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训练日志

$ python train.py 
{'train': <torch.utils.data.dataloader.DataLoader object at 0x7fd5048ca4d0>, 'test': <torch.utils.data.dataloader.DataLoader object at 0x7fd5048cafd0>}
{'train': 40058, 'test': 12032}
SqueezeNetBypass - Epoch 0/49
----------
train Loss: 2.4975 Top-1 Acc: 33.5025 Top-5 Acc: 68.8558
test Loss: 2.3326 Top-1 Acc: 37.4584 Top-5 Acc: 76.0638
SqueezeNetBypass - Epoch 1/49
----------
train Loss: 2.1441 Top-1 Acc: 43.9573 Top-5 Acc: 79.8525
test Loss: 2.2058 Top-1 Acc: 41.8301 Top-5 Acc: 75.8644
SqueezeNetBypass - Epoch 2/49
----------
train Loss: 1.9189 Top-1 Acc: 49.2485 Top-5 Acc: 84.2432
test Loss: 1.8774 Top-1 Acc: 50.3574 Top-5 Acc: 84.6243
SqueezeNetBypass - Epoch 3/49
----------
train Loss: 1.7414 Top-1 Acc: 53.1581 Top-5 Acc: 87.2617
test Loss: 1.6702 Top-1 Acc: 54.7540 Top-5 Acc: 87.2340
SqueezeNetBypass - Epoch 4/49
----------
train Loss: 1.6044 Top-1 Acc: 55.8716 Top-5 Acc: 89.0657
test Loss: 1.5297 Top-1 Acc: 58.1034 Top-5 Acc: 90.3590
SqueezeNetBypass - Epoch 5/49
----------
train Loss: 1.5040 Top-1 Acc: 58.0345 Top-5 Acc: 90.3568
test Loss: 1.4522 Top-1 Acc: 58.9678 Top-5 Acc: 90.3757
SqueezeNetBypass - Epoch 6/49
----------
train Loss: 1.4147 Top-1 Acc: 59.9207 Top-5 Acc: 91.3169
test Loss: 1.4671 Top-1 Acc: 57.1725 Top-5 Acc: 91.4312
SqueezeNetBypass - Epoch 7/49
----------
train Loss: 1.3551 Top-1 Acc: 61.1519 Top-5 Acc: 91.7022
test Loss: 1.3318 Top-1 Acc: 62.3504 Top-5 Acc: 92.3620
SqueezeNetBypass - Epoch 8/49
----------
train Loss: 1.2950 Top-1 Acc: 62.3035 Top-5 Acc: 92.5215
test Loss: 1.2239 Top-1 Acc: 64.1290 Top-5 Acc: 93.0851
SqueezeNetBypass - Epoch 9/49
----------
train Loss: 1.2398 Top-1 Acc: 63.6944 Top-5 Acc: 92.9602
test Loss: 1.2265 Top-1 Acc: 64.9518 Top-5 Acc: 93.8414
SqueezeNetBypass - Epoch 10/49
----------
train Loss: 1.2013 Top-1 Acc: 64.5343 Top-5 Acc: 93.4698
test Loss: 1.2074 Top-1 Acc: 65.3175 Top-5 Acc: 93.2763
SqueezeNetBypass - Epoch 11/49
----------
train Loss: 1.1653 Top-1 Acc: 65.6374 Top-5 Acc: 93.7590
test Loss: 1.1334 Top-1 Acc: 67.2623 Top-5 Acc: 94.3816
SqueezeNetBypass - Epoch 12/49
----------
train Loss: 1.1352 Top-1 Acc: 66.4457 Top-5 Acc: 93.8190
test Loss: 1.2011 Top-1 Acc: 64.8354 Top-5 Acc: 92.9771
SqueezeNetBypass - Epoch 13/49
----------
train Loss: 1.1055 Top-1 Acc: 66.9644 Top-5 Acc: 94.2682
test Loss: 1.1383 Top-1 Acc: 66.4894 Top-5 Acc: 93.6835
SqueezeNetBypass - Epoch 14/49
----------
train Loss: 1.0746 Top-1 Acc: 67.9299 Top-5 Acc: 94.4956
test Loss: 1.0554 Top-1 Acc: 68.6004 Top-5 Acc: 94.8221
SqueezeNetBypass - Epoch 15/49
----------
train Loss: 1.0517 Top-1 Acc: 68.5152 Top-5 Acc: 94.6547
test Loss: 1.0318 Top-1 Acc: 69.5977 Top-5 Acc: 94.8969
SqueezeNetBypass - Epoch 16/49
----------
train Loss: 1.0277 Top-1 Acc: 69.1350 Top-5 Acc: 94.8628
test Loss: 0.9873 Top-1 Acc: 70.6449 Top-5 Acc: 95.0216
SqueezeNetBypass - Epoch 17/49
----------
train Loss: 1.0046 Top-1 Acc: 69.9446 Top-5 Acc: 95.0176
test Loss: 1.0303 Top-1 Acc: 69.3733 Top-5 Acc: 95.0798
SqueezeNetBypass - Epoch 18/49
