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- Namespace(add_name='', alpha_max=1.0, alpha_max_at_factor=0.4, batch_size=100, data_dir='../data/cifar10/', dataset='cifar10', epochs=1000, exp_dir='exp1', gammas=[0.1, 0.1, 0.1], job_id='', l2=0.0005, lr=0.1, mixup_alpha_sup=0.1, mixup_alpha_usup=2.0, mixup_sup=1, mixup_sup_hidden=True, mixup_usup=1, mixup_usup_hidden=True, nesterov=True, net_type='WRN28_2', optimizer='sgd', schedule=[500, 750, 875])
- | Epoch [ 1/1000] Iter[450/ 41] Loss: 1.7792 SupLoss: 1.7530 UsupLoss: 0.2607 NLLLoss: 1.5444 Acc@1: 44.451%
- | Validation Epoch #1 Loss: 3.4125 NLLLoss: 3.4125 Acc@1: 26.22%
- | Best Test Acc: Epoch #1 Loss: 3.4120 NLLLoss: 3.4120 Acc@1: 26.36%
- | Best Test Acc: Acc@1: 26.36%
- | Epoch [ 2/1000] Iter[450/ 41] Loss: 1.2797 SupLoss: 1.2496 UsupLoss: 0.6796 NLLLoss: 0.9205 Acc@1: 69.398%
- | Validation Epoch #2 Loss: 1.7072 NLLLoss: 1.7072 Acc@1: 46.70%
- | Best Test Acc: Epoch #2 Loss: 1.7055 NLLLoss: 1.7055 Acc@1: 46.25%
- | Best Test Acc: Acc@1: 46.25%
- | Epoch [ 3/1000] Iter[450/ 41] Loss: 1.0723 SupLoss: 1.0425 UsupLoss: 0.8424 NLLLoss: 0.6677 Acc@1: 80.044%
- | Validation Epoch #3 Loss: 1.6339 NLLLoss: 1.6339 Acc@1: 52.16%
- | Best Test Acc: Epoch #3 Loss: 1.6307 NLLLoss: 1.6307 Acc@1: 53.00%
- | Best Test Acc: Acc@1: 53.00%
- | Epoch [ 4/1000] Iter[450/ 41] Loss: 0.9873 SupLoss: 0.9568 UsupLoss: 0.9053 NLLLoss: 0.5552 Acc@1: 84.484%
- | Validation Epoch #4 Loss: 1.8851 NLLLoss: 1.8851 Acc@1: 50.42%
- | Best Test Acc: Acc@1: 53.00%
- | Epoch [ 5/1000] Iter[450/ 41] Loss: 0.9180 SupLoss: 0.8880 UsupLoss: 0.9791 NLLLoss: 0.4662 Acc@1: 87.844%
- | Validation Epoch #5 Loss: 1.4355 NLLLoss: 1.4355 Acc@1: 56.08%
- | Best Test Acc: Epoch #5 Loss: 1.3538 NLLLoss: 1.3538 Acc@1: 58.25%
- | Best Test Acc: Acc@1: 58.25%
- | Epoch [ 6/1000] Iter[450/ 41] Loss: 0.8415 SupLoss: 0.8126 UsupLoss: 1.0145 NLLLoss: 0.4044 Acc@1: 90.027%
- | Validation Epoch #6 Loss: 1.7454 NLLLoss: 1.7454 Acc@1: 52.14%
- | Best Test Acc: Acc@1: 58.25%
- | Epoch [ 7/1000] Iter[450/ 41] Loss: 0.7782 SupLoss: 0.7482 UsupLoss: 1.0822 NLLLoss: 0.3586 Acc@1: 91.487%
- | Validation Epoch #7 Loss: 1.7715 NLLLoss: 1.7715 Acc@1: 56.30%
- | Best Test Acc: Epoch #7 Loss: 1.8019 NLLLoss: 1.8019 Acc@1: 56.19%
- | Best Test Acc: Acc@1: 56.19%
- | Epoch [ 8/1000] Iter[450/ 41] Loss: 0.7470 SupLoss: 0.7179 UsupLoss: 1.0703 NLLLoss: 0.3188 Acc@1: 92.711%
- | Validation Epoch #8 Loss: 1.4934 NLLLoss: 1.4934 Acc@1: 57.10%
- | Best Test Acc: Epoch #8 Loss: 1.4424 NLLLoss: 1.4424 Acc@1: 59.07%
- | Best Test Acc: Acc@1: 59.07%
- | Epoch [ 9/1000] Iter[450/ 41] Loss: 0.7423 SupLoss: 0.7153 UsupLoss: 1.0586 NLLLoss: 0.3069 Acc@1: 93.318%
- | Validation Epoch #9 Loss: 1.3007 NLLLoss: 1.3007 Acc@1: 61.80%
- | Best Test Acc: Epoch #9 Loss: 1.2659 NLLLoss: 1.2659 Acc@1: 62.31%
- | Best Test Acc: Acc@1: 62.31%
- | Epoch [ 10/1000] Iter[450/ 41] Loss: 0.7015 SupLoss: 0.6741 UsupLoss: 1.0579 NLLLoss: 0.2793 Acc@1: 94.104%
- | Validation Epoch #10 Loss: 1.2339 NLLLoss: 1.2339 Acc@1: 62.66%
- | Best Test Acc: Epoch #10 Loss: 1.1967 NLLLoss: 1.1967 Acc@1: 63.97%
- | Best Test Acc: Acc@1: 63.97%
- | Epoch [ 11/1000] Iter[450/ 41] Loss: 0.6225 SupLoss: 0.5935 UsupLoss: 1.1885 NLLLoss: 0.2449 Acc@1: 95.040%
- | Validation Epoch #11 Loss: 1.3532 NLLLoss: 1.3532 Acc@1: 62.28%
- | Best Test Acc: Acc@1: 63.97%
- | Epoch [ 12/1000] Iter[450/ 41] Loss: 0.6881 SupLoss: 0.6605 UsupLoss: 1.0511 NLLLoss: 0.2661 Acc@1: 94.589%
- | Validation Epoch #12 Loss: 1.4427 NLLLoss: 1.4427 Acc@1: 59.84%
- | Best Test Acc: Acc@1: 63.97%
- | Epoch [ 13/1000] Iter[450/ 41] Loss: 0.6544 SupLoss: 0.6256 UsupLoss: 1.0985 NLLLoss: 0.2343 Acc@1: 95.558%
- | Validation Epoch #13 Loss: 1.9380 NLLLoss: 1.9380 Acc@1: 51.34%
- | Best Test Acc: Acc@1: 63.97%
- | Epoch [ 14/1000] Iter[450/ 41] Loss: 0.6675 SupLoss: 0.6402 UsupLoss: 1.0690 NLLLoss: 0.2466 Acc@1: 95.129%
- | Validation Epoch #14 Loss: 1.2019 NLLLoss: 1.2019 Acc@1: 63.70%
- | Best Test Acc: Epoch #14 Loss: 1.1747 NLLLoss: 1.1747 Acc@1: 63.94%
- | Best Test Acc: Acc@1: 63.94%
- | Epoch [ 15/1000] Iter[450/ 41] Loss: 0.6270 SupLoss: 0.5992 UsupLoss: 1.1114 NLLLoss: 0.2233 Acc@1: 95.833%
- | Validation Epoch #15 Loss: 1.4035 NLLLoss: 1.4035 Acc@1: 58.48%
- | Best Test Acc: Acc@1: 63.94%
- | Epoch [ 16/1000] Iter[450/ 41] Loss: 0.6174 SupLoss: 0.5903 UsupLoss: 1.1065 NLLLoss: 0.2154 Acc@1: 96.060%
- | Validation Epoch #16 Loss: 1.7317 NLLLoss: 1.7317 Acc@1: 53.42%
- | Best Test Acc: Acc@1: 63.94%
- | Epoch [ 17/1000] Iter[450/ 41] Loss: 0.6549 SupLoss: 0.6273 UsupLoss: 1.0553 NLLLoss: 0.2248 Acc@1: 95.991%
- | Validation Epoch #17 Loss: 1.1706 NLLLoss: 1.1706 Acc@1: 62.18%
- | Best Test Acc: Acc@1: 63.94%
- | Epoch [ 18/1000] Iter[450/ 41] Loss: 0.6070 SupLoss: 0.5798 UsupLoss: 1.0765 NLLLoss: 0.2062 Acc@1: 96.440%
- | Validation Epoch #18 Loss: 1.1862 NLLLoss: 1.1862 Acc@1: 62.00%
- | Best Test Acc: Acc@1: 63.94%
- | Epoch [ 19/1000] Iter[450/ 41] Loss: 0.6214 SupLoss: 0.5923 UsupLoss: 1.1172 NLLLoss: 0.2097 Acc@1: 96.313%
- | Validation Epoch #19 Loss: 1.4051 NLLLoss: 1.4051 Acc@1: 58.96%
- | Best Test Acc: Acc@1: 63.94%
- | Epoch [ 20/1000] Iter[450/ 41] Loss: 0.6146 SupLoss: 0.5879 UsupLoss: 1.0066 NLLLoss: 0.2026 Acc@1: 96.487%
- | Validation Epoch #20 Loss: 1.4434 NLLLoss: 1.4434 Acc@1: 57.84%
- | Best Test Acc: Acc@1: 63.94%
- | Epoch [ 21/1000] Iter[450/ 41] Loss: 0.6194 SupLoss: 0.5928 UsupLoss: 0.9932 NLLLoss: 0.2018 Acc@1: 96.691%
- | Validation Epoch #21 Loss: 1.3029 NLLLoss: 1.3029 Acc@1: 62.46%
- | Best Test Acc: Acc@1: 63.94%
- | Epoch [ 22/1000] Iter[450/ 41] Loss: 0.5628 SupLoss: 0.5342 UsupLoss: 1.1430 NLLLoss: 0.1879 Acc@1: 96.718%
- | Validation Epoch #22 Loss: 1.2276 NLLLoss: 1.2276 Acc@1: 63.46%
- | Best Test Acc: Acc@1: 63.94%
- | Epoch [ 23/1000] Iter[450/ 41] Loss: 0.5935 SupLoss: 0.5664 UsupLoss: 1.0535 NLLLoss: 0.1957 Acc@1: 96.780%
- | Validation Epoch #23 Loss: 1.2494 NLLLoss: 1.2494 Acc@1: 61.84%
- | Best Test Acc: Acc@1: 63.94%
- | Epoch [ 24/1000] Iter[450/ 41] Loss: 0.5725 SupLoss: 0.5438 UsupLoss: 1.1333 NLLLoss: 0.1931 Acc@1: 96.518%
- | Validation Epoch #24 Loss: 1.1224 NLLLoss: 1.1224 Acc@1: 65.42%
- | Best Test Acc: Epoch #24 Loss: 1.1438 NLLLoss: 1.1438 Acc@1: 65.15%
- | Best Test Acc: Acc@1: 65.15%
- | Epoch [ 25/1000] Iter[450/ 41] Loss: 0.6189 SupLoss: 0.5915 UsupLoss: 1.0343 NLLLoss: 0.2017 Acc@1: 96.629%
- | Validation Epoch #25 Loss: 1.1461 NLLLoss: 1.1461 Acc@1: 65.54%
- | Best Test Acc: Epoch #25 Loss: 1.1897 NLLLoss: 1.1897 Acc@1: 64.63%
- | Best Test Acc: Acc@1: 64.63%
- | Epoch [ 26/1000] Iter[450/ 41] Loss: 0.5502 SupLoss: 0.5221 UsupLoss: 1.0953 NLLLoss: 0.1809 Acc@1: 96.958%
- | Validation Epoch #26 Loss: 1.3562 NLLLoss: 1.3562 Acc@1: 61.64%
- | Best Test Acc: Acc@1: 64.63%
- | Epoch [ 27/1000] Iter[450/ 41] Loss: 0.6375 SupLoss: 0.6116 UsupLoss: 0.9514 NLLLoss: 0.2093 Acc@1: 96.396%
- | Validation Epoch #27 Loss: 1.2447 NLLLoss: 1.2447 Acc@1: 62.40%
- | Best Test Acc: Acc@1: 64.63%
- | Epoch [ 28/1000] Iter[450/ 41] Loss: 0.6123 SupLoss: 0.5856 UsupLoss: 0.9841 NLLLoss: 0.1953 Acc@1: 96.842%
- | Validation Epoch #28 Loss: 1.2130 NLLLoss: 1.2130 Acc@1: 64.90%
- | Best Test Acc: Acc@1: 64.63%
- | Epoch [ 29/1000] Iter[450/ 41] Loss: 0.5823 SupLoss: 0.5538 UsupLoss: 1.0457 NLLLoss: 0.1863 Acc@1: 97.078%
- | Validation Epoch #29 Loss: 1.2651 NLLLoss: 1.2651 Acc@1: 63.28%
- | Best Test Acc: Acc@1: 64.63%
- | Epoch [ 30/1000] Iter[450/ 41] Loss: 0.5686 SupLoss: 0.5403 UsupLoss: 1.0402 NLLLoss: 0.1792 Acc@1: 97.216%
- | Validation Epoch #30 Loss: 1.1005 NLLLoss: 1.1005 Acc@1: 65.94%
- | Best Test Acc: Epoch #30 Loss: 1.1057 NLLLoss: 1.1057 Acc@1: 65.95%
- | Best Test Acc: Acc@1: 65.95%
- | Epoch [ 31/1000] Iter[450/ 41] Loss: 0.5811 SupLoss: 0.5527 UsupLoss: 1.0543 NLLLoss: 0.1871 Acc@1: 96.984%
- | Validation Epoch #31 Loss: 1.1779 NLLLoss: 1.1779 Acc@1: 66.58%
- | Best Test Acc: Epoch #31 Loss: 1.1704 NLLLoss: 1.1704 Acc@1: 67.01%
- | Best Test Acc: Acc@1: 67.01%
- | Epoch [ 32/1000] Iter[450/ 41] Loss: 0.5862 SupLoss: 0.5584 UsupLoss: 1.0001 NLLLoss: 0.1846 Acc@1: 97.058%
- | Validation Epoch #32 Loss: 1.2791 NLLLoss: 1.2791 Acc@1: 63.82%
- | Best Test Acc: Acc@1: 67.01%
- | Epoch [ 33/1000] Iter[450/ 41] Loss: 0.5876 SupLoss: 0.5598 UsupLoss: 0.9945 NLLLoss: 0.1803 Acc@1: 97.251%
- | Validation Epoch #33 Loss: 1.0726 NLLLoss: 1.0726 Acc@1: 65.12%
- | Best Test Acc: Acc@1: 67.01%
- | Epoch [ 34/1000] Iter[450/ 41] Loss: 0.5470 SupLoss: 0.5180 UsupLoss: 1.0328 NLLLoss: 0.1768 Acc@1: 97.144%
- | Validation Epoch #34 Loss: 1.1771 NLLLoss: 1.1771 Acc@1: 66.02%
- | Best Test Acc: Acc@1: 67.01%
- | Epoch [ 35/1000] Iter[450/ 41] Loss: 0.5782 SupLoss: 0.5493 UsupLoss: 0.9986 NLLLoss: 0.1761 Acc@1: 97.264%
- | Validation Epoch #35 Loss: 1.2102 NLLLoss: 1.2102 Acc@1: 63.28%
- | Best Test Acc: Acc@1: 67.01%
- | Epoch [ 36/1000] Iter[450/ 41] Loss: 0.5707 SupLoss: 0.5414 UsupLoss: 1.0347 NLLLoss: 0.1751 Acc@1: 97.436%
- | Validation Epoch #36 Loss: 1.0822 NLLLoss: 1.0822 Acc@1: 68.18%
- | Best Test Acc: Epoch #36 Loss: 1.1277 NLLLoss: 1.1277 Acc@1: 67.25%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 37/1000] Iter[450/ 41] Loss: 0.5550 SupLoss: 0.5255 UsupLoss: 1.0277 NLLLoss: 0.1684 Acc@1: 97.551%
- | Validation Epoch #37 Loss: 1.1240 NLLLoss: 1.1240 Acc@1: 65.06%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 38/1000] Iter[450/ 41] Loss: 0.5479 SupLoss: 0.5194 UsupLoss: 0.9895 NLLLoss: 0.1713 Acc@1: 97.393%
- | Validation Epoch #38 Loss: 1.2135 NLLLoss: 1.2135 Acc@1: 64.56%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 39/1000] Iter[450/ 41] Loss: 0.5926 SupLoss: 0.5625 UsupLoss: 0.9991 NLLLoss: 0.1850 Acc@1: 97.087%
- | Validation Epoch #39 Loss: 1.2100 NLLLoss: 1.2100 Acc@1: 63.10%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 40/1000] Iter[450/ 41] Loss: 0.5490 SupLoss: 0.5188 UsupLoss: 1.0276 NLLLoss: 0.1658 Acc@1: 97.704%
