599645614624
Top-5 class_accuracy: 0.8976399898529053
test epoch:80	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7039399743080139
Top-5 class_accuracy: 0.8979199528694153
test epoch:80	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7040799856185913
Top-5 class_accuracy: 0.8980599641799927
Epoch:81	 lr:0.00100	 duration:430.536
 train_loss:1.35564	 train_loss_div:1.35564Train Top-1 class_accuracy: 0.6987436413764954
Train Top-5 class_accuracy: 0.8782985210418701
test epoch:81	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7001799941062927
Top-5 class_accuracy: 0.89683997631073
test epoch:81	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7026599645614624
Top-5 class_accuracy: 0.8977999687194824
test epoch:81	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7028200030326843
Top-5 class_accuracy: 0.8981799483299255
test epoch:81	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7025799751281738
Top-5 class_accuracy: 0.8978999853134155
Epoch:82	 lr:0.00100	 duration:432.571
 train_loss:1.36117	 train_loss_div:1.36117Train Top-1 class_accuracy: 0.6969327926635742
Train Top-5 class_accuracy: 0.8783265948295593
test epoch:82	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7003999948501587
Top-5 class_accuracy: 0.8960399627685547
test epoch:82	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.702519953250885
Top-5 class_accuracy: 0.8980599641799927
test epoch:82	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7026599645614624
Top-5 class_accuracy: 0.8980000019073486
test epoch:82	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.70305997133255
Top-5 class_accuracy: 0.898099958896637
Epoch:83	 lr:0.00100	 duration:432.856
 train_loss:1.35311	 train_loss_div:1.35311Train Top-1 class_accuracy: 0.6995584964752197
Train Top-5 class_accuracy: 0.8783578276634216
test epoch:83	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7005199790000916
Top-5 class_accuracy: 0.8965199589729309
test epoch:83	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7034199833869934
Top-5 class_accuracy: 0.8981799483299255
test epoch:83	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7037999629974365
Top-5 class_accuracy: 0.897819995880127
test epoch:83	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7033599615097046
Top-5 class_accuracy: 0.8978599905967712
Epoch:84	 lr:0.00100	 duration:430.509
 train_loss:1.34596	 train_loss_div:1.34596Train Top-1 class_accuracy: 0.7003796100616455
Train Top-5 class_accuracy: 0.8796191811561584
test epoch:84	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7023400068283081
Top-5 class_accuracy: 0.8962999582290649
test epoch:84	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7043399810791016
Top-5 class_accuracy: 0.8973000049591064
test epoch:84	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7052199840545654
Top-5 class_accuracy: 0.8975200057029724
test epoch:84	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.704539954662323
Top-5 class_accuracy: 0.8974399566650391
Epoch:85	 lr:0.00100	 duration:435.226
 train_loss:1.34723	 train_loss_div:1.34723Train Top-1 class_accuracy: 0.7008104920387268
Train Top-5 class_accuracy: 0.879082202911377
test epoch:85	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7009999752044678
Top-5 class_accuracy: 0.8963599801063538
test epoch:85	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7031799554824829
Top-5 class_accuracy: 0.897659957408905
test epoch:85	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7041599750518799
Top-5 class_accuracy: 0.8976999521255493
test epoch:85	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7032999992370605
Top-5 class_accuracy: 0.8974799513816833
Epoch:86	 lr:0.00100	 duration:432.579
 train_loss:1.35133	 train_loss_div:1.35133Train Top-1 class_accuracy: 0.7000736594200134
Train Top-5 class_accuracy: 0.8785327076911926
test epoch:86	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7020800113677979
Top-5 class_accuracy: 0.8965799808502197
test epoch:86	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.704479992389679
Top-5 class_accuracy: 0.8983999490737915
test epoch:86	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7042999863624573
Top-5 class_accuracy: 0.8983999490737915
test epoch:86	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7041599750518799
Top-5 class_accuracy: 0.8983999490737915
Epoch:87	 lr:0.00100	 duration:433.599