----------
train Loss: 0.9912 Top-1 Acc: 70.0441 Top-5 Acc: 95.2219
test Loss: 0.9527 Top-1 Acc: 71.5675 Top-5 Acc: 95.8029
SqueezeNetBypass - Epoch 19/49
----------
train Loss: 0.9689 Top-1 Acc: 70.6621 Top-5 Acc: 95.2792
test Loss: 1.0553 Top-1 Acc: 67.9854 Top-5 Acc: 95.2128
SqueezeNetBypass - Epoch 20/49
----------
train Loss: 0.9513 Top-1 Acc: 71.2430 Top-5 Acc: 95.4786
test Loss: 0.9768 Top-1 Acc: 70.0216 Top-5 Acc: 95.9275
SqueezeNetBypass - Epoch 21/49
----------
train Loss: 0.9218 Top-1 Acc: 72.1476 Top-5 Acc: 95.8837
test Loss: 0.9796 Top-1 Acc: 69.7640 Top-5 Acc: 95.5535
SqueezeNetBypass - Epoch 22/49
----------
train Loss: 0.9190 Top-1 Acc: 72.1845 Top-5 Acc: 95.8637
test Loss: 0.8958 Top-1 Acc: 73.1050 Top-5 Acc: 96.0356
SqueezeNetBypass - Epoch 23/49
----------
train Loss: 0.8968 Top-1 Acc: 72.7515 Top-5 Acc: 95.9557
test Loss: 0.8878 Top-1 Acc: 73.4292 Top-5 Acc: 96.4096
SqueezeNetBypass - Epoch 24/49
----------
train Loss: 0.8846 Top-1 Acc: 72.9757 Top-5 Acc: 95.9952
test Loss: 0.9984 Top-1 Acc: 69.4398 Top-5 Acc: 94.4980
SqueezeNetBypass - Epoch 25/49
----------
train Loss: 0.8721 Top-1 Acc: 73.0418 Top-5 Acc: 96.0956
test Loss: 0.9019 Top-1 Acc: 72.6978 Top-5 Acc: 95.5785
SqueezeNetBypass - Epoch 26/49
----------
train Loss: 0.8612 Top-1 Acc: 73.6551 Top-5 Acc: 96.2706
test Loss: 0.8436 Top-1 Acc: 74.6011 Top-5 Acc: 96.4594
SqueezeNetBypass - Epoch 27/49
----------
train Loss: 0.8484 Top-1 Acc: 73.9027 Top-5 Acc: 96.3807
test Loss: 0.8602 Top-1 Acc: 73.4624 Top-5 Acc: 95.9774
SqueezeNetBypass - Epoch 28/49
----------
train Loss: 0.8321 Top-1 Acc: 74.5643 Top-5 Acc: 96.5274
test Loss: 0.8639 Top-1 Acc: 73.3295 Top-5 Acc: 96.4844
SqueezeNetBypass - Epoch 29/49
----------
train Loss: 0.8170 Top-1 Acc: 75.0831 Top-5 Acc: 96.4722
test Loss: 0.8175 Top-1 Acc: 74.6011 Top-5 Acc: 96.5176
SqueezeNetBypass - Epoch 30/49
----------
train Loss: 0.8091 Top-1 Acc: 75.1372 Top-5 Acc: 96.7994
test Loss: 0.8670 Top-1 Acc: 73.0884 Top-5 Acc: 96.3846
SqueezeNetBypass - Epoch 31/49
----------
train Loss: 0.7984 Top-1 Acc: 75.6112 Top-5 Acc: 96.7150
test Loss: 0.8103 Top-1 Acc: 75.2909 Top-5 Acc: 96.7670
SqueezeNetBypass - Epoch 32/49
----------
train Loss: 0.7893 Top-1 Acc: 75.7454 Top-5 Acc: 96.8473
test Loss: 0.9004 Top-1 Acc: 72.4817 Top-5 Acc: 96.0439
SqueezeNetBypass - Epoch 33/49
----------
train Loss: 0.7797 Top-1 Acc: 75.9302 Top-5 Acc: 96.8321
test Loss: 0.8214 Top-1 Acc: 74.7756 Top-5 Acc: 96.3846
SqueezeNetBypass - Epoch 34/49
----------
train Loss: 0.7733 Top-1 Acc: 76.3760 Top-5 Acc: 97.0493
test Loss: 0.7781 Top-1 Acc: 76.2384 Top-5 Acc: 96.8999
SqueezeNetBypass - Epoch 35/49
----------
train Loss: 0.7597 Top-1 Acc: 76.5940 Top-5 Acc: 96.9917
test Loss: 0.7801 Top-1 Acc: 76.0888 Top-5 Acc: 96.9165
SqueezeNetBypass - Epoch 36/49
----------
train Loss: 0.7446 Top-1 Acc: 76.9461 Top-5 Acc: 97.1739
test Loss: 0.8194 Top-1 Acc: 74.1938 Top-5 Acc: 96.4927
SqueezeNetBypass - Epoch 37/49
----------
train Loss: 0.7452 Top-1 Acc: 76.8747 Top-5 Acc: 97.0571
test Loss: 0.8031 Top-1 Acc: 75.6566 Top-5 Acc: 96.2766