- | Validation Epoch #40 Loss: 1.3060 NLLLoss: 1.3060 Acc@1: 62.96%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 41/1000] Iter[450/ 41] Loss: 0.5780 SupLoss: 0.5483 UsupLoss: 0.9834 NLLLoss: 0.1772 Acc@1: 97.304%
- | Validation Epoch #41 Loss: 1.2905 NLLLoss: 1.2905 Acc@1: 62.30%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 42/1000] Iter[450/ 41] Loss: 0.5578 SupLoss: 0.5274 UsupLoss: 0.9849 NLLLoss: 0.1721 Acc@1: 97.458%
- | Validation Epoch #42 Loss: 1.1963 NLLLoss: 1.1963 Acc@1: 63.40%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 43/1000] Iter[450/ 41] Loss: 0.5771 SupLoss: 0.5465 UsupLoss: 0.9565 NLLLoss: 0.1728 Acc@1: 97.556%
- | Validation Epoch #43 Loss: 1.0391 NLLLoss: 1.0391 Acc@1: 67.74%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 44/1000] Iter[450/ 41] Loss: 0.5598 SupLoss: 0.5289 UsupLoss: 0.9598 NLLLoss: 0.1685 Acc@1: 97.642%
- | Validation Epoch #44 Loss: 1.3124 NLLLoss: 1.3124 Acc@1: 62.56%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 45/1000] Iter[450/ 41] Loss: 0.5554 SupLoss: 0.5237 UsupLoss: 0.9873 NLLLoss: 0.1658 Acc@1: 97.620%
- | Validation Epoch #45 Loss: 1.5865 NLLLoss: 1.5865 Acc@1: 56.46%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 46/1000] Iter[450/ 41] Loss: 0.5250 SupLoss: 0.4938 UsupLoss: 0.9763 NLLLoss: 0.1553 Acc@1: 97.936%
- | Validation Epoch #46 Loss: 1.2890 NLLLoss: 1.2890 Acc@1: 62.02%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 47/1000] Iter[450/ 41] Loss: 0.4967 SupLoss: 0.4638 UsupLoss: 1.0407 NLLLoss: 0.1466 Acc@1: 97.964%
- | Validation Epoch #47 Loss: 1.3249 NLLLoss: 1.3249 Acc@1: 62.64%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 48/1000] Iter[450/ 41] Loss: 0.5340 SupLoss: 0.5013 UsupLoss: 0.9790 NLLLoss: 0.1647 Acc@1: 97.620%
- | Validation Epoch #48 Loss: 1.1474 NLLLoss: 1.1474 Acc@1: 67.34%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 49/1000] Iter[450/ 41] Loss: 0.6093 SupLoss: 0.5759 UsupLoss: 0.9269 NLLLoss: 0.1890 Acc@1: 97.176%
- | Validation Epoch #49 Loss: 1.1682 NLLLoss: 1.1682 Acc@1: 66.44%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 50/1000] Iter[450/ 41] Loss: 0.5195 SupLoss: 0.4866 UsupLoss: 0.9643 NLLLoss: 0.1519 Acc@1: 97.918%
- | Validation Epoch #50 Loss: 1.7068 NLLLoss: 1.7068 Acc@1: 50.80%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 51/1000] Iter[450/ 41] Loss: 0.5648 SupLoss: 0.5312 UsupLoss: 0.9639 NLLLoss: 0.1658 Acc@1: 97.813%
- | Validation Epoch #51 Loss: 1.0966 NLLLoss: 1.0966 Acc@1: 66.56%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 52/1000] Iter[450/ 41] Loss: 0.5858 SupLoss: 0.5547 UsupLoss: 0.8663 NLLLoss: 0.1630 Acc@1: 98.071%
- | Validation Epoch #52 Loss: 1.1537 NLLLoss: 1.1537 Acc@1: 64.60%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 53/1000] Iter[450/ 41] Loss: 0.5784 SupLoss: 0.5461 UsupLoss: 0.9018 NLLLoss: 0.1694 Acc@1: 97.842%
- | Validation Epoch #53 Loss: 1.0667 NLLLoss: 1.0667 Acc@1: 67.14%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 54/1000] Iter[450/ 41] Loss: 0.5325 SupLoss: 0.4982 UsupLoss: 0.9595 NLLLoss: 0.1598 Acc@1: 97.804%
- | Validation Epoch #54 Loss: 1.3488 NLLLoss: 1.3488 Acc@1: 60.74%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 55/1000] Iter[450/ 41] Loss: 0.5384 SupLoss: 0.5047 UsupLoss: 0.9325 NLLLoss: 0.1589 Acc@1: 97.856%
- | Validation Epoch #55 Loss: 1.1182 NLLLoss: 1.1182 Acc@1: 65.44%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 56/1000] Iter[450/ 41] Loss: 0.5576 SupLoss: 0.5238 UsupLoss: 0.9037 NLLLoss: 0.1620 Acc@1: 97.824%
- | Validation Epoch #56 Loss: 1.1823 NLLLoss: 1.1823 Acc@1: 64.14%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 57/1000] Iter[450/ 41] Loss: 0.5547 SupLoss: 0.5196 UsupLoss: 0.9090 NLLLoss: 0.1602 Acc@1: 97.824%
- | Validation Epoch #57 Loss: 1.1123 NLLLoss: 1.1123 Acc@1: 66.56%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 58/1000] Iter[450/ 41] Loss: 0.5339 SupLoss: 0.4995 UsupLoss: 0.9168 NLLLoss: 0.1548 Acc@1: 98.029%
- | Validation Epoch #58 Loss: 1.0644 NLLLoss: 1.0644 Acc@1: 67.18%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 59/1000] Iter[450/ 41] Loss: 0.5534 SupLoss: 0.5182 UsupLoss: 0.9208 NLLLoss: 0.1657 Acc@1: 97.700%
- | Validation Epoch #59 Loss: 1.1526 NLLLoss: 1.1526 Acc@1: 65.86%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 60/1000] Iter[450/ 41] Loss: 0.5744 SupLoss: 0.5389 UsupLoss: 0.8902 NLLLoss: 0.1694 Acc@1: 97.749%
- | Validation Epoch #60 Loss: 1.1809 NLLLoss: 1.1809 Acc@1: 63.88%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 61/1000] Iter[450/ 41] Loss: 0.5500 SupLoss: 0.5155 UsupLoss: 0.8650 NLLLoss: 0.1515 Acc@1: 98.178%
- | Validation Epoch #61 Loss: 1.1650 NLLLoss: 1.1650 Acc@1: 64.14%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 62/1000] Iter[450/ 41] Loss: 0.5411 SupLoss: 0.5036 UsupLoss: 0.9232 NLLLoss: 0.1571 Acc@1: 98.056%
- | Validation Epoch #62 Loss: 1.1450 NLLLoss: 1.1450 Acc@1: 65.00%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 63/1000] Iter[450/ 41] Loss: 0.5353 SupLoss: 0.4982 UsupLoss: 0.9160 NLLLoss: 0.1527 Acc@1: 98.047%
- | Validation Epoch #63 Loss: 1.2692 NLLLoss: 1.2692 Acc@1: 61.96%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 64/1000] Iter[450/ 41] Loss: 0.5397 SupLoss: 0.5036 UsupLoss: 0.8633 NLLLoss: 0.1492 Acc@1: 98.158%
- | Validation Epoch #64 Loss: 1.0899 NLLLoss: 1.0899 Acc@1: 66.14%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 65/1000] Iter[450/ 41] Loss: 0.5451 SupLoss: 0.5076 UsupLoss: 0.8819 NLLLoss: 0.1561 Acc@1: 98.069%
- | Validation Epoch #65 Loss: 1.3793 NLLLoss: 1.3793 Acc@1: 58.78%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 66/1000] Iter[450/ 41] Loss: 0.5703 SupLoss: 0.5349 UsupLoss: 0.8155 NLLLoss: 0.1594 Acc@1: 97.991%
- | Validation Epoch #66 Loss: 1.0842 NLLLoss: 1.0842 Acc@1: 65.90%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 67/1000] Iter[450/ 41] Loss: 0.5016 SupLoss: 0.4619 UsupLoss: 0.9258 NLLLoss: 0.1410 Acc@1: 98.200%
- | Validation Epoch #67 Loss: 1.2087 NLLLoss: 1.2087 Acc@1: 64.62%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 68/1000] Iter[450/ 41] Loss: 0.5419 SupLoss: 0.5042 UsupLoss: 0.8237 NLLLoss: 0.1504 Acc@1: 97.893%
- | Validation Epoch #68 Loss: 1.2189 NLLLoss: 1.2189 Acc@1: 64.92%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 69/1000] Iter[450/ 41] Loss: 0.5243 SupLoss: 0.4880 UsupLoss: 0.7659 NLLLoss: 0.1393 Acc@1: 98.047%
- | Validation Epoch #69 Loss: 1.4654 NLLLoss: 1.4654 Acc@1: 61.52%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 70/1000] Iter[450/ 41] Loss: 0.5133 SupLoss: 0.4740 UsupLoss: 0.8243 NLLLoss: 0.1382 Acc@1: 98.049%
- | Validation Epoch #70 Loss: 1.1634 NLLLoss: 1.1634 Acc@1: 66.02%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 71/1000] Iter[450/ 41] Loss: 0.5250 SupLoss: 0.4838 UsupLoss: 0.8553 NLLLoss: 0.1416 Acc@1: 97.784%
- | Validation Epoch #71 Loss: 1.2238 NLLLoss: 1.2238 Acc@1: 66.16%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 72/1000] Iter[450/ 41] Loss: 0.5505 SupLoss: 0.5124 UsupLoss: 0.7668 NLLLoss: 0.1415 Acc@1: 97.922%
- | Validation Epoch #72 Loss: 1.3952 NLLLoss: 1.3952 Acc@1: 64.08%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 73/1000] Iter[450/ 41] Loss: 0.5439 SupLoss: 0.5024 UsupLoss: 0.8151 NLLLoss: 0.1559 Acc@1: 97.389%
- | Validation Epoch #73 Loss: 1.3262 NLLLoss: 1.3262 Acc@1: 64.20%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 74/1000] Iter[450/ 41] Loss: 0.5373 SupLoss: 0.4947 UsupLoss: 0.8376 NLLLoss: 0.1436 Acc@1: 97.756%
- | Validation Epoch #74 Loss: 1.3551 NLLLoss: 1.3551 Acc@1: 62.94%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 75/1000] Iter[450/ 41] Loss: 0.5190 SupLoss: 0.4748 UsupLoss: 0.8819 NLLLoss: 0.1376 Acc@1: 97.738%
- | Validation Epoch #75 Loss: 1.1443 NLLLoss: 1.1443 Acc@1: 67.94%
- | Best Test Acc: Acc@1: 67.25%
- | Epoch [ 76/1000] Iter[450/ 41] Loss: 0.5192 SupLoss: 0.4657 UsupLoss: 1.1241 NLLLoss: 0.1241 Acc@1: 98.169%
- | Validation Epoch #76 Loss: 0.9603 NLLLoss: 0.9603 Acc@1: 69.68%
- | Best Test Acc: Epoch #76 Loss: 0.9627 NLLLoss: 0.9627 Acc@1: 69.65%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 77/1000] Iter[450/ 41] Loss: 0.5658 SupLoss: 0.5027 UsupLoss: 1.3518 NLLLoss: 0.1223 Acc@1: 98.207%
- | Validation Epoch #77 Loss: 1.2402 NLLLoss: 1.2402 Acc@1: 62.56%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 78/1000] Iter[450/ 41] Loss: 0.6053 SupLoss: 0.5456 UsupLoss: 1.2223 NLLLoss: 0.1315 Acc@1: 98.027%
- | Validation Epoch #78 Loss: 1.2421 NLLLoss: 1.2421 Acc@1: 63.86%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 79/1000] Iter[450/ 41] Loss: 0.6011 SupLoss: 0.5380 UsupLoss: 1.2837 NLLLoss: 0.1266 Acc@1: 98.013%
- | Validation Epoch #79 Loss: 1.4016 NLLLoss: 1.4016 Acc@1: 61.66%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 80/1000] Iter[450/ 41] Loss: 0.5606 SupLoss: 0.4950 UsupLoss: 1.3251 NLLLoss: 0.1255 Acc@1: 97.956%
- | Validation Epoch #80 Loss: 1.1581 NLLLoss: 1.1581 Acc@1: 65.18%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 81/1000] Iter[450/ 41] Loss: 0.5569 SupLoss: 0.4908 UsupLoss: 1.2994 NLLLoss: 0.1237 Acc@1: 98.029%
- | Validation Epoch #81 Loss: 1.2469 NLLLoss: 1.2469 Acc@1: 64.96%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 82/1000] Iter[450/ 41] Loss: 0.5886 SupLoss: 0.5214 UsupLoss: 1.2948 NLLLoss: 0.1281 Acc@1: 97.762%
- | Validation Epoch #82 Loss: 1.2700 NLLLoss: 1.2700 Acc@1: 65.54%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 83/1000] Iter[450/ 41] Loss: 0.5727 SupLoss: 0.5029 UsupLoss: 1.3473 NLLLoss: 0.1269 Acc@1: 97.802%
- | Validation Epoch #83 Loss: 1.2645 NLLLoss: 1.2645 Acc@1: 65.22%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 84/1000] Iter[450/ 41] Loss: 0.6033 SupLoss: 0.5360 UsupLoss: 1.2462 NLLLoss: 0.1297 Acc@1: 98.027%