 train_loss:1.34099	 train_loss_div:1.34099Train Top-1 class_accuracy: 0.7018782496452332
Train Top-5 class_accuracy: 0.8799907565116882
test epoch:87	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7003999948501587
Top-5 class_accuracy: 0.8969999551773071
test epoch:87	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7031399607658386
Top-5 class_accuracy: 0.8981199860572815
test epoch:87	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7036199569702148
Top-5 class_accuracy: 0.8977999687194824
test epoch:87	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7027999758720398
Top-5 class_accuracy: 0.8973399996757507
Epoch:88	 lr:0.00100	 duration:432.977
 train_loss:1.34125	 train_loss_div:1.34125Train Top-1 class_accuracy: 0.7018969655036926
Train Top-5 class_accuracy: 0.8799595236778259
test epoch:88	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7013999819755554
Top-5 class_accuracy: 0.8967799544334412
test epoch:88	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7037999629974365
Top-5 class_accuracy: 0.8983999490737915
test epoch:88	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7044599652290344
Top-5 class_accuracy: 0.8982399702072144
test epoch:88	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7041400074958801
Top-5 class_accuracy: 0.8980599641799927
Epoch:89	 lr:0.00100	 duration:432.887
 train_loss:1.34404	 train_loss_div:1.34404Train Top-1 class_accuracy: 0.701091468334198
Train Top-5 class_accuracy: 0.8797971606254578
test epoch:89	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7005999684333801
Top-5 class_accuracy: 0.8969999551773071
test epoch:89	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7043399810791016
Top-5 class_accuracy: 0.8981799483299255
test epoch:89	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7049599885940552
Top-5 class_accuracy: 0.898099958896637
test epoch:89	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7042999863624573
Top-5 class_accuracy: 0.8976999521255493
Epoch:90	 lr:0.00010	 duration:433.566
 train_loss:1.30430	 train_loss_div:1.30430Train Top-1 class_accuracy: 0.709259033203125
Train Top-5 class_accuracy: 0.8846021294593811
test epoch:90	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7051399946212769
Top-5 class_accuracy: 0.8994399905204773
test epoch:90	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7077400088310242
Top-5 class_accuracy: 0.9004600048065186
test epoch:90	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7087999582290649
Top-5 class_accuracy: 0.9009000062942505
test epoch:90	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7089799642562866
Top-5 class_accuracy: 0.9004199504852295
Epoch:91	 lr:0.00010	 duration:436.204
 train_loss:1.29374	 train_loss_div:1.29374Train Top-1 class_accuracy: 0.7117005586624146
Train Top-5 class_accuracy: 0.8858291506767273
test epoch:91	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7057799696922302
Top-5 class_accuracy: 0.8994799852371216
test epoch:91	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7082399725914001
Top-5 class_accuracy: 0.9004600048065186
test epoch:91	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7092799544334412
Top-5 class_accuracy: 0.9005599617958069
test epoch:91	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7092999815940857
Top-5 class_accuracy: 0.9006199836730957
Epoch:92	 lr:0.00010	 duration:433.566
 train_loss:1.29399	 train_loss_div:1.29399Train Top-1 class_accuracy: 0.7120970487594604
Train Top-5 class_accuracy: 0.885585606098175
test epoch:92	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.70551997423172
Top-5 class_accuracy: 0.8997399806976318
test epoch:92	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7084800004959106
Top-5 class_accuracy: 0.9006800055503845
test epoch:92	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7087999582290649
Top-5 class_accuracy: 0.9004199504852295
test epoch:92	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.709119975566864
Top-5 class_accuracy: 0.9004799723625183
Epoch:93	 lr:0.00010	 duration:434.659
 train_loss:1.29055	 train_loss_div:1.29055Train Top-1 class_accuracy: 0.7131086587905884
Train Top-5 class_accuracy: 0.8858790993690491
test epoch:93	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7062399983406067
Top-5 class_accuracy: 0.8991199731826782
test epoch:93	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.709659993648529
Top-5 class_accuracy: 0.9006999731063843