SqueezeNetBypass - Epoch 38/49
----------
train Loss: 0.7283 Top-1 Acc: 77.5057 Top-5 Acc: 97.2019
test Loss: 0.7943 Top-1 Acc: 75.5818 Top-5 Acc: 96.8501
SqueezeNetBypass - Epoch 39/49
----------
train Loss: 0.7198 Top-1 Acc: 78.1052 Top-5 Acc: 97.2165
test Loss: 0.8173 Top-1 Acc: 74.5013 Top-5 Acc: 96.5592
SqueezeNetBypass - Epoch 40/49
----------
train Loss: 0.7173 Top-1 Acc: 77.9275 Top-5 Acc: 97.3112
test Loss: 0.7979 Top-1 Acc: 75.4571 Top-5 Acc: 96.7586
SqueezeNetBypass - Epoch 41/49
----------
train Loss: 0.7158 Top-1 Acc: 77.8273 Top-5 Acc: 97.4239
test Loss: 0.7932 Top-1 Acc: 75.6981 Top-5 Acc: 96.3680
SqueezeNetBypass - Epoch 42/49
----------
train Loss: 0.6984 Top-1 Acc: 78.5485 Top-5 Acc: 97.4040
test Loss: 0.8421 Top-1 Acc: 74.0525 Top-5 Acc: 96.2932
SqueezeNetBypass - Epoch 43/49
----------
train Loss: 0.6815 Top-1 Acc: 78.6779 Top-5 Acc: 97.6384
test Loss: 0.7662 Top-1 Acc: 76.0389 Top-5 Acc: 96.9747
SqueezeNetBypass - Epoch 44/49
----------
train Loss: 0.6782 Top-1 Acc: 79.1829 Top-5 Acc: 97.6461
test Loss: 0.8090 Top-1 Acc: 74.9584 Top-5 Acc: 96.5592
SqueezeNetBypass - Epoch 45/49
----------
train Loss: 0.6736 Top-1 Acc: 79.0775 Top-5 Acc: 97.6380
test Loss: 0.7650 Top-1 Acc: 76.0888 Top-5 Acc: 96.9165
SqueezeNetBypass - Epoch 46/49
----------
train Loss: 0.6741 Top-1 Acc: 79.1313 Top-5 Acc: 97.5528
test Loss: 0.7498 Top-1 Acc: 76.6789 Top-5 Acc: 96.9747
SqueezeNetBypass - Epoch 47/49
----------
train Loss: 0.6577 Top-1 Acc: 79.6215 Top-5 Acc: 97.7435
test Loss: 0.7553 Top-1 Acc: 76.3630 Top-5 Acc: 96.9914
SqueezeNetBypass - Epoch 48/49
----------
train Loss: 0.6450 Top-1 Acc: 79.9420 Top-5 Acc: 97.7659
test Loss: 0.7592 Top-1 Acc: 76.5708 Top-5 Acc: 97.0412
SqueezeNetBypass - Epoch 49/49
----------
train Loss: 0.6492 Top-1 Acc: 79.8792 Top-5 Acc: 97.7658
test Loss: 0.7183 Top-1 Acc: 77.5432 Top-5 Acc: 97.4069
Training SqueezeNetBypass complete in 96m 57s
Best test Top-1 Acc: 77.543213
Best test Top-5 Acc: 97.406914
train SqueezeNetBypass done

SqueezeNet - Epoch 0/49
----------
train Loss: 2.5180 Top-1 Acc: 32.7590 Top-5 Acc: 67.5427
test Loss: 2.6335 Top-1 Acc: 24.8504 Top-5 Acc: 60.4804
SqueezeNet - Epoch 1/49
----------
train Loss: 2.1925 Top-1 Acc: 42.5547 Top-5 Acc: 78.1116
test Loss: 2.0045 Top-1 Acc: 50.0083 Top-5 Acc: 82.7460
SqueezeNet - Epoch 2/49
----------
train Loss: 1.9805 Top-1 Acc: 47.2686 Top-5 Acc: 82.1583
test Loss: 2.1289 Top-1 Acc: 41.8384 Top-5 Acc: 78.9478
SqueezeNet - Epoch 3/49
----------
train Loss: 1.8098 Top-1 Acc: 51.1238 Top-5 Acc: 85.2740
test Loss: 1.8039 Top-1 Acc: 52.3770 Top-5 Acc: 86.2035
SqueezeNet - Epoch 4/49
----------
train Loss: 1.6934 Top-1 Acc: 53.2333 Top-5 Acc: 86.7647
test Loss: 1.6206 Top-1 Acc: 56.0339 Top-5 Acc: 87.3836
SqueezeNet - Epoch 5/49
----------
train Loss: 1.5869 Top-1 Acc: 55.5117 Top-5 Acc: 88.4345
test Loss: 1.4971 Top-1 Acc: 58.8846 Top-5 Acc: 89.9269
SqueezeNet - Epoch 6/49
----------
train Loss: 1.5111 Top-1 Acc: 57.0346 Top-5 Acc: 89.1982
test Loss: 1.5991 Top-1 Acc: 54.0392 Top-5 Acc: 88.6220
SqueezeNet - Epoch 7/49
----------