- | Validation Epoch #84 Loss: 1.2189 NLLLoss: 1.2189 Acc@1: 66.40%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 85/1000] Iter[450/ 41] Loss: 0.5844 SupLoss: 0.5117 UsupLoss: 1.3130 NLLLoss: 0.1274 Acc@1: 97.833%
- | Validation Epoch #85 Loss: 1.6186 NLLLoss: 1.6186 Acc@1: 58.70%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 86/1000] Iter[450/ 41] Loss: 0.6174 SupLoss: 0.5429 UsupLoss: 1.3399 NLLLoss: 0.1301 Acc@1: 97.611%
- | Validation Epoch #86 Loss: 1.1420 NLLLoss: 1.1420 Acc@1: 65.20%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 87/1000] Iter[450/ 41] Loss: 0.6709 SupLoss: 0.5904 UsupLoss: 1.4410 NLLLoss: 0.1347 Acc@1: 97.418%
- | Validation Epoch #87 Loss: 1.4081 NLLLoss: 1.4081 Acc@1: 58.90%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 88/1000] Iter[450/ 41] Loss: 0.5714 SupLoss: 0.4911 UsupLoss: 1.4010 NLLLoss: 0.1189 Acc@1: 97.873%
- | Validation Epoch #88 Loss: 1.2228 NLLLoss: 1.2228 Acc@1: 67.98%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 89/1000] Iter[450/ 41] Loss: 0.7088 SupLoss: 0.6223 UsupLoss: 1.4851 NLLLoss: 0.1512 Acc@1: 96.887%
- | Validation Epoch #89 Loss: 1.3554 NLLLoss: 1.3554 Acc@1: 61.74%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 90/1000] Iter[450/ 41] Loss: 0.6688 SupLoss: 0.5823 UsupLoss: 1.4537 NLLLoss: 0.1447 Acc@1: 97.147%
- | Validation Epoch #90 Loss: 1.2398 NLLLoss: 1.2398 Acc@1: 66.04%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 91/1000] Iter[450/ 41] Loss: 0.6706 SupLoss: 0.5835 UsupLoss: 1.4482 NLLLoss: 0.1365 Acc@1: 97.147%
- | Validation Epoch #91 Loss: 1.4139 NLLLoss: 1.4139 Acc@1: 62.94%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 92/1000] Iter[450/ 41] Loss: 0.6860 SupLoss: 0.5928 UsupLoss: 1.5032 NLLLoss: 0.1492 Acc@1: 96.587%
- | Validation Epoch #92 Loss: 1.4638 NLLLoss: 1.4638 Acc@1: 60.74%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 93/1000] Iter[450/ 41] Loss: 0.7111 SupLoss: 0.6293 UsupLoss: 1.2997 NLLLoss: 0.1713 Acc@1: 96.696%
- | Validation Epoch #93 Loss: 1.6934 NLLLoss: 1.6934 Acc@1: 58.54%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 94/1000] Iter[450/ 41] Loss: 0.6773 SupLoss: 0.5850 UsupLoss: 1.4497 NLLLoss: 0.1473 Acc@1: 96.656%
- | Validation Epoch #94 Loss: 1.5561 NLLLoss: 1.5561 Acc@1: 60.54%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 95/1000] Iter[450/ 41] Loss: 0.7077 SupLoss: 0.6119 UsupLoss: 1.5005 NLLLoss: 0.1496 Acc@1: 96.536%
- | Validation Epoch #95 Loss: 1.6358 NLLLoss: 1.6358 Acc@1: 61.92%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 96/1000] Iter[450/ 41] Loss: 0.8115 SupLoss: 0.7043 UsupLoss: 1.6082 NLLLoss: 0.2128 Acc@1: 94.602%
- | Validation Epoch #96 Loss: 1.5582 NLLLoss: 1.5582 Acc@1: 63.86%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 97/1000] Iter[450/ 41] Loss: 0.8589 SupLoss: 0.7536 UsupLoss: 1.5406 NLLLoss: 0.2472 Acc@1: 94.656%
- | Validation Epoch #97 Loss: 1.4470 NLLLoss: 1.4470 Acc@1: 63.28%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 98/1000] Iter[450/ 41] Loss: 0.7119 SupLoss: 0.6045 UsupLoss: 1.5792 NLLLoss: 0.1495 Acc@1: 96.440%
- | Validation Epoch #98 Loss: 1.0495 NLLLoss: 1.0495 Acc@1: 67.52%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [ 99/1000] Iter[450/ 41] Loss: 0.6672 SupLoss: 0.5664 UsupLoss: 1.4466 NLLLoss: 0.1483 Acc@1: 96.631%
- | Validation Epoch #99 Loss: 1.3689 NLLLoss: 1.3689 Acc@1: 66.02%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [100/1000] Iter[450/ 41] Loss: 0.7216 SupLoss: 0.6225 UsupLoss: 1.3883 NLLLoss: 0.1570 Acc@1: 96.080%
- | Validation Epoch #100 Loss: 1.2985 NLLLoss: 1.2985 Acc@1: 64.36%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [101/1000] Iter[450/ 41] Loss: 0.6673 SupLoss: 0.5801 UsupLoss: 1.1985 NLLLoss: 0.1906 Acc@1: 96.147%
- | Validation Epoch #101 Loss: 1.5866 NLLLoss: 1.5866 Acc@1: 61.50%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [102/1000] Iter[450/ 41] Loss: 0.6372 SupLoss: 0.5470 UsupLoss: 1.2350 NLLLoss: 0.1332 Acc@1: 97.180%
- | Validation Epoch #102 Loss: 1.4975 NLLLoss: 1.4975 Acc@1: 59.88%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [103/1000] Iter[450/ 41] Loss: 0.6595 SupLoss: 0.5696 UsupLoss: 1.2053 NLLLoss: 0.1472 Acc@1: 96.884%
- | Validation Epoch #103 Loss: 1.3129 NLLLoss: 1.3129 Acc@1: 62.42%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [104/1000] Iter[450/ 41] Loss: 0.7362 SupLoss: 0.6356 UsupLoss: 1.3101 NLLLoss: 0.1690 Acc@1: 96.269%
- | Validation Epoch #104 Loss: 1.2855 NLLLoss: 1.2855 Acc@1: 66.44%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [105/1000] Iter[450/ 41] Loss: 0.9089 SupLoss: 0.8069 UsupLoss: 1.3183 NLLLoss: 0.2436 Acc@1: 94.711%
- | Validation Epoch #105 Loss: 1.3898 NLLLoss: 1.3898 Acc@1: 59.92%
- | Best Test Acc: Acc@1: 69.65%
- | Epoch [106/1000] Iter[450/ 41] Loss: 0.7040 SupLoss: 0.6140 UsupLoss: 1.1058 NLLLoss: 0.2365 Acc@1: 95.364%
- | Validation Epoch #106 Loss: 0.9909 NLLLoss: 0.9909 Acc@1: 70.24%
- | Best Test Acc: Epoch #106 Loss: 1.0129 NLLLoss: 1.0129 Acc@1: 70.10%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [107/1000] Iter[450/ 41] Loss: 0.5505 SupLoss: 0.4663 UsupLoss: 1.0581 NLLLoss: 0.1111 Acc@1: 98.438%
- | Validation Epoch #107 Loss: 1.1586 NLLLoss: 1.1586 Acc@1: 68.14%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [108/1000] Iter[450/ 41] Loss: 0.6491 SupLoss: 0.5507 UsupLoss: 1.2234 NLLLoss: 0.1323 Acc@1: 97.444%
- | Validation Epoch #108 Loss: 1.5370 NLLLoss: 1.5370 Acc@1: 60.56%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [109/1000] Iter[450/ 41] Loss: 0.8656 SupLoss: 0.7526 UsupLoss: 1.3623 NLLLoss: 0.2012 Acc@1: 94.980%
- | Validation Epoch #109 Loss: 1.2419 NLLLoss: 1.2419 Acc@1: 64.12%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [110/1000] Iter[450/ 41] Loss: 0.5545 SupLoss: 0.4605 UsupLoss: 1.1228 NLLLoss: 0.1238 Acc@1: 98.011%
- | Validation Epoch #110 Loss: 1.5369 NLLLoss: 1.5369 Acc@1: 57.48%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [111/1000] Iter[450/ 41] Loss: 0.8040 SupLoss: 0.6930 UsupLoss: 1.3147 NLLLoss: 0.1750 Acc@1: 95.900%
- | Validation Epoch #111 Loss: 1.4165 NLLLoss: 1.4165 Acc@1: 61.60%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [112/1000] Iter[450/ 41] Loss: 1.0700 SupLoss: 0.9380 UsupLoss: 1.5133 NLLLoss: 0.3085 Acc@1: 92.009%
- | Validation Epoch #112 Loss: 1.5251 NLLLoss: 1.5251 Acc@1: 60.68%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [113/1000] Iter[450/ 41] Loss: 1.7006 SupLoss: 1.5311 UsupLoss: 1.8924 NLLLoss: 0.7642 Acc@1: 86.884%
- | Validation Epoch #113 Loss: 0.9972 NLLLoss: 0.9972 Acc@1: 67.98%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [114/1000] Iter[450/ 41] Loss: 0.6000 SupLoss: 0.4885 UsupLoss: 1.2436 NLLLoss: 0.1364 Acc@1: 97.622%
- | Validation Epoch #114 Loss: 1.3932 NLLLoss: 1.3932 Acc@1: 66.28%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [115/1000] Iter[450/ 41] Loss: 0.6476 SupLoss: 0.5299 UsupLoss: 1.3214 NLLLoss: 0.1167 Acc@1: 97.698%
- | Validation Epoch #115 Loss: 1.8418 NLLLoss: 1.8418 Acc@1: 57.72%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [116/1000] Iter[450/ 41] Loss: 0.7146 SupLoss: 0.5918 UsupLoss: 1.3390 NLLLoss: 0.1492 Acc@1: 96.578%
- | Validation Epoch #116 Loss: 1.5631 NLLLoss: 1.5631 Acc@1: 60.50%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [117/1000] Iter[450/ 41] Loss: 0.8380 SupLoss: 0.7019 UsupLoss: 1.4397 NLLLoss: 0.1890 Acc@1: 95.204%
- | Validation Epoch #117 Loss: 1.5085 NLLLoss: 1.5085 Acc@1: 59.12%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [118/1000] Iter[450/ 41] Loss: 0.6739 SupLoss: 0.5449 UsupLoss: 1.3583 NLLLoss: 0.1316 Acc@1: 97.091%
- | Validation Epoch #118 Loss: 1.5235 NLLLoss: 1.5235 Acc@1: 62.58%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [119/1000] Iter[450/ 41] Loss: 0.8315 SupLoss: 0.6906 UsupLoss: 1.4610 NLLLoss: 0.1898 Acc@1: 95.433%
- | Validation Epoch #119 Loss: 1.3180 NLLLoss: 1.3180 Acc@1: 66.02%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [120/1000] Iter[450/ 41] Loss: 1.0379 SupLoss: 0.8764 UsupLoss: 1.6659 NLLLoss: 0.2707 Acc@1: 93.029%
- | Validation Epoch #120 Loss: 2.7079 NLLLoss: 2.7079 Acc@1: 44.88%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [121/1000] Iter[450/ 41] Loss: 0.7444 SupLoss: 0.6446 UsupLoss: 0.9566 NLLLoss: 0.2607 Acc@1: 95.922%
- | Validation Epoch #121 Loss: 1.4089 NLLLoss: 1.4089 Acc@1: 64.50%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [122/1000] Iter[450/ 41] Loss: 0.5546 SupLoss: 0.4481 UsupLoss: 1.0550 NLLLoss: 0.1006 Acc@1: 98.529%
- | Validation Epoch #122 Loss: 1.1238 NLLLoss: 1.1238 Acc@1: 68.30%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [123/1000] Iter[450/ 41] Loss: 0.5952 SupLoss: 0.4737 UsupLoss: 1.2083 NLLLoss: 0.1086 Acc@1: 98.207%
- | Validation Epoch #123 Loss: 1.2769 NLLLoss: 1.2769 Acc@1: 61.72%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [124/1000] Iter[450/ 41] Loss: 0.6111 SupLoss: 0.5007 UsupLoss: 1.0635 NLLLoss: 0.1204 Acc@1: 97.916%
- | Validation Epoch #124 Loss: 1.1389 NLLLoss: 1.1389 Acc@1: 67.76%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [125/1000] Iter[450/ 41] Loss: 0.6396 SupLoss: 0.5236 UsupLoss: 1.1048 NLLLoss: 0.1202 Acc@1: 97.991%
- | Validation Epoch #125 Loss: 1.1795 NLLLoss: 1.1795 Acc@1: 64.28%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [126/1000] Iter[450/ 41] Loss: 0.6861 SupLoss: 0.5623 UsupLoss: 1.1627 NLLLoss: 0.1289 Acc@1: 97.587%
- | Validation Epoch #126 Loss: 1.3395 NLLLoss: 1.3395 Acc@1: 64.94%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [127/1000] Iter[450/ 41] Loss: 0.7077 SupLoss: 0.5732 UsupLoss: 1.2477 NLLLoss: 0.1307 Acc@1: 97.367%
- | Validation Epoch #127 Loss: 1.1974 NLLLoss: 1.1974 Acc@1: 64.90%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [128/1000] Iter[450/ 41] Loss: 0.7055 SupLoss: 0.5675 UsupLoss: 1.2603 NLLLoss: 0.1322 Acc@1: 97.120%