test epoch:93	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7100600004196167
Top-5 class_accuracy: 0.9008599519729614
test epoch:93	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.710319995880127
Top-5 class_accuracy: 0.9004799723625183
Epoch:94	 lr:0.00010	 duration:432.574
 train_loss:1.28896	 train_loss_div:1.28896Train Top-1 class_accuracy: 0.7132990956306458
Train Top-5 class_accuracy: 0.8866814970970154
test epoch:94	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7064599990844727
Top-5 class_accuracy: 0.899679958820343
test epoch:94	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7099800109863281
Top-5 class_accuracy: 0.90065997838974
test epoch:94	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7108799815177917
Top-5 class_accuracy: 0.9007200002670288
test epoch:94	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7109400033950806
Top-5 class_accuracy: 0.9000999927520752
Epoch:95	 lr:0.00010	 duration:434.271
 train_loss:1.29122	 train_loss_div:1.29122Train Top-1 class_accuracy: 0.7127121090888977
Train Top-5 class_accuracy: 0.8859196901321411
test epoch:95	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7069000005722046
Top-5 class_accuracy: 0.9005599617958069
test epoch:95	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7084599733352661
Top-5 class_accuracy: 0.9017399549484253
test epoch:95	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7104600071907043
Top-5 class_accuracy: 0.9013199806213379
test epoch:95	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7098599672317505
Top-5 class_accuracy: 0.9009000062942505
Epoch:96	 lr:0.00010	 duration:432.585
 train_loss:1.28689	 train_loss_div:1.28689Train Top-1 class_accuracy: 0.713873565196991
Train Top-5 class_accuracy: 0.8865846991539001
test epoch:96	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7068799734115601
Top-5 class_accuracy: 0.899679958820343
test epoch:96	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7098399996757507
Top-5 class_accuracy: 0.9009999632835388
test epoch:96	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7105199694633484
Top-5 class_accuracy: 0.901419997215271
test epoch:96	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7105399966239929
Top-5 class_accuracy: 0.9012799859046936
Epoch:97	 lr:0.00010	 duration:431.871
 train_loss:1.28922	 train_loss_div:1.28922Train Top-1 class_accuracy: 0.7133615612983704
Train Top-5 class_accuracy: 0.8863786458969116
test epoch:97	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7071399688720703
Top-5 class_accuracy: 0.9000200033187866
test epoch:97	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7103999853134155
Top-5 class_accuracy: 0.9012799859046936
test epoch:97	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7107799649238586
Top-5 class_accuracy: 0.9014599919319153
test epoch:97	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7108199596405029
Top-5 class_accuracy: 0.9011199474334717
Epoch:98	 lr:0.00010	 duration:429.994
 train_loss:1.28628	 train_loss_div:1.28628Train Top-1 class_accuracy: 0.7133396863937378
Train Top-5 class_accuracy: 0.8865035176277161
test epoch:98	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7060199975967407
Top-5 class_accuracy: 0.8989799618721008
test epoch:98	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7085399627685547
Top-5 class_accuracy: 0.9009199738502502
test epoch:98	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7092799544334412
Top-5 class_accuracy: 0.900879979133606
test epoch:98	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7095999717712402
Top-5 class_accuracy: 0.9000399708747864
Epoch:99	 lr:0.00010	 duration:434.241
 train_loss:1.28286	 train_loss_div:1.28286Train Top-1 class_accuracy: 0.7147321701049805
Train Top-5 class_accuracy: 0.8866845965385437
test epoch:99	 sampling:1	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7072399854660034
Top-5 class_accuracy: 0.8998799920082092
test epoch:99	 sampling:2	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7111600041389465
Top-5 class_accuracy: 0.9011799693107605
test epoch:99	 sampling:4	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7112799882888794
Top-5 class_accuracy: 0.901199996471405
test epoch:99	 sampling:8	 test_loss_cls:0.00000
Top-1 class_accuracy: 0.7108599543571472
Top-5 class_accuracy: 0.9009000062942505
best_accuracy: 0.0 
best_accuracy: 0.9017399549484253 
best_accuracy: 0.0 
best_accuracy: 0.0 