train Loss: 1.4431 Top-1 Acc: 58.4450 Top-5 Acc: 90.2515
test Loss: 1.5550 Top-1 Acc: 56.2001 Top-5 Acc: 88.8381
SqueezeNet - Epoch 8/49
----------
train Loss: 1.3798 Top-1 Acc: 60.1616 Top-5 Acc: 91.2254
test Loss: 1.3994 Top-1 Acc: 58.8181 Top-5 Acc: 90.5086
SqueezeNet - Epoch 9/49
----------
train Loss: 1.3416 Top-1 Acc: 60.7373 Top-5 Acc: 91.5030
test Loss: 1.3699 Top-1 Acc: 59.9318 Top-5 Acc: 90.7414
SqueezeNet - Epoch 10/49
----------
train Loss: 1.2958 Top-1 Acc: 61.9929 Top-5 Acc: 91.7551
test Loss: 1.2568 Top-1 Acc: 64.0209 Top-5 Acc: 92.9521
SqueezeNet - Epoch 11/49
----------
train Loss: 1.2551 Top-1 Acc: 62.9953 Top-5 Acc: 92.4331
test Loss: 1.2617 Top-1 Acc: 62.5914 Top-5 Acc: 92.9438
SqueezeNet - Epoch 12/49
----------
train Loss: 1.2250 Top-1 Acc: 63.7027 Top-5 Acc: 92.6961
test Loss: 1.1962 Top-1 Acc: 64.6360 Top-5 Acc: 93.4092
SqueezeNet - Epoch 13/49
----------
train Loss: 1.1855 Top-1 Acc: 64.8027 Top-5 Acc: 93.1747
test Loss: 1.2325 Top-1 Acc: 63.3560 Top-5 Acc: 92.6695
SqueezeNet - Epoch 14/49
----------
train Loss: 1.1615 Top-1 Acc: 65.3105 Top-5 Acc: 93.4501
test Loss: 1.1089 Top-1 Acc: 66.9548 Top-5 Acc: 94.2985
SqueezeNet - Epoch 15/49
----------
train Loss: 1.1349 Top-1 Acc: 66.0399 Top-5 Acc: 93.6169
test Loss: 1.2257 Top-1 Acc: 63.1815 Top-5 Acc: 93.3843
SqueezeNet - Epoch 16/49
----------
train Loss: 1.1137 Top-1 Acc: 66.6158 Top-5 Acc: 93.7639
test Loss: 1.4182 Top-1 Acc: 59.1506 Top-5 Acc: 91.7387
SqueezeNet - Epoch 17/49
----------
train Loss: 1.0964 Top-1 Acc: 66.8756 Top-5 Acc: 94.1711
test Loss: 1.0480 Top-1 Acc: 68.5838 Top-5 Acc: 94.5645
SqueezeNet - Epoch 18/49
----------
train Loss: 1.0764 Top-1 Acc: 67.4347 Top-5 Acc: 94.2738
test Loss: 1.1023 Top-1 Acc: 66.7055 Top-5 Acc: 94.0243
SqueezeNet - Epoch 19/49
----------
train Loss: 1.0604 Top-1 Acc: 68.2612 Top-5 Acc: 94.3355
test Loss: 1.1024 Top-1 Acc: 66.8800 Top-5 Acc: 94.2320
SqueezeNet - Epoch 20/49
----------
train Loss: 1.0458 Top-1 Acc: 68.3734 Top-5 Acc: 94.5459
test Loss: 1.2591 Top-1 Acc: 62.3005 Top-5 Acc: 93.0352
SqueezeNet - Epoch 21/49
----------
train Loss: 1.0156 Top-1 Acc: 69.3866 Top-5 Acc: 94.8405
test Loss: 1.0876 Top-1 Acc: 67.1626 Top-5 Acc: 94.3068
SqueezeNet - Epoch 22/49
----------
train Loss: 1.0011 Top-1 Acc: 69.5890 Top-5 Acc: 94.9426
test Loss: 0.9803 Top-1 Acc: 70.4205 Top-5 Acc: 95.4372
SqueezeNet - Epoch 23/49
----------
train Loss: 0.9977 Top-1 Acc: 69.4740 Top-5 Acc: 95.0572
test Loss: 0.9741 Top-1 Acc: 70.0216 Top-5 Acc: 95.3540
SqueezeNet - Epoch 24/49
----------
train Loss: 0.9811 Top-1 Acc: 70.0952 Top-5 Acc: 95.1342
test Loss: 1.0440 Top-1 Acc: 68.7084 Top-5 Acc: 94.6310
SqueezeNet - Epoch 25/49
----------
train Loss: 0.9722 Top-1 Acc: 70.1844 Top-5 Acc: 95.3017
test Loss: 0.9670 Top-1 Acc: 70.6948 Top-5 Acc: 95.3624
SqueezeNet - Epoch 26/49
----------
train Loss: 0.9518 Top-1 Acc: 71.0162 Top-5 Acc: 95.3239
test Loss: 1.0088 Top-1 Acc: 69.1157 Top-5 Acc: 94.9136
SqueezeNet - Epoch 27/49
----------
train Loss: 0.9515 Top-1 Acc: 70.6719 Top-5 Acc: 95.3865
test Loss: 0.8906 Top-1 Acc: 73.0053 Top-5 Acc: 96.0938