- | Validation Epoch #128 Loss: 1.4682 NLLLoss: 1.4682 Acc@1: 61.44%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [129/1000] Iter[450/ 41] Loss: 0.7877 SupLoss: 0.6559 UsupLoss: 1.1743 NLLLoss: 0.1515 Acc@1: 96.616%
- | Validation Epoch #129 Loss: 1.4487 NLLLoss: 1.4487 Acc@1: 60.62%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [130/1000] Iter[450/ 41] Loss: 0.6958 SupLoss: 0.5691 UsupLoss: 1.1021 NLLLoss: 0.1499 Acc@1: 96.862%
- | Validation Epoch #130 Loss: 1.2872 NLLLoss: 1.2872 Acc@1: 63.42%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [131/1000] Iter[450/ 41] Loss: 0.7154 SupLoss: 0.5853 UsupLoss: 1.1274 NLLLoss: 0.1212 Acc@1: 97.864%
- | Validation Epoch #131 Loss: 1.1895 NLLLoss: 1.1895 Acc@1: 65.88%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [132/1000] Iter[450/ 41] Loss: 0.8054 SupLoss: 0.6593 UsupLoss: 1.2452 NLLLoss: 0.1712 Acc@1: 96.102%
- | Validation Epoch #132 Loss: 1.0365 NLLLoss: 1.0365 Acc@1: 67.96%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [133/1000] Iter[450/ 41] Loss: 0.8100 SupLoss: 0.6754 UsupLoss: 1.1117 NLLLoss: 0.2011 Acc@1: 95.742%
- | Validation Epoch #133 Loss: 1.0069 NLLLoss: 1.0069 Acc@1: 69.48%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [134/1000] Iter[450/ 41] Loss: 0.5305 SupLoss: 0.4321 UsupLoss: 0.8057 NLLLoss: 0.1178 Acc@1: 98.909%
- | Validation Epoch #134 Loss: 1.0377 NLLLoss: 1.0377 Acc@1: 67.74%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [135/1000] Iter[450/ 41] Loss: 0.6842 SupLoss: 0.5641 UsupLoss: 0.9764 NLLLoss: 0.1212 Acc@1: 98.064%
- | Validation Epoch #135 Loss: 1.1824 NLLLoss: 1.1824 Acc@1: 67.16%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [136/1000] Iter[450/ 41] Loss: 0.8222 SupLoss: 0.6837 UsupLoss: 1.0879 NLLLoss: 0.1873 Acc@1: 95.656%
- | Validation Epoch #136 Loss: 1.2252 NLLLoss: 1.2252 Acc@1: 65.98%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [137/1000] Iter[450/ 41] Loss: 0.6906 SupLoss: 0.5748 UsupLoss: 0.9000 NLLLoss: 0.1930 Acc@1: 97.118%
- | Validation Epoch #137 Loss: 1.2947 NLLLoss: 1.2947 Acc@1: 64.96%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [138/1000] Iter[450/ 41] Loss: 0.6009 SupLoss: 0.4722 UsupLoss: 0.9982 NLLLoss: 0.1129 Acc@1: 98.300%
- | Validation Epoch #138 Loss: 1.3162 NLLLoss: 1.3162 Acc@1: 61.74%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [139/1000] Iter[450/ 41] Loss: 1.3689 SupLoss: 1.2461 UsupLoss: 0.8500 NLLLoss: 0.9404 Acc@1: 72.080%
- | Validation Epoch #139 Loss: 2.2141 NLLLoss: 2.2141 Acc@1: 17.74%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [140/1000] Iter[450/ 41] Loss: 1.0542 SupLoss: 0.9614 UsupLoss: 0.6391 NLLLoss: 0.6814 Acc@1: 78.253%
- | Validation Epoch #140 Loss: 1.3855 NLLLoss: 1.3855 Acc@1: 60.88%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [141/1000] Iter[450/ 41] Loss: 0.6856 SupLoss: 0.5511 UsupLoss: 0.9907 NLLLoss: 0.1315 Acc@1: 97.629%
- | Validation Epoch #141 Loss: 1.4666 NLLLoss: 1.4666 Acc@1: 62.18%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [142/1000] Iter[450/ 41] Loss: 0.9167 SupLoss: 0.7434 UsupLoss: 1.2664 NLLLoss: 0.2088 Acc@1: 94.744%
- | Validation Epoch #142 Loss: 2.3979 NLLLoss: 2.3979 Acc@1: 46.14%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [143/1000] Iter[450/ 41] Loss: 0.7258 SupLoss: 0.5960 UsupLoss: 0.9133 NLLLoss: 0.1921 Acc@1: 96.304%
- | Validation Epoch #143 Loss: 1.2348 NLLLoss: 1.2348 Acc@1: 64.52%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [144/1000] Iter[450/ 41] Loss: 0.8598 SupLoss: 0.6978 UsupLoss: 1.1384 NLLLoss: 0.1783 Acc@1: 95.649%
- | Validation Epoch #144 Loss: 1.8380 NLLLoss: 1.8380 Acc@1: 57.80%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [145/1000] Iter[450/ 41] Loss: 1.1502 SupLoss: 0.9725 UsupLoss: 1.2121 NLLLoss: 0.3960 Acc@1: 91.702%
- | Validation Epoch #145 Loss: 1.0047 NLLLoss: 1.0047 Acc@1: 68.30%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [146/1000] Iter[450/ 41] Loss: 0.5451 SupLoss: 0.4296 UsupLoss: 0.7775 NLLLoss: 0.1189 Acc@1: 98.611%
- | Validation Epoch #146 Loss: 1.1271 NLLLoss: 1.1271 Acc@1: 68.40%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [147/1000] Iter[450/ 41] Loss: 0.8303 SupLoss: 0.6869 UsupLoss: 0.9540 NLLLoss: 0.1847 Acc@1: 96.182%
- | Validation Epoch #147 Loss: 1.0597 NLLLoss: 1.0597 Acc@1: 69.02%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [148/1000] Iter[450/ 41] Loss: 0.6914 SupLoss: 0.5658 UsupLoss: 0.8211 NLLLoss: 0.1508 Acc@1: 97.418%
- | Validation Epoch #148 Loss: 1.3504 NLLLoss: 1.3504 Acc@1: 59.58%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [149/1000] Iter[450/ 41] Loss: 0.7787 SupLoss: 0.6452 UsupLoss: 0.8515 NLLLoss: 0.1837 Acc@1: 96.422%
- | Validation Epoch #149 Loss: 1.7646 NLLLoss: 1.7646 Acc@1: 52.62%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [150/1000] Iter[450/ 41] Loss: 0.8554 SupLoss: 0.7084 UsupLoss: 0.9386 NLLLoss: 0.2164 Acc@1: 96.447%
- | Validation Epoch #150 Loss: 1.4709 NLLLoss: 1.4709 Acc@1: 58.56%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [151/1000] Iter[450/ 41] Loss: 1.0330 SupLoss: 0.8780 UsupLoss: 0.9501 NLLLoss: 0.3659 Acc@1: 92.596%
- | Validation Epoch #151 Loss: 1.0719 NLLLoss: 1.0719 Acc@1: 67.22%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [152/1000] Iter[450/ 41] Loss: 1.8395 SupLoss: 1.5991 UsupLoss: 1.4752 NLLLoss: 0.7993 Acc@1: 85.427%
- | Validation Epoch #152 Loss: 2.1491 NLLLoss: 2.1491 Acc@1: 54.70%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [153/1000] Iter[450/ 41] Loss: 1.5371 SupLoss: 1.3183 UsupLoss: 1.3056 NLLLoss: 0.7173 Acc@1: 88.429%
- | Validation Epoch #153 Loss: 1.1786 NLLLoss: 1.1786 Acc@1: 67.46%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [154/1000] Iter[450/ 41] Loss: 1.6345 SupLoss: 1.3937 UsupLoss: 1.4514 NLLLoss: 0.6549 Acc@1: 89.453%
- | Validation Epoch #154 Loss: 2.0885 NLLLoss: 2.0885 Acc@1: 46.02%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [155/1000] Iter[450/ 41] Loss: 1.8652 SupLoss: 1.6208 UsupLoss: 1.4352 NLLLoss: 0.8926 Acc@1: 83.647%
- | Validation Epoch #155 Loss: 2.7859 NLLLoss: 2.7859 Acc@1: 47.16%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [156/1000] Iter[450/ 41] Loss: 2.1942 SupLoss: 1.8888 UsupLoss: 1.7661 NLLLoss: 0.9820 Acc@1: 82.909%
- | Validation Epoch #156 Loss: 2.3830 NLLLoss: 2.3830 Acc@1: 54.18%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [157/1000] Iter[450/ 41] Loss: 3.3256 SupLoss: 2.8874 UsupLoss: 2.5492 NLLLoss: 1.7543 Acc@1: 76.358%
- | Validation Epoch #157 Loss: 4.9148 NLLLoss: 4.9148 Acc@1: 49.98%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [158/1000] Iter[450/ 41] Loss: 0.8798 SupLoss: 0.7273 UsupLoss: 0.8150 NLLLoss: 0.4035 Acc@1: 93.662%
- | Validation Epoch #158 Loss: 1.0089 NLLLoss: 1.0089 Acc@1: 68.60%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [159/1000] Iter[450/ 41] Loss: 0.6049 SupLoss: 0.4549 UsupLoss: 0.8356 NLLLoss: 0.1123 Acc@1: 98.460%
- | Validation Epoch #159 Loss: 1.0842 NLLLoss: 1.0842 Acc@1: 69.46%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [160/1000] Iter[450/ 41] Loss: 0.5988 SupLoss: 0.4536 UsupLoss: 0.8083 NLLLoss: 0.0992 Acc@1: 98.769%
- | Validation Epoch #160 Loss: 1.1776 NLLLoss: 1.1776 Acc@1: 68.40%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [161/1000] Iter[450/ 41] Loss: 0.5880 SupLoss: 0.4418 UsupLoss: 0.8062 NLLLoss: 0.0971 Acc@1: 98.867%
- | Validation Epoch #161 Loss: 1.1014 NLLLoss: 1.1014 Acc@1: 68.76%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [162/1000] Iter[450/ 41] Loss: 0.5899 SupLoss: 0.4409 UsupLoss: 0.8105 NLLLoss: 0.1113 Acc@1: 98.573%
- | Validation Epoch #162 Loss: 1.1367 NLLLoss: 1.1367 Acc@1: 68.68%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [163/1000] Iter[450/ 41] Loss: 0.6068 SupLoss: 0.4550 UsupLoss: 0.8164 NLLLoss: 0.1221 Acc@1: 98.187%
- | Validation Epoch #163 Loss: 1.5419 NLLLoss: 1.5419 Acc@1: 60.06%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [164/1000] Iter[450/ 41] Loss: 0.6263 SupLoss: 0.4771 UsupLoss: 0.7903 NLLLoss: 0.1249 Acc@1: 98.247%
- | Validation Epoch #164 Loss: 1.2795 NLLLoss: 1.2795 Acc@1: 65.66%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [165/1000] Iter[450/ 41] Loss: 0.6721 SupLoss: 0.5072 UsupLoss: 0.8676 NLLLoss: 0.1216 Acc@1: 98.209%
- | Validation Epoch #165 Loss: 1.2772 NLLLoss: 1.2772 Acc@1: 63.92%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [166/1000] Iter[450/ 41] Loss: 0.6455 SupLoss: 0.4818 UsupLoss: 0.8433 NLLLoss: 0.1263 Acc@1: 98.169%
- | Validation Epoch #166 Loss: 1.0292 NLLLoss: 1.0292 Acc@1: 68.02%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [167/1000] Iter[450/ 41] Loss: 0.6613 SupLoss: 0.4871 UsupLoss: 0.8909 NLLLoss: 0.1194 Acc@1: 98.249%
- | Validation Epoch #167 Loss: 1.1233 NLLLoss: 1.1233 Acc@1: 68.12%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [168/1000] Iter[450/ 41] Loss: 0.7155 SupLoss: 0.5427 UsupLoss: 0.8684 NLLLoss: 0.1239 Acc@1: 98.027%
- | Validation Epoch #168 Loss: 1.2206 NLLLoss: 1.2206 Acc@1: 63.12%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [169/1000] Iter[450/ 41] Loss: 0.6953 SupLoss: 0.4996 UsupLoss: 0.9765 NLLLoss: 0.1218 Acc@1: 97.991%
- | Validation Epoch #169 Loss: 1.5149 NLLLoss: 1.5149 Acc@1: 60.92%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [170/1000] Iter[450/ 41] Loss: 0.7621 SupLoss: 0.5578 UsupLoss: 1.0064 NLLLoss: 0.1303 Acc@1: 97.509%
- | Validation Epoch #170 Loss: 1.5725 NLLLoss: 1.5725 Acc@1: 60.32%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [171/1000] Iter[450/ 41] Loss: 0.7520 SupLoss: 0.5390 UsupLoss: 1.0365 NLLLoss: 0.1260 Acc@1: 97.536%
- | Validation Epoch #171 Loss: 1.4590 NLLLoss: 1.4590 Acc@1: 61.58%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [172/1000] Iter[450/ 41] Loss: 0.8369 SupLoss: 0.6255 UsupLoss: 1.0097 NLLLoss: 0.1747 Acc@1: 96.051%
- | Validation Epoch #172 Loss: 1.1705 NLLLoss: 1.1705 Acc@1: 66.24%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [173/1000] Iter[450/ 41] Loss: 0.7682 SupLoss: 0.5637 UsupLoss: 0.9643 NLLLoss: 0.1309 Acc@1: 97.349%
- | Validation Epoch #173 Loss: 1.1069 NLLLoss: 1.1069 Acc@1: 66.24%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [174/1000] Iter[450/ 41] Loss: 0.8788 SupLoss: 0.6387 UsupLoss: 1.1205 NLLLoss: 0.1749 Acc@1: 95.876%
- | Validation Epoch #174 Loss: 2.7449 NLLLoss: 2.7449 Acc@1: 46.00%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [175/1000] Iter[450/ 41] Loss: 2.0385 SupLoss: 1.6918 UsupLoss: 1.5735 NLLLoss: 0.9232 Acc@1: 82.878%
- | Validation Epoch #175 Loss: 5.4851 NLLLoss: 5.4851 Acc@1: 32.40%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [176/1000] Iter[450/ 41] Loss: 1.5573 SupLoss: 1.2889 UsupLoss: 1.1768 NLLLoss: 0.7750 Acc@1: 88.116%
- | Validation Epoch #176 Loss: 1.1591 NLLLoss: 1.1591 Acc@1: 66.64%
- | Best Test Acc: Acc@1: 70.10%
- | Epoch [177/1000] Iter[450/ 41] Loss: 0.6691 SupLoss: 0.4379 UsupLoss: 1.0311 NLLLoss: 0.1217 Acc@1: 98.120%
- | Validation Epoch #177 Loss: 1.0129 NLLLoss: 1.0129 Acc@1: 71.12%
- | Best Test Acc: Epoch #177 Loss: 1.0255 NLLLoss: 1.0255 Acc@1: 71.24%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [178/1000] Iter[450/ 41] Loss: 0.6083 SupLoss: 0.4147 UsupLoss: 0.8515 NLLLoss: 0.0993 Acc@1: 98.624%
- | Validation Epoch #178 Loss: 1.1171 NLLLoss: 1.1171 Acc@1: 69.48%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [179/1000] Iter[450/ 41] Loss: 0.6879 SupLoss: 0.4927 UsupLoss: 0.8463 NLLLoss: 0.1074 Acc@1: 98.356%
- | Validation Epoch #179 Loss: 1.2931 NLLLoss: 1.2931 Acc@1: 65.88%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [180/1000] Iter[450/ 41] Loss: 2.1037 SupLoss: 1.7964 UsupLoss: 1.3017 NLLLoss: 0.9853 Acc@1: 85.109%
- | Validation Epoch #180 Loss: 5.4606 NLLLoss: 5.4606 Acc@1: 41.30%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [181/1000] Iter[450/ 41] Loss: 2.2939 SupLoss: 1.8892 UsupLoss: 1.6890 NLLLoss: 1.0769 Acc@1: 82.140%
- | Validation Epoch #181 Loss: 4.6110 NLLLoss: 4.6110 Acc@1: 46.48%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [182/1000] Iter[450/ 41] Loss: 1.3961 SupLoss: 1.1386 UsupLoss: 1.0369 NLLLoss: 0.6156 Acc@1: 89.149%
- | Validation Epoch #182 Loss: 1.1154 NLLLoss: 1.1154 Acc@1: 69.00%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [183/1000] Iter[450/ 41] Loss: 0.7042 SupLoss: 0.4582 UsupLoss: 1.0100 NLLLoss: 0.1129 Acc@1: 97.953%
- | Validation Epoch #183 Loss: 1.1206 NLLLoss: 1.1206 Acc@1: 67.78%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [184/1000] Iter[450/ 41] Loss: 1.1441 SupLoss: 0.8973 UsupLoss: 0.9828 NLLLoss: 0.3506 Acc@1: 93.416%
- | Validation Epoch #184 Loss: 1.5800 NLLLoss: 1.5800 Acc@1: 59.76%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [185/1000] Iter[450/ 41] Loss: 1.8041 SupLoss: 1.5228 UsupLoss: 1.0969 NLLLoss: 0.8713 Acc@1: 86.560%
- | Validation Epoch #185 Loss: 1.1649 NLLLoss: 1.1649 Acc@1: 65.62%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [186/1000] Iter[450/ 41] Loss: 2.3575 SupLoss: 2.1030 UsupLoss: 0.9538 NLLLoss: 1.5500 Acc@1: 64.556%
- | Validation Epoch #186 Loss: 2.1955 NLLLoss: 2.1955 Acc@1: 18.08%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [187/1000] Iter[450/ 41] Loss: 0.9285 SupLoss: 0.7362 UsupLoss: 0.7209 NLLLoss: 0.4502 Acc@1: 88.298%
- | Validation Epoch #187 Loss: 1.0664 NLLLoss: 1.0664 Acc@1: 66.24%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [188/1000] Iter[450/ 41] Loss: 0.7028 SupLoss: 0.4517 UsupLoss: 0.9700 NLLLoss: 0.1269 Acc@1: 98.176%
- | Validation Epoch #188 Loss: 1.0472 NLLLoss: 1.0472 Acc@1: 69.32%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [189/1000] Iter[450/ 41] Loss: 0.6557 SupLoss: 0.4304 UsupLoss: 0.8581 NLLLoss: 0.1143 Acc@1: 98.618%
- | Validation Epoch #189 Loss: 1.1871 NLLLoss: 1.1871 Acc@1: 64.38%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [190/1000] Iter[450/ 41] Loss: 0.6553 SupLoss: 0.4561 UsupLoss: 0.7495 NLLLoss: 0.1257 Acc@1: 98.247%
- | Validation Epoch #190 Loss: 1.1059 NLLLoss: 1.1059 Acc@1: 68.38%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [191/1000] Iter[450/ 41] Loss: 0.6730 SupLoss: 0.4647 UsupLoss: 0.7753 NLLLoss: 0.1237 Acc@1: 98.187%
- | Validation Epoch #191 Loss: 1.2452 NLLLoss: 1.2452 Acc@1: 65.92%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [192/1000] Iter[450/ 41] Loss: 0.6533 SupLoss: 0.4543 UsupLoss: 0.7290 NLLLoss: 0.1207 Acc@1: 98.447%
- | Validation Epoch #192 Loss: 1.1818 NLLLoss: 1.1818 Acc@1: 65.28%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [193/1000] Iter[450/ 41] Loss: 0.6395 SupLoss: 0.4336 UsupLoss: 0.7472 NLLLoss: 0.1197 Acc@1: 98.351%
- | Validation Epoch #193 Loss: 1.1641 NLLLoss: 1.1641 Acc@1: 65.24%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [194/1000] Iter[450/ 41] Loss: 0.7066 SupLoss: 0.4958 UsupLoss: 0.7537 NLLLoss: 0.1297 Acc@1: 98.231%
- | Validation Epoch #194 Loss: 1.2829 NLLLoss: 1.2829 Acc@1: 63.64%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [195/1000] Iter[450/ 41] Loss: 0.6758 SupLoss: 0.4625 UsupLoss: 0.7556 NLLLoss: 0.1234 Acc@1: 98.282%
- | Validation Epoch #195 Loss: 1.1850 NLLLoss: 1.1850 Acc@1: 64.22%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [196/1000] Iter[450/ 41] Loss: 0.6993 SupLoss: 0.4959 UsupLoss: 0.7093 NLLLoss: 0.1286 Acc@1: 98.209%
- | Validation Epoch #196 Loss: 1.0923 NLLLoss: 1.0923 Acc@1: 67.40%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [197/1000] Iter[450/ 41] Loss: 0.6967 SupLoss: 0.4737 UsupLoss: 0.7730 NLLLoss: 0.1263 Acc@1: 98.187%
- | Validation Epoch #197 Loss: 1.2227 NLLLoss: 1.2227 Acc@1: 66.40%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [198/1000] Iter[450/ 41] Loss: 0.7138 SupLoss: 0.5033 UsupLoss: 0.7186 NLLLoss: 0.1248 Acc@1: 98.387%
- | Validation Epoch #198 Loss: 1.1309 NLLLoss: 1.1309 Acc@1: 67.14%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [199/1000] Iter[450/ 41] Loss: 0.7044 SupLoss: 0.4763 UsupLoss: 0.7712 NLLLoss: 0.1235 Acc@1: 98.222%
- | Validation Epoch #199 Loss: 1.1203 NLLLoss: 1.1203 Acc@1: 64.80%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [200/1000] Iter[450/ 41] Loss: 0.7024 SupLoss: 0.4671 UsupLoss: 0.7867 NLLLoss: 0.1278 Acc@1: 98.162%
- | Validation Epoch #200 Loss: 1.4982 NLLLoss: 1.4982 Acc@1: 53.52%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [201/1000] Iter[450/ 41] Loss: 0.7107 SupLoss: 0.4758 UsupLoss: 0.7737 NLLLoss: 0.1242 Acc@1: 98.160%
- | Validation Epoch #201 Loss: 1.1458 NLLLoss: 1.1458 Acc@1: 64.98%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [202/1000] Iter[450/ 41] Loss: 0.6920 SupLoss: 0.4634 UsupLoss: 0.7422 NLLLoss: 0.1255 Acc@1: 98.167%
- | Validation Epoch #202 Loss: 1.0314 NLLLoss: 1.0314 Acc@1: 69.28%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [203/1000] Iter[450/ 41] Loss: 0.7040 SupLoss: 0.4699 UsupLoss: 0.7533 NLLLoss: 0.1151 Acc@1: 98.507%
- | Validation Epoch #203 Loss: 1.0721 NLLLoss: 1.0721 Acc@1: 66.46%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [204/1000] Iter[450/ 41] Loss: 0.6951 SupLoss: 0.4505 UsupLoss: 0.7782 NLLLoss: 0.1212 Acc@1: 98.276%
- | Validation Epoch #204 Loss: 1.1670 NLLLoss: 1.1670 Acc@1: 65.62%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [205/1000] Iter[450/ 41] Loss: 0.7288 SupLoss: 0.4774 UsupLoss: 0.7915 NLLLoss: 0.1223 Acc@1: 98.233%
- | Validation Epoch #205 Loss: 1.1833 NLLLoss: 1.1833 Acc@1: 67.54%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [206/1000] Iter[450/ 41] Loss: 0.7304 SupLoss: 0.4601 UsupLoss: 0.8426 NLLLoss: 0.1234 Acc@1: 98.120%
- | Validation Epoch #206 Loss: 1.0918 NLLLoss: 1.0918 Acc@1: 67.14%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [207/1000] Iter[450/ 41] Loss: 0.7825 SupLoss: 0.5359 UsupLoss: 0.7564 NLLLoss: 0.1267 Acc@1: 98.160%
- | Validation Epoch #207 Loss: 1.0750 NLLLoss: 1.0750 Acc@1: 67.34%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [208/1000] Iter[450/ 41] Loss: 0.7929 SupLoss: 0.5229 UsupLoss: 0.8206 NLLLoss: 0.1216 Acc@1: 98.056%
- | Validation Epoch #208 Loss: 1.1809 NLLLoss: 1.1809 Acc@1: 65.56%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [209/1000] Iter[450/ 41] Loss: 0.7309 SupLoss: 0.4729 UsupLoss: 0.7749 NLLLoss: 0.1188 Acc@1: 98.273%
- | Validation Epoch #209 Loss: 1.2874 NLLLoss: 1.2874 Acc@1: 64.56%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [210/1000] Iter[450/ 41] Loss: 0.8233 SupLoss: 0.5654 UsupLoss: 0.7643 NLLLoss: 0.1288 Acc@1: 97.922%
- | Validation Epoch #210 Loss: 1.2505 NLLLoss: 1.2505 Acc@1: 61.70%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [211/1000] Iter[450/ 41] Loss: 0.7424 SupLoss: 0.4719 UsupLoss: 0.7932 NLLLoss: 0.1217 Acc@1: 98.209%
- | Validation Epoch #211 Loss: 1.4685 NLLLoss: 1.4685 Acc@1: 59.54%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [212/1000] Iter[450/ 41] Loss: 0.7712 SupLoss: 0.4913 UsupLoss: 0.8121 NLLLoss: 0.1170 Acc@1: 98.193%
- | Validation Epoch #212 Loss: 1.2762 NLLLoss: 1.2762 Acc@1: 67.86%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [213/1000] Iter[450/ 41] Loss: 1.2618 SupLoss: 0.9255 UsupLoss: 0.9617 NLLLoss: 0.3796 Acc@1: 92.311%
- | Validation Epoch #213 Loss: 1.8282 NLLLoss: 1.8282 Acc@1: 59.44%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [214/1000] Iter[450/ 41] Loss: 3.1930 SupLoss: 2.8240 UsupLoss: 1.0040 NLLLoss: 2.1890 Acc@1: 57.398%
- | Validation Epoch #214 Loss: 1.3492 NLLLoss: 1.3492 Acc@1: 57.28%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [215/1000] Iter[450/ 41] Loss: 0.8765 SupLoss: 0.5852 UsupLoss: 0.8013 NLLLoss: 0.3314 Acc@1: 94.282%
- | Validation Epoch #215 Loss: 1.4132 NLLLoss: 1.4132 Acc@1: 60.98%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [216/1000] Iter[450/ 41] Loss: 0.8290 SupLoss: 0.4684 UsupLoss: 0.9996 NLLLoss: 0.1680 Acc@1: 97.338%