SqueezeNet - Epoch 28/49
----------
train Loss: 0.9274 Top-1 Acc: 71.4396 Top-5 Acc: 95.6289
test Loss: 0.9498 Top-1 Acc: 71.5425 Top-5 Acc: 95.8693
SqueezeNet - Epoch 29/49
----------
train Loss: 0.9193 Top-1 Acc: 71.8479 Top-5 Acc: 95.6658
test Loss: 1.0117 Top-1 Acc: 69.7141 Top-5 Acc: 95.0133
SqueezeNet - Epoch 30/49
----------
train Loss: 0.9098 Top-1 Acc: 72.0983 Top-5 Acc: 95.6184
test Loss: 0.8587 Top-1 Acc: 73.3793 Top-5 Acc: 96.2600
SqueezeNet - Epoch 31/49
----------
train Loss: 0.8957 Top-1 Acc: 72.6801 Top-5 Acc: 95.8935
test Loss: 1.0524 Top-1 Acc: 68.1100 Top-5 Acc: 94.0824
SqueezeNet - Epoch 32/49
----------
train Loss: 0.8967 Top-1 Acc: 72.3206 Top-5 Acc: 95.9036
test Loss: 1.0314 Top-1 Acc: 67.9272 Top-5 Acc: 94.5645
SqueezeNet - Epoch 33/49
----------
train Loss: 0.8825 Top-1 Acc: 72.6772 Top-5 Acc: 95.9611
test Loss: 0.9516 Top-1 Acc: 70.6117 Top-5 Acc: 95.3707
SqueezeNet - Epoch 34/49
----------
train Loss: 0.8765 Top-1 Acc: 72.9968 Top-5 Acc: 96.0608
test Loss: 0.9686 Top-1 Acc: 70.7862 Top-5 Acc: 95.2959
SqueezeNet - Epoch 35/49
----------
train Loss: 0.8641 Top-1 Acc: 73.3596 Top-5 Acc: 96.2405
test Loss: 0.8590 Top-1 Acc: 73.4043 Top-5 Acc: 96.4927
SqueezeNet - Epoch 36/49
----------
train Loss: 0.8556 Top-1 Acc: 73.6463 Top-5 Acc: 96.1857
test Loss: 0.8587 Top-1 Acc: 73.3876 Top-5 Acc: 96.3930
SqueezeNet - Epoch 37/49
----------
train Loss: 0.8442 Top-1 Acc: 73.9355 Top-5 Acc: 96.3528
test Loss: 0.8419 Top-1 Acc: 74.2686 Top-5 Acc: 96.1187
SqueezeNet - Epoch 38/49
----------
train Loss: 0.8338 Top-1 Acc: 74.1001 Top-5 Acc: 96.4301
test Loss: 0.8683 Top-1 Acc: 73.4957 Top-5 Acc: 96.3015
SqueezeNet - Epoch 39/49
----------
train Loss: 0.8321 Top-1 Acc: 74.3406 Top-5 Acc: 96.3557
test Loss: 0.9070 Top-1 Acc: 72.4568 Top-5 Acc: 95.9857
SqueezeNet - Epoch 40/49
----------
train Loss: 0.8273 Top-1 Acc: 74.4397 Top-5 Acc: 96.4828
test Loss: 0.8482 Top-1 Acc: 74.0359 Top-5 Acc: 96.5924
SqueezeNet - Epoch 41/49
----------
train Loss: 0.8169 Top-1 Acc: 74.7889 Top-5 Acc: 96.4927
test Loss: 0.8654 Top-1 Acc: 73.2463 Top-5 Acc: 96.0522
SqueezeNet - Epoch 42/49
----------
train Loss: 0.8004 Top-1 Acc: 75.1192 Top-5 Acc: 96.6823
test Loss: 0.8592 Top-1 Acc: 73.5289 Top-5 Acc: 96.4345
SqueezeNet - Epoch 43/49
----------
train Loss: 0.8052 Top-1 Acc: 75.1125 Top-5 Acc: 96.5873
test Loss: 0.8383 Top-1 Acc: 74.5761 Top-5 Acc: 96.3098
SqueezeNet - Epoch 44/49
----------
train Loss: 0.7877 Top-1 Acc: 75.7350 Top-5 Acc: 96.8343
test Loss: 0.8263 Top-1 Acc: 75.0914 Top-5 Acc: 96.4345
SqueezeNet - Epoch 45/49
----------
train Loss: 0.7801 Top-1 Acc: 76.0237 Top-5 Acc: 96.8274
test Loss: 1.0009 Top-1 Acc: 68.6004 Top-5 Acc: 94.8138
SqueezeNet - Epoch 46/49
----------
train Loss: 0.7834 Top-1 Acc: 75.5017 Top-5 Acc: 96.9289
test Loss: 0.8271 Top-1 Acc: 74.7839 Top-5 Acc: 96.4179
SqueezeNet - Epoch 47/49
----------
train Loss: 0.7755 Top-1 Acc: 75.9919 Top-5 Acc: 96.8344
test Loss: 0.8011 Top-1 Acc: 75.4571 Top-5 Acc: 96.7753
SqueezeNet - Epoch 48/49
----------
train Loss: 0.7752 Top-1 Acc: 75.8652 Top-5 Acc: 96.9269