- | Validation Epoch #216 Loss: 1.2463 NLLLoss: 1.2463 Acc@1: 65.56%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [217/1000] Iter[450/ 41] Loss: 0.8349 SupLoss: 0.4805 UsupLoss: 0.9777 NLLLoss: 0.1539 Acc@1: 97.711%
- | Validation Epoch #217 Loss: 1.2319 NLLLoss: 1.2319 Acc@1: 64.40%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [218/1000] Iter[450/ 41] Loss: 0.7983 SupLoss: 0.4846 UsupLoss: 0.8525 NLLLoss: 0.1454 Acc@1: 97.949%
- | Validation Epoch #218 Loss: 1.1641 NLLLoss: 1.1641 Acc@1: 65.10%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [219/1000] Iter[450/ 41] Loss: 0.7839 SupLoss: 0.4765 UsupLoss: 0.8271 NLLLoss: 0.1356 Acc@1: 98.111%
- | Validation Epoch #219 Loss: 1.0931 NLLLoss: 1.0931 Acc@1: 66.08%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [220/1000] Iter[450/ 41] Loss: 0.7595 SupLoss: 0.4695 UsupLoss: 0.7688 NLLLoss: 0.1367 Acc@1: 98.240%
- | Validation Epoch #220 Loss: 1.5050 NLLLoss: 1.5050 Acc@1: 58.44%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [221/1000] Iter[450/ 41] Loss: 0.8366 SupLoss: 0.5239 UsupLoss: 0.8226 NLLLoss: 0.1416 Acc@1: 98.091%
- | Validation Epoch #221 Loss: 1.2421 NLLLoss: 1.2421 Acc@1: 63.66%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [222/1000] Iter[450/ 41] Loss: 0.8180 SupLoss: 0.5070 UsupLoss: 0.8080 NLLLoss: 0.1409 Acc@1: 97.976%
- | Validation Epoch #222 Loss: 1.3488 NLLLoss: 1.3488 Acc@1: 59.24%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [223/1000] Iter[450/ 41] Loss: 0.8342 SupLoss: 0.5139 UsupLoss: 0.8236 NLLLoss: 0.1399 Acc@1: 98.091%
- | Validation Epoch #223 Loss: 1.0989 NLLLoss: 1.0989 Acc@1: 65.68%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [224/1000] Iter[450/ 41] Loss: 0.8220 SupLoss: 0.4994 UsupLoss: 0.8208 NLLLoss: 0.1407 Acc@1: 98.031%
- | Validation Epoch #224 Loss: 1.2838 NLLLoss: 1.2838 Acc@1: 62.80%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [225/1000] Iter[450/ 41] Loss: 0.8093 SupLoss: 0.4926 UsupLoss: 0.7968 NLLLoss: 0.1350 Acc@1: 98.213%
- | Validation Epoch #225 Loss: 1.5443 NLLLoss: 1.5443 Acc@1: 54.10%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [226/1000] Iter[450/ 41] Loss: 0.8271 SupLoss: 0.5088 UsupLoss: 0.7920 NLLLoss: 0.1422 Acc@1: 98.044%
- | Validation Epoch #226 Loss: 1.6062 NLLLoss: 1.6062 Acc@1: 52.18%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [227/1000] Iter[450/ 41] Loss: 0.8164 SupLoss: 0.4745 UsupLoss: 0.8428 NLLLoss: 0.1404 Acc@1: 97.893%
- | Validation Epoch #227 Loss: 1.2588 NLLLoss: 1.2588 Acc@1: 63.76%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [228/1000] Iter[450/ 41] Loss: 0.8563 SupLoss: 0.5102 UsupLoss: 0.8451 NLLLoss: 0.1396 Acc@1: 97.922%
- | Validation Epoch #228 Loss: 1.3576 NLLLoss: 1.3576 Acc@1: 63.04%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [229/1000] Iter[450/ 41] Loss: 0.8642 SupLoss: 0.5311 UsupLoss: 0.8041 NLLLoss: 0.1349 Acc@1: 98.098%
- | Validation Epoch #229 Loss: 1.1315 NLLLoss: 1.1315 Acc@1: 65.68%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [230/1000] Iter[450/ 41] Loss: 0.8793 SupLoss: 0.5264 UsupLoss: 0.8432 NLLLoss: 0.1454 Acc@1: 97.796%
- | Validation Epoch #230 Loss: 1.2569 NLLLoss: 1.2569 Acc@1: 63.38%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [231/1000] Iter[450/ 41] Loss: 0.8966 SupLoss: 0.5341 UsupLoss: 0.8569 NLLLoss: 0.1412 Acc@1: 97.758%
- | Validation Epoch #231 Loss: 1.4433 NLLLoss: 1.4433 Acc@1: 62.44%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [232/1000] Iter[450/ 41] Loss: 0.9507 SupLoss: 0.5521 UsupLoss: 0.9332 NLLLoss: 0.1470 Acc@1: 97.389%
- | Validation Epoch #232 Loss: 1.1305 NLLLoss: 1.1305 Acc@1: 67.32%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [233/1000] Iter[450/ 41] Loss: 1.0308 SupLoss: 0.6164 UsupLoss: 0.9618 NLLLoss: 0.1671 Acc@1: 96.542%
- | Validation Epoch #233 Loss: 1.3154 NLLLoss: 1.3154 Acc@1: 63.34%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [234/1000] Iter[450/ 41] Loss: 0.9677 SupLoss: 0.5642 UsupLoss: 0.9239 NLLLoss: 0.1519 Acc@1: 97.167%
- | Validation Epoch #234 Loss: 1.3569 NLLLoss: 1.3569 Acc@1: 60.66%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [235/1000] Iter[450/ 41] Loss: 1.1555 SupLoss: 0.6982 UsupLoss: 1.0394 NLLLoss: 0.2061 Acc@1: 95.156%
- | Validation Epoch #235 Loss: 1.4895 NLLLoss: 1.4895 Acc@1: 60.92%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [236/1000] Iter[450/ 41] Loss: 1.5981 SupLoss: 1.1493 UsupLoss: 1.0027 NLLLoss: 0.6222 Acc@1: 89.853%
- | Validation Epoch #236 Loss: 1.3405 NLLLoss: 1.3405 Acc@1: 65.08%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [237/1000] Iter[450/ 41] Loss: 0.9247 SupLoss: 0.5110 UsupLoss: 0.9183 NLLLoss: 0.1407 Acc@1: 97.800%
- | Validation Epoch #237 Loss: 1.2085 NLLLoss: 1.2085 Acc@1: 66.56%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [238/1000] Iter[450/ 41] Loss: 0.9141 SupLoss: 0.4999 UsupLoss: 0.9125 NLLLoss: 0.1424 Acc@1: 97.662%
- | Validation Epoch #238 Loss: 1.5009 NLLLoss: 1.5009 Acc@1: 62.06%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [239/1000] Iter[450/ 41] Loss: 0.9189 SupLoss: 0.5067 UsupLoss: 0.8997 NLLLoss: 0.1389 Acc@1: 97.669%
- | Validation Epoch #239 Loss: 1.2947 NLLLoss: 1.2947 Acc@1: 65.24%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [240/1000] Iter[450/ 41] Loss: 1.0284 SupLoss: 0.6160 UsupLoss: 0.8909 NLLLoss: 0.1606 Acc@1: 96.913%
- | Validation Epoch #240 Loss: 1.2302 NLLLoss: 1.2302 Acc@1: 64.64%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [241/1000] Iter[450/ 41] Loss: 1.0250 SupLoss: 0.6165 UsupLoss: 0.8732 NLLLoss: 0.1566 Acc@1: 97.084%
- | Validation Epoch #241 Loss: 1.3265 NLLLoss: 1.3265 Acc@1: 62.48%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [242/1000] Iter[450/ 41] Loss: 1.2275 SupLoss: 0.7660 UsupLoss: 0.9783 NLLLoss: 0.2693 Acc@1: 93.462%
- | Validation Epoch #242 Loss: 1.3777 NLLLoss: 1.3777 Acc@1: 62.96%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [243/1000] Iter[450/ 41] Loss: 1.3316 SupLoss: 0.8537 UsupLoss: 0.9977 NLLLoss: 0.3568 Acc@1: 92.598%
- | Validation Epoch #243 Loss: 1.1768 NLLLoss: 1.1768 Acc@1: 67.80%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [244/1000] Iter[450/ 41] Loss: 1.1037 SupLoss: 0.8215 UsupLoss: 0.5765 NLLLoss: 0.4665 Acc@1: 93.916%
- | Validation Epoch #244 Loss: 1.1304 NLLLoss: 1.1304 Acc@1: 66.46%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [245/1000] Iter[450/ 41] Loss: 5.6627 SupLoss: 5.0307 UsupLoss: 1.2797 NLLLoss: 4.1211 Acc@1: 64.964%
- | Validation Epoch #245 Loss: 2.3132 NLLLoss: 2.3132 Acc@1: 11.60%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [246/1000] Iter[450/ 41] Loss: 2.2023 SupLoss: 2.1497 UsupLoss: 0.0428 NLLLoss: 2.1142 Acc@1: 21.949%
- | Validation Epoch #246 Loss: 1.3990 NLLLoss: 1.3990 Acc@1: 54.02%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [247/1000] Iter[450/ 41] Loss: 1.0902 SupLoss: 0.7412 UsupLoss: 0.6875 NLLLoss: 0.4245 Acc@1: 89.836%
- | Validation Epoch #247 Loss: 1.2956 NLLLoss: 1.2956 Acc@1: 62.84%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [248/1000] Iter[450/ 41] Loss: 0.9552 SupLoss: 0.5531 UsupLoss: 0.8008 NLLLoss: 0.2012 Acc@1: 96.882%
- | Validation Epoch #248 Loss: 1.2684 NLLLoss: 1.2684 Acc@1: 62.54%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [249/1000] Iter[450/ 41] Loss: 0.9885 SupLoss: 0.5331 UsupLoss: 0.9024 NLLLoss: 0.1897 Acc@1: 96.662%
- | Validation Epoch #249 Loss: 1.2173 NLLLoss: 1.2173 Acc@1: 64.86%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [250/1000] Iter[450/ 41] Loss: 1.0029 SupLoss: 0.5589 UsupLoss: 0.8714 NLLLoss: 0.1827 Acc@1: 97.162%
- | Validation Epoch #250 Loss: 1.0979 NLLLoss: 1.0979 Acc@1: 65.44%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [251/1000] Iter[450/ 41] Loss: 0.9809 SupLoss: 0.5633 UsupLoss: 0.8116 NLLLoss: 0.1771 Acc@1: 97.171%
- | Validation Epoch #251 Loss: 1.1460 NLLLoss: 1.1460 Acc@1: 65.18%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [252/1000] Iter[450/ 41] Loss: 0.9996 SupLoss: 0.5802 UsupLoss: 0.8084 NLLLoss: 0.1800 Acc@1: 97.138%
- | Validation Epoch #252 Loss: 1.2359 NLLLoss: 1.2359 Acc@1: 63.64%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [253/1000] Iter[450/ 41] Loss: 0.9849 SupLoss: 0.5727 UsupLoss: 0.7879 NLLLoss: 0.1707 Acc@1: 97.451%
- | Validation Epoch #253 Loss: 1.1121 NLLLoss: 1.1121 Acc@1: 66.80%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [254/1000] Iter[450/ 41] Loss: 1.0536 SupLoss: 0.5945 UsupLoss: 0.8712 NLLLoss: 0.1832 Acc@1: 96.676%
- | Validation Epoch #254 Loss: 1.4193 NLLLoss: 1.4193 Acc@1: 59.04%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [255/1000] Iter[450/ 41] Loss: 1.4772 SupLoss: 0.9081 UsupLoss: 1.0699 NLLLoss: 0.3985 Acc@1: 90.778%
- | Validation Epoch #255 Loss: 3.8052 NLLLoss: 3.8052 Acc@1: 45.34%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [256/1000] Iter[450/ 41] Loss: 2.4010 SupLoss: 1.8053 UsupLoss: 1.0981 NLLLoss: 1.2729 Acc@1: 81.213%
- | Validation Epoch #256 Loss: 1.1247 NLLLoss: 1.1247 Acc@1: 65.84%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [257/1000] Iter[450/ 41] Loss: 1.0514 SupLoss: 0.5418 UsupLoss: 0.9394 NLLLoss: 0.2114 Acc@1: 96.184%
- | Validation Epoch #257 Loss: 1.0599 NLLLoss: 1.0599 Acc@1: 68.18%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [258/1000] Iter[450/ 41] Loss: 1.0386 SupLoss: 0.5518 UsupLoss: 0.8898 NLLLoss: 0.2030 Acc@1: 96.584%
- | Validation Epoch #258 Loss: 0.9819 NLLLoss: 0.9819 Acc@1: 68.40%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [259/1000] Iter[450/ 41] Loss: 0.9540 SupLoss: 0.5035 UsupLoss: 0.8165 NLLLoss: 0.1712 Acc@1: 97.482%
- | Validation Epoch #259 Loss: 1.1002 NLLLoss: 1.1002 Acc@1: 65.56%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [260/1000] Iter[450/ 41] Loss: 0.9068 SupLoss: 0.4933 UsupLoss: 0.7412 NLLLoss: 0.1560 Acc@1: 98.060%
- | Validation Epoch #260 Loss: 1.0134 NLLLoss: 1.0134 Acc@1: 68.12%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [261/1000] Iter[450/ 41] Loss: 1.0082 SupLoss: 0.5731 UsupLoss: 0.7744 NLLLoss: 0.1905 Acc@1: 97.076%
- | Validation Epoch #261 Loss: 1.1777 NLLLoss: 1.1777 Acc@1: 65.12%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [262/1000] Iter[450/ 41] Loss: 0.9348 SupLoss: 0.4954 UsupLoss: 0.7756 NLLLoss: 0.1773 Acc@1: 97.313%
- | Validation Epoch #262 Loss: 1.0884 NLLLoss: 1.0884 Acc@1: 68.32%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [263/1000] Iter[450/ 41] Loss: 0.9394 SupLoss: 0.5097 UsupLoss: 0.7524 NLLLoss: 0.1750 Acc@1: 97.522%
- | Validation Epoch #263 Loss: 1.1606 NLLLoss: 1.1606 Acc@1: 66.66%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [264/1000] Iter[450/ 41] Loss: 1.0285 SupLoss: 0.5721 UsupLoss: 0.7939 NLLLoss: 0.1893 Acc@1: 97.040%
- | Validation Epoch #264 Loss: 1.1396 NLLLoss: 1.1396 Acc@1: 64.78%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [265/1000] Iter[450/ 41] Loss: 0.9726 SupLoss: 0.5350 UsupLoss: 0.7533 NLLLoss: 0.1827 Acc@1: 97.251%
- | Validation Epoch #265 Loss: 1.0623 NLLLoss: 1.0623 Acc@1: 66.30%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [266/1000] Iter[450/ 41] Loss: 0.9875 SupLoss: 0.5319 UsupLoss: 0.7792 NLLLoss: 0.1767 Acc@1: 97.427%
- | Validation Epoch #266 Loss: 1.3036 NLLLoss: 1.3036 Acc@1: 58.44%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [267/1000] Iter[450/ 41] Loss: 1.0014 SupLoss: 0.5488 UsupLoss: 0.7675 NLLLoss: 0.1859 Acc@1: 97.093%
- | Validation Epoch #267 Loss: 0.9797 NLLLoss: 0.9797 Acc@1: 68.64%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [268/1000] Iter[450/ 41] Loss: 1.0101 SupLoss: 0.5272 UsupLoss: 0.8130 NLLLoss: 0.1796 Acc@1: 97.004%
- | Validation Epoch #268 Loss: 1.3099 NLLLoss: 1.3099 Acc@1: 61.70%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [269/1000] Iter[450/ 41] Loss: 1.0001 SupLoss: 0.5240 UsupLoss: 0.7951 NLLLoss: 0.1807 Acc@1: 97.251%
- | Validation Epoch #269 Loss: 1.2951 NLLLoss: 1.2951 Acc@1: 61.10%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [270/1000] Iter[450/ 41] Loss: 1.0012 SupLoss: 0.5294 UsupLoss: 0.7813 NLLLoss: 0.1734 Acc@1: 97.544%
- | Validation Epoch #270 Loss: 1.2683 NLLLoss: 1.2683 Acc@1: 61.90%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [271/1000] Iter[450/ 41] Loss: 1.0392 SupLoss: 0.5625 UsupLoss: 0.7829 NLLLoss: 0.1858 Acc@1: 97.069%
- | Validation Epoch #271 Loss: 1.5909 NLLLoss: 1.5909 Acc@1: 58.88%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [272/1000] Iter[450/ 41] Loss: 1.1067 SupLoss: 0.5948 UsupLoss: 0.8347 NLLLoss: 0.1933 Acc@1: 96.720%
- | Validation Epoch #272 Loss: 1.0820 NLLLoss: 1.0820 Acc@1: 65.42%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [273/1000] Iter[450/ 41] Loss: 1.1490 SupLoss: 0.6578 UsupLoss: 0.7937 NLLLoss: 0.1942 Acc@1: 96.558%
- | Validation Epoch #273 Loss: 1.5144 NLLLoss: 1.5144 Acc@1: 59.76%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [274/1000] Iter[450/ 41] Loss: 1.1491 SupLoss: 0.6040 UsupLoss: 0.8757 NLLLoss: 0.2029 Acc@1: 96.122%
- | Validation Epoch #274 Loss: 1.2106 NLLLoss: 1.2106 Acc@1: 65.74%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [275/1000] Iter[450/ 41] Loss: 1.4138 SupLoss: 0.7855 UsupLoss: 1.0008 NLLLoss: 0.3538 Acc@1: 93.004%
- | Validation Epoch #275 Loss: 9.3391 NLLLoss: 9.3391 Acc@1: 31.38%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [276/1000] Iter[450/ 41] Loss: 3.1905 SupLoss: 2.4846 UsupLoss: 1.0742 NLLLoss: 1.8801 Acc@1: 75.333%
- | Validation Epoch #276 Loss: 2.3157 NLLLoss: 2.3157 Acc@1: 9.64%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [277/1000] Iter[450/ 41] Loss: 2.4907 SupLoss: 2.2784 UsupLoss: 0.0091 NLLLoss: 2.2730 Acc@1: 13.796%
- | Validation Epoch #277 Loss: 2.2594 NLLLoss: 2.2594 Acc@1: 15.02%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [278/1000] Iter[450/ 41] Loss: 2.3579 SupLoss: 2.2679 UsupLoss: 0.0054 NLLLoss: 2.2601 Acc@1: 13.438%
- | Validation Epoch #278 Loss: 2.2557 NLLLoss: 2.2557 Acc@1: 13.74%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [279/1000] Iter[450/ 41] Loss: 2.2922 SupLoss: 2.2570 UsupLoss: 0.0067 NLLLoss: 2.2467 Acc@1: 14.069%
- | Validation Epoch #279 Loss: 2.2424 NLLLoss: 2.2424 Acc@1: 15.30%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [280/1000] Iter[450/ 41] Loss: 2.2597 SupLoss: 2.2445 UsupLoss: 0.0077 NLLLoss: 2.2337 Acc@1: 14.549%
- | Validation Epoch #280 Loss: 2.2329 NLLLoss: 2.2329 Acc@1: 15.52%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [281/1000] Iter[450/ 41] Loss: 2.2475 SupLoss: 2.2374 UsupLoss: 0.0080 NLLLoss: 2.2255 Acc@1: 15.440%
- | Validation Epoch #281 Loss: 2.2261 NLLLoss: 2.2261 Acc@1: 15.96%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [282/1000] Iter[450/ 41] Loss: 2.2472 SupLoss: 2.2366 UsupLoss: 0.0084 NLLLoss: 2.2227 Acc@1: 15.073%
- | Validation Epoch #282 Loss: 2.2323 NLLLoss: 2.2323 Acc@1: 14.48%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [283/1000] Iter[450/ 41] Loss: 2.2551 SupLoss: 2.2454 UsupLoss: 0.0074 NLLLoss: 2.2323 Acc@1: 16.242%
- | Validation Epoch #283 Loss: 2.2433 NLLLoss: 2.2433 Acc@1: 14.64%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [284/1000] Iter[450/ 41] Loss: 2.2529 SupLoss: 2.2441 UsupLoss: 0.0070 NLLLoss: 2.2318 Acc@1: 15.280%
- | Validation Epoch #284 Loss: 2.2276 NLLLoss: 2.2276 Acc@1: 14.96%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [285/1000] Iter[450/ 41] Loss: 2.2450 SupLoss: 2.2357 UsupLoss: 0.0077 NLLLoss: 2.2218 Acc@1: 15.424%
- | Validation Epoch #285 Loss: 2.2281 NLLLoss: 2.2281 Acc@1: 14.90%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [286/1000] Iter[450/ 41] Loss: 2.1465 SupLoss: 2.1219 UsupLoss: 0.0239 NLLLoss: 2.0789 Acc@1: 23.084%
- | Validation Epoch #286 Loss: 2.3043 NLLLoss: 2.3043 Acc@1: 15.94%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [287/1000] Iter[450/ 41] Loss: 1.8396 SupLoss: 1.7663 UsupLoss: 0.0915 NLLLoss: 1.6409 Acc@1: 41.442%
- | Validation Epoch #287 Loss: 2.7769 NLLLoss: 2.7769 Acc@1: 17.94%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [288/1000] Iter[450/ 41] Loss: 1.5617 SupLoss: 1.4307 UsupLoss: 0.1774 NLLLoss: 1.2042 Acc@1: 61.542%
- | Validation Epoch #288 Loss: 2.2057 NLLLoss: 2.2057 Acc@1: 30.34%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [289/1000] Iter[450/ 41] Loss: 1.4454 SupLoss: 1.2494 UsupLoss: 0.2708 NLLLoss: 0.9666 Acc@1: 69.820%
- | Validation Epoch #289 Loss: 1.4318 NLLLoss: 1.4318 Acc@1: 50.68%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [290/1000] Iter[450/ 41] Loss: 1.3691 SupLoss: 1.1080 UsupLoss: 0.3636 NLLLoss: 0.8045 Acc@1: 75.756%
- | Validation Epoch #290 Loss: 1.5633 NLLLoss: 1.5633 Acc@1: 47.10%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [291/1000] Iter[450/ 41] Loss: 1.3757 SupLoss: 1.0389 UsupLoss: 0.4696 NLLLoss: 0.7179 Acc@1: 78.433%
- | Validation Epoch #291 Loss: 2.0188 NLLLoss: 2.0188 Acc@1: 42.12%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [292/1000] Iter[450/ 41] Loss: 1.3425 SupLoss: 0.9820 UsupLoss: 0.5001 NLLLoss: 0.6267 Acc@1: 82.147%
- | Validation Epoch #292 Loss: 1.5817 NLLLoss: 1.5817 Acc@1: 51.08%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [293/1000] Iter[450/ 41] Loss: 1.3322 SupLoss: 0.9360 UsupLoss: 0.5481 NLLLoss: 0.5551 Acc@1: 85.162%
- | Validation Epoch #293 Loss: 1.9535 NLLLoss: 1.9535 Acc@1: 48.44%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [294/1000] Iter[450/ 41] Loss: 1.3359 SupLoss: 0.8916 UsupLoss: 0.6126 NLLLoss: 0.5107 Acc@1: 86.302%
- | Validation Epoch #294 Loss: 1.6933 NLLLoss: 1.6933 Acc@1: 51.72%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [295/1000] Iter[450/ 41] Loss: 1.3836 SupLoss: 0.9449 UsupLoss: 0.6002 NLLLoss: 0.4970 Acc@1: 86.218%
- | Validation Epoch #295 Loss: 1.2685 NLLLoss: 1.2685 Acc@1: 59.84%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [296/1000] Iter[450/ 41] Loss: 1.5341 SupLoss: 1.0095 UsupLoss: 0.7152 NLLLoss: 0.5288 Acc@1: 84.769%
- | Validation Epoch #296 Loss: 1.8418 NLLLoss: 1.8418 Acc@1: 48.10%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [297/1000] Iter[450/ 41] Loss: 2.1276 SupLoss: 1.5581 UsupLoss: 0.7678 NLLLoss: 0.9590 Acc@1: 75.189%
- | Validation Epoch #297 Loss: 1.4793 NLLLoss: 1.4793 Acc@1: 56.84%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [298/1000] Iter[450/ 41] Loss: 4.6779 SupLoss: 3.9607 UsupLoss: 0.9579 NLLLoss: 3.2924 Acc@1: 57.542%
- | Validation Epoch #298 Loss: 6.8591 NLLLoss: 6.8591 Acc@1: 36.54%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [299/1000] Iter[450/ 41] Loss: 8.2545 SupLoss: 7.7994 UsupLoss: 0.5655 NLLLoss: 7.3514 Acc@1: 18.767%
- | Validation Epoch #299 Loss: 2.2964 NLLLoss: 2.2964 Acc@1: 12.82%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [300/1000] Iter[450/ 41] Loss: 2.2499 SupLoss: 2.2317 UsupLoss: 0.0096 NLLLoss: 2.2129 Acc@1: 15.809%
- | Validation Epoch #300 Loss: 1.9846 NLLLoss: 1.9846 Acc@1: 26.18%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [301/1000] Iter[450/ 41] Loss: 1.7533 SupLoss: 1.4408 UsupLoss: 0.3992 NLLLoss: 1.2399 Acc@1: 57.596%
- | Validation Epoch #301 Loss: 1.4086 NLLLoss: 1.4086 Acc@1: 52.46%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [302/1000] Iter[450/ 41] Loss: 1.4824 SupLoss: 1.0155 UsupLoss: 0.6082 NLLLoss: 0.7209 Acc@1: 79.902%
- | Validation Epoch #302 Loss: 1.3984 NLLLoss: 1.3984 Acc@1: 55.08%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [303/1000] Iter[450/ 41] Loss: 1.4085 SupLoss: 0.9192 UsupLoss: 0.6356 NLLLoss: 0.5884 Acc@1: 84.342%
- | Validation Epoch #303 Loss: 1.4863 NLLLoss: 1.4863 Acc@1: 55.68%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [304/1000] Iter[450/ 41] Loss: 1.2866 SupLoss: 0.8104 UsupLoss: 0.6155 NLLLoss: 0.4623 Acc@1: 88.302%
- | Validation Epoch #304 Loss: 1.1746 NLLLoss: 1.1746 Acc@1: 62.50%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [305/1000] Iter[450/ 41] Loss: 1.2413 SupLoss: 0.7626 UsupLoss: 0.6166 NLLLoss: 0.4023 Acc@1: 90.542%