test Loss: 0.8278 Top-1 Acc: 74.3434 Top-5 Acc: 96.4013
SqueezeNet - Epoch 49/49
----------
train Loss: 0.7645 Top-1 Acc: 76.2744 Top-5 Acc: 97.0461
test Loss: 0.9688 Top-1 Acc: 70.4455 Top-5 Acc: 95.4205
Training SqueezeNet complete in 95m 6s
Best test Top-1 Acc: 75.457115
Best test Top-5 Acc: 96.775261
train SqueezeNet done

AlexNet - Epoch 0/49
----------
train Loss: 2.5066 Top-1 Acc: 34.1264 Top-5 Acc: 61.4742
test Loss: 2.1114 Top-1 Acc: 42.7693 Top-5 Acc: 69.4149
AlexNet - Epoch 1/49
----------
train Loss: 2.1766 Top-1 Acc: 38.2940 Top-5 Acc: 70.9547
test Loss: 1.8835 Top-1 Acc: 46.5758 Top-5 Acc: 78.9561
AlexNet - Epoch 2/49
----------
train Loss: 2.0047 Top-1 Acc: 41.8978 Top-5 Acc: 76.7107
test Loss: 1.7703 Top-1 Acc: 49.5595 Top-5 Acc: 81.7736
AlexNet - Epoch 3/49
----------
train Loss: 1.8985 Top-1 Acc: 44.0686 Top-5 Acc: 79.4769
test Loss: 1.6977 Top-1 Acc: 50.3989 Top-5 Acc: 83.9428
AlexNet - Epoch 4/49
----------
train Loss: 1.8148 Top-1 Acc: 46.2988 Top-5 Acc: 81.6221
test Loss: 1.6016 Top-1 Acc: 52.8092 Top-5 Acc: 85.1562
AlexNet - Epoch 5/49
----------
train Loss: 1.7412 Top-1 Acc: 48.0521 Top-5 Acc: 83.1186
test Loss: 1.5448 Top-1 Acc: 54.8454 Top-5 Acc: 86.9016
AlexNet - Epoch 6/49
----------
train Loss: 1.6908 Top-1 Acc: 49.6548 Top-5 Acc: 84.0105
test Loss: 1.4808 Top-1 Acc: 56.5492 Top-5 Acc: 88.5389
AlexNet - Epoch 7/49
----------
train Loss: 1.6407 Top-1 Acc: 50.6352 Top-5 Acc: 85.2146
test Loss: 1.4503 Top-1 Acc: 57.0811 Top-5 Acc: 88.1150
AlexNet - Epoch 8/49
----------
train Loss: 1.6105 Top-1 Acc: 51.8596 Top-5 Acc: 85.7600
test Loss: 1.3936 Top-1 Acc: 58.1117 Top-5 Acc: 89.1789
AlexNet - Epoch 9/49
----------
train Loss: 1.5751 Top-1 Acc: 52.6515 Top-5 Acc: 86.3556
test Loss: 1.3947 Top-1 Acc: 58.7018 Top-5 Acc: 89.4199
AlexNet - Epoch 10/49
----------
train Loss: 1.5491 Top-1 Acc: 53.3838 Top-5 Acc: 86.9409
test Loss: 1.3627 Top-1 Acc: 58.4275 Top-5 Acc: 90.4505
AlexNet - Epoch 11/49
----------
train Loss: 1.5237 Top-1 Acc: 53.8743 Top-5 Acc: 87.0713
test Loss: 1.3596 Top-1 Acc: 58.9844 Top-5 Acc: 89.5861
AlexNet - Epoch 12/49
----------
train Loss: 1.5175 Top-1 Acc: 54.0585 Top-5 Acc: 87.4781
test Loss: 1.3409 Top-1 Acc: 59.8570 Top-5 Acc: 89.8105
AlexNet - Epoch 13/49
----------
train Loss: 1.4866 Top-1 Acc: 54.8596 Top-5 Acc: 87.8250
test Loss: 1.3078 Top-1 Acc: 60.3973 Top-5 Acc: 90.7497
AlexNet - Epoch 14/49
----------
train Loss: 1.4719 Top-1 Acc: 55.2191 Top-5 Acc: 88.1096
test Loss: 1.3207 Top-1 Acc: 60.4555 Top-5 Acc: 90.4006
AlexNet - Epoch 15/49
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train Loss: 1.4585 Top-1 Acc: 55.4976 Top-5 Acc: 88.2722
test Loss: 1.2766 Top-1 Acc: 61.2201 Top-5 Acc: 90.9741
AlexNet - Epoch 16/49
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train Loss: 1.4334 Top-1 Acc: 56.2062 Top-5 Acc: 88.9037
test Loss: 1.2329 Top-1 Acc: 61.9265 Top-5 Acc: 91.6805
AlexNet - Epoch 17/49
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train Loss: 1.4284 Top-1 Acc: 56.5625 Top-5 Acc: 88.7888
test Loss: 1.2611 Top-1 Acc: 61.2035 Top-5 Acc: 91.5891
AlexNet - Epoch 18/49
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train Loss: 1.4109 Top-1 Acc: 56.9197 Top-5 Acc: 89.0636
test Loss: 1.2924 Top-1 Acc: 60.2310 Top-5 Acc: 91.0239
AlexNet - Epoch 19/49
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train Loss: 1.3987 Top-1 Acc: 57.4944 Top-5 Acc: 89.5923
test Loss: 1.3004 Top-1 Acc: 61.1453 Top-5 Acc: 91.1154
AlexNet - Epoch 20/49
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train Loss: 1.3848 Top-1 Acc: 57.7185 Top-5 Acc: 89.5399
test Loss: 1.2113 Top-1 Acc: 63.3145 Top-5 Acc: 92.2290
AlexNet - Epoch 21/49
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train Loss: 1.3741 Top-1 Acc: 57.9207 Top-5 Acc: 89.4272
test Loss: 1.2116 Top-1 Acc: 62.6912 Top-5 Acc: 91.8883
AlexNet - Epoch 22/49
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train Loss: 1.3670 Top-1 Acc: 58.0260 Top-5 Acc: 89.7728
test Loss: 1.1874 Top-1 Acc: 63.2148 Top-5 Acc: 91.9049
AlexNet - Epoch 23/49
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train Loss: 1.3527 Top-1 Acc: 58.3070 Top-5 Acc: 90.0006
test Loss: 1.1974 Top-1 Acc: 62.3670 Top-5 Acc: 92.4867
AlexNet - Epoch 24/49
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train Loss: 1.3326 Top-1 Acc: 58.8321 Top-5 Acc: 90.5463
test Loss: 1.1863 Top-1 Acc: 64.1373 Top-5 Acc: 92.3122
AlexNet - Epoch 25/49
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train Loss: 1.3456 Top-1 Acc: 58.6931 Top-5 Acc: 90.2346
test Loss: 1.1700 Top-1 Acc: 64.1456 Top-5 Acc: 92.3454
AlexNet - Epoch 26/49
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train Loss: 1.3300 Top-1 Acc: 59.1015 Top-5 Acc: 90.3020
test Loss: 1.1797 Top-1 Acc: 63.9794 Top-5 Acc: 92.6612
AlexNet - Epoch 27/49
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train Loss: 1.3214 Top-1 Acc: 59.5033 Top-5 Acc: 90.5654
test Loss: 1.1799 Top-1 Acc: 64.3617 Top-5 Acc: 92.1709
AlexNet - Epoch 28/49
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train Loss: 1.3032 Top-1 Acc: 59.8075 Top-5 Acc: 90.7784
test Loss: 1.1671 Top-1 Acc: 64.5196 Top-5 Acc: 92.4451
AlexNet - Epoch 29/49
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train Loss: 1.3024 Top-1 Acc: 59.9483 Top-5 Acc: 90.7875
test Loss: 1.1440 Top-1 Acc: 65.2842 Top-5 Acc: 93.2763
AlexNet - Epoch 30/49
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train Loss: 1.2924 Top-1 Acc: 60.2901 Top-5 Acc: 90.7931
test Loss: 1.1843 Top-1 Acc: 63.8630 Top-5 Acc: 92.2041
AlexNet - Epoch 31/49
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train Loss: 1.2893 Top-1 Acc: 60.3126 Top-5 Acc: 90.8007
test Loss: 1.1638 Top-1 Acc: 64.7191 Top-5 Acc: 92.3953
AlexNet - Epoch 32/49
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train Loss: 1.2759 Top-1 Acc: 60.7694 Top-5 Acc: 91.1880
test Loss: 1.1472 Top-1 Acc: 64.8354 Top-5 Acc: 92.9771
AlexNet - Epoch 33/49
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train Loss: 1.2717 Top-1 Acc: 60.7037 Top-5 Acc: 91.3455
test Loss: 1.1660 Top-1 Acc: 64.3783 Top-5 Acc: 92.4535
AlexNet - Epoch 34/49
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train Loss: 1.2721 Top-1 Acc: 60.7573 Top-5 Acc: 91.1929
test Loss: 1.1446 Top-1 Acc: 65.1097 Top-5 Acc: 93.1599
AlexNet - Epoch 35/49
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train Loss: 1.2509 Top-1 Acc: 61.2797 Top-5 Acc: 91.5676
test Loss: 1.1344 Top-1 Acc: 65.4338 Top-5 Acc: 93.0269
AlexNet - Epoch 36/49
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train Loss: 1.2523 Top-1 Acc: 61.3537 Top-5 Acc: 91.6267
test Loss: 1.1379 Top-1 Acc: 65.2759 Top-5 Acc: 93.0851
AlexNet - Epoch 37/49
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train Loss: 1.2411 Top-1 Acc: 61.6800 Top-5 Acc: 91.7746
test Loss: 1.1044 Top-1 Acc: 66.8467 Top-5 Acc: 93.5090
AlexNet - Epoch 38/49
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train Loss: 1.2350 Top-1 Acc: 61.7012 Top-5 Acc: 91.8444
test Loss: 1.1332 Top-1 Acc: 65.0765 Top-5 Acc: 93.3261
AlexNet - Epoch 39/49
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train Loss: 1.2317 Top-1 Acc: 61.6074 Top-5 Acc: 91.8167
test Loss: 1.1001 Top-1 Acc: 65.9408 Top-5 Acc: 93.5755
AlexNet - Epoch 40/49
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train Loss: 1.2227 Top-1 Acc: 62.2035 Top-5 Acc: 91.7596
test Loss: 1.1170 Top-1 Acc: 66.1652 Top-5 Acc: 93.1682
AlexNet - Epoch 41/49
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train Loss: 1.2298 Top-1 Acc: 61.9686 Top-5 Acc: 91.8421
test Loss: 1.0737 Top-1 Acc: 66.8634 Top-5 Acc: 93.5422
AlexNet - Epoch 42/49
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train Loss: 1.2144 Top-1 Acc: 62.4991 Top-5 Acc: 91.9795
test Loss: 1.0707 Top-1 Acc: 67.0462 Top-5 Acc: 93.9328
AlexNet - Epoch 43/49
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train Loss: 1.2070 Top-1 Acc: 62.7659 Top-5 Acc: 92.0440
test Loss: 1.0793 Top-1 Acc: 67.1958 Top-5 Acc: 93.6336
AlexNet - Epoch 44/49
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train Loss: 1.2012 Top-1 Acc: 62.6833 Top-5 Acc: 92.1458
test Loss: 1.0910 Top-1 Acc: 66.2566 Top-5 Acc: 93.6004
AlexNet - Epoch 45/49
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train Loss: 1.2083 Top-1 Acc: 62.5817 Top-5 Acc: 92.1864
test Loss: 1.0762 Top-1 Acc: 67.1210 Top-5 Acc: 93.5339
AlexNet - Epoch 46/49
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train Loss: 1.1945 Top-1 Acc: 62.8733 Top-5 Acc: 92.2588
test Loss: 1.0752 Top-1 Acc: 67.0047 Top-5 Acc: 93.6918
AlexNet - Epoch 47/49
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train Loss: 1.1851 Top-1 Acc: 63.1584 Top-5 Acc: 92.4706
test Loss: 1.0844 Top-1 Acc: 66.8384 Top-5 Acc: 93.7666
AlexNet - Epoch 48/49
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train Loss: 1.1825 Top-1 Acc: 63.0629 Top-5 Acc: 92.5186
test Loss: 1.0695 Top-1 Acc: 67.4119 Top-5 Acc: 93.5588
AlexNet - Epoch 49/49
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train Loss: 1.1678 Top-1 Acc: 63.6297 Top-5 Acc: 92.6931
test Loss: 1.0263 Top-1 Acc: 68.2846 Top-5 Acc: 94.2154
Training AlexNet complete in 30m 10s
Best test Top-1 Acc: 68.284569
Best test Top-5 Acc: 94.215424
train AlexNet done