- | Validation Epoch #305 Loss: 1.4357 NLLLoss: 1.4357 Acc@1: 56.18%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [306/1000] Iter[450/ 41] Loss: 1.2036 SupLoss: 0.7186 UsupLoss: 0.6210 NLLLoss: 0.3755 Acc@1: 91.569%
- | Validation Epoch #306 Loss: 1.2054 NLLLoss: 1.2054 Acc@1: 62.46%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [307/1000] Iter[450/ 41] Loss: 1.2426 SupLoss: 0.7206 UsupLoss: 0.6664 NLLLoss: 0.3627 Acc@1: 91.680%
- | Validation Epoch #307 Loss: 1.2108 NLLLoss: 1.2108 Acc@1: 63.78%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [308/1000] Iter[450/ 41] Loss: 1.1980 SupLoss: 0.6752 UsupLoss: 0.6620 NLLLoss: 0.3359 Acc@1: 92.700%
- | Validation Epoch #308 Loss: 1.1766 NLLLoss: 1.1766 Acc@1: 63.10%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [309/1000] Iter[450/ 41] Loss: 1.2383 SupLoss: 0.7209 UsupLoss: 0.6526 NLLLoss: 0.3391 Acc@1: 92.640%
- | Validation Epoch #309 Loss: 1.2798 NLLLoss: 1.2798 Acc@1: 60.24%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [310/1000] Iter[450/ 41] Loss: 1.2419 SupLoss: 0.6942 UsupLoss: 0.6878 NLLLoss: 0.3227 Acc@1: 92.869%
- | Validation Epoch #310 Loss: 1.4777 NLLLoss: 1.4777 Acc@1: 55.68%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [311/1000] Iter[450/ 41] Loss: 1.3382 SupLoss: 0.8129 UsupLoss: 0.6548 NLLLoss: 0.3497 Acc@1: 91.698%
- | Validation Epoch #311 Loss: 1.9634 NLLLoss: 1.9634 Acc@1: 50.26%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [312/1000] Iter[450/ 41] Loss: 1.4950 SupLoss: 0.8549 UsupLoss: 0.7962 NLLLoss: 0.4117 Acc@1: 89.067%
- | Validation Epoch #312 Loss: 2.2944 NLLLoss: 2.2944 Acc@1: 46.84%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [313/1000] Iter[450/ 41] Loss: 3.4290 SupLoss: 2.6703 UsupLoss: 0.9277 NLLLoss: 2.0616 Acc@1: 64.973%
- | Validation Epoch #313 Loss: 3.9200 NLLLoss: 3.9200 Acc@1: 30.84%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [314/1000] Iter[450/ 41] Loss: 3.6999 SupLoss: 2.9681 UsupLoss: 0.8790 NLLLoss: 2.3060 Acc@1: 63.064%
- | Validation Epoch #314 Loss: 7.9496 NLLLoss: 7.9496 Acc@1: 10.92%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [315/1000] Iter[450/ 41] Loss: 3.4042 SupLoss: 2.7837 UsupLoss: 0.7453 NLLLoss: 2.3977 Acc@1: 71.587%
- | Validation Epoch #315 Loss: 1.0813 NLLLoss: 1.0813 Acc@1: 66.60%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [316/1000] Iter[450/ 41] Loss: 1.4434 SupLoss: 0.7733 UsupLoss: 0.8132 NLLLoss: 0.4666 Acc@1: 88.498%
- | Validation Epoch #316 Loss: 1.3359 NLLLoss: 1.3359 Acc@1: 57.80%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [317/1000] Iter[450/ 41] Loss: 1.3612 SupLoss: 0.7366 UsupLoss: 0.7565 NLLLoss: 0.4313 Acc@1: 89.949%
- | Validation Epoch #317 Loss: 1.1802 NLLLoss: 1.1802 Acc@1: 62.56%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [318/1000] Iter[450/ 41] Loss: 1.4054 SupLoss: 0.7768 UsupLoss: 0.7564 NLLLoss: 0.4443 Acc@1: 89.613%
- | Validation Epoch #318 Loss: 1.1906 NLLLoss: 1.1906 Acc@1: 63.04%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [319/1000] Iter[450/ 41] Loss: 1.3660 SupLoss: 0.7555 UsupLoss: 0.7306 NLLLoss: 0.4197 Acc@1: 90.351%
- | Validation Epoch #319 Loss: 1.3885 NLLLoss: 1.3885 Acc@1: 58.04%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [320/1000] Iter[450/ 41] Loss: 1.2660 SupLoss: 0.7043 UsupLoss: 0.6682 NLLLoss: 0.3634 Acc@1: 92.069%
- | Validation Epoch #320 Loss: 1.1557 NLLLoss: 1.1557 Acc@1: 65.00%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [321/1000] Iter[450/ 41] Loss: 1.3290 SupLoss: 0.7133 UsupLoss: 0.7300 NLLLoss: 0.3668 Acc@1: 91.944%
- | Validation Epoch #321 Loss: 1.2226 NLLLoss: 1.2226 Acc@1: 64.12%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [322/1000] Iter[450/ 41] Loss: 1.2710 SupLoss: 0.7141 UsupLoss: 0.6550 NLLLoss: 0.3647 Acc@1: 92.229%
- | Validation Epoch #322 Loss: 1.3796 NLLLoss: 1.3796 Acc@1: 60.28%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [323/1000] Iter[450/ 41] Loss: 1.2837 SupLoss: 0.7002 UsupLoss: 0.6841 NLLLoss: 0.3449 Acc@1: 92.604%
- | Validation Epoch #323 Loss: 1.2221 NLLLoss: 1.2221 Acc@1: 61.48%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [324/1000] Iter[450/ 41] Loss: 1.2117 SupLoss: 0.6748 UsupLoss: 0.6254 NLLLoss: 0.3198 Acc@1: 93.638%
- | Validation Epoch #324 Loss: 1.3081 NLLLoss: 1.3081 Acc@1: 60.48%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [325/1000] Iter[450/ 41] Loss: 1.2147 SupLoss: 0.6372 UsupLoss: 0.6708 NLLLoss: 0.2967 Acc@1: 93.869%
- | Validation Epoch #325 Loss: 1.5226 NLLLoss: 1.5226 Acc@1: 56.46%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [326/1000] Iter[450/ 41] Loss: 1.3013 SupLoss: 0.7167 UsupLoss: 0.6746 NLLLoss: 0.2893 Acc@1: 93.729%
- | Validation Epoch #326 Loss: 1.7942 NLLLoss: 1.7942 Acc@1: 51.78%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [327/1000] Iter[450/ 41] Loss: 1.3258 SupLoss: 0.7617 UsupLoss: 0.6468 NLLLoss: 0.3015 Acc@1: 92.964%
- | Validation Epoch #327 Loss: 1.4717 NLLLoss: 1.4717 Acc@1: 57.64%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [328/1000] Iter[450/ 41] Loss: 1.6902 SupLoss: 1.0844 UsupLoss: 0.6903 NLLLoss: 0.5999 Acc@1: 86.662%
- | Validation Epoch #328 Loss: 1.2154 NLLLoss: 1.2154 Acc@1: 63.74%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [329/1000] Iter[450/ 41] Loss: 3.0767 SupLoss: 2.3988 UsupLoss: 0.7644 NLLLoss: 1.8406 Acc@1: 71.733%
- | Validation Epoch #329 Loss: 1.0569 NLLLoss: 1.0569 Acc@1: 64.90%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [330/1000] Iter[450/ 41] Loss: 1.2283 SupLoss: 0.6266 UsupLoss: 0.6767 NLLLoss: 0.3290 Acc@1: 92.222%
- | Validation Epoch #330 Loss: 1.0914 NLLLoss: 1.0914 Acc@1: 66.68%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [331/1000] Iter[450/ 41] Loss: 1.1344 SupLoss: 0.5695 UsupLoss: 0.6361 NLLLoss: 0.2617 Acc@1: 94.660%
- | Validation Epoch #331 Loss: 1.2119 NLLLoss: 1.2119 Acc@1: 61.74%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [332/1000] Iter[450/ 41] Loss: 1.1345 SupLoss: 0.6034 UsupLoss: 0.5970 NLLLoss: 0.2631 Acc@1: 94.978%
- | Validation Epoch #332 Loss: 1.0126 NLLLoss: 1.0126 Acc@1: 68.02%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [333/1000] Iter[450/ 41] Loss: 1.1366 SupLoss: 0.5878 UsupLoss: 0.6148 NLLLoss: 0.2515 Acc@1: 95.158%
- | Validation Epoch #333 Loss: 1.1117 NLLLoss: 1.1117 Acc@1: 66.22%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [334/1000] Iter[450/ 41] Loss: 1.1179 SupLoss: 0.6014 UsupLoss: 0.5758 NLLLoss: 0.2436 Acc@1: 95.422%
- | Validation Epoch #334 Loss: 1.1708 NLLLoss: 1.1708 Acc@1: 64.16%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [335/1000] Iter[450/ 41] Loss: 1.0960 SupLoss: 0.5795 UsupLoss: 0.5733 NLLLoss: 0.2365 Acc@1: 95.696%
- | Validation Epoch #335 Loss: 1.2660 NLLLoss: 1.2660 Acc@1: 61.96%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [336/1000] Iter[450/ 41] Loss: 1.0702 SupLoss: 0.5387 UsupLoss: 0.5879 NLLLoss: 0.2355 Acc@1: 95.680%
- | Validation Epoch #336 Loss: 1.1285 NLLLoss: 1.1285 Acc@1: 67.24%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [337/1000] Iter[450/ 41] Loss: 1.0893 SupLoss: 0.5591 UsupLoss: 0.5839 NLLLoss: 0.2275 Acc@1: 95.849%
- | Validation Epoch #337 Loss: 1.4442 NLLLoss: 1.4442 Acc@1: 58.84%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [338/1000] Iter[450/ 41] Loss: 1.0952 SupLoss: 0.5897 UsupLoss: 0.5541 NLLLoss: 0.2382 Acc@1: 95.782%
- | Validation Epoch #338 Loss: 1.2758 NLLLoss: 1.2758 Acc@1: 61.70%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [339/1000] Iter[450/ 41] Loss: 1.1058 SupLoss: 0.5625 UsupLoss: 0.5942 NLLLoss: 0.2267 Acc@1: 95.916%
- | Validation Epoch #339 Loss: 1.2541 NLLLoss: 1.2541 Acc@1: 61.86%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [340/1000] Iter[450/ 41] Loss: 1.0543 SupLoss: 0.5655 UsupLoss: 0.5317 NLLLoss: 0.2277 Acc@1: 96.180%
- | Validation Epoch #340 Loss: 1.3631 NLLLoss: 1.3631 Acc@1: 60.92%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [341/1000] Iter[450/ 41] Loss: 1.0943 SupLoss: 0.5880 UsupLoss: 0.5496 NLLLoss: 0.2280 Acc@1: 96.031%
- | Validation Epoch #341 Loss: 1.0764 NLLLoss: 1.0764 Acc@1: 66.38%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [342/1000] Iter[450/ 41] Loss: 1.0842 SupLoss: 0.6043 UsupLoss: 0.5177 NLLLoss: 0.2251 Acc@1: 96.213%
- | Validation Epoch #342 Loss: 1.3357 NLLLoss: 1.3357 Acc@1: 59.46%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [343/1000] Iter[450/ 41] Loss: 1.1154 SupLoss: 0.6067 UsupLoss: 0.5475 NLLLoss: 0.2299 Acc@1: 96.184%
- | Validation Epoch #343 Loss: 1.4866 NLLLoss: 1.4866 Acc@1: 54.34%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [344/1000] Iter[450/ 41] Loss: 1.1081 SupLoss: 0.5730 UsupLoss: 0.5744 NLLLoss: 0.2298 Acc@1: 95.871%
- | Validation Epoch #344 Loss: 1.6759 NLLLoss: 1.6759 Acc@1: 54.24%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [345/1000] Iter[450/ 41] Loss: 1.1632 SupLoss: 0.6214 UsupLoss: 0.5796 NLLLoss: 0.2383 Acc@1: 95.478%
- | Validation Epoch #345 Loss: 1.0814 NLLLoss: 1.0814 Acc@1: 65.52%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [346/1000] Iter[450/ 41] Loss: 1.1421 SupLoss: 0.6080 UsupLoss: 0.5694 NLLLoss: 0.2308 Acc@1: 96.024%
- | Validation Epoch #346 Loss: 1.0993 NLLLoss: 1.0993 Acc@1: 66.22%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [347/1000] Iter[450/ 41] Loss: 1.1256 SupLoss: 0.5898 UsupLoss: 0.5693 NLLLoss: 0.2321 Acc@1: 95.913%
- | Validation Epoch #347 Loss: 1.2324 NLLLoss: 1.2324 Acc@1: 64.80%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [348/1000] Iter[450/ 41] Loss: 1.1414 SupLoss: 0.5863 UsupLoss: 0.5878 NLLLoss: 0.2374 Acc@1: 95.716%
- | Validation Epoch #348 Loss: 1.2031 NLLLoss: 1.2031 Acc@1: 61.76%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [349/1000] Iter[450/ 41] Loss: 1.1664 SupLoss: 0.6002 UsupLoss: 0.5980 NLLLoss: 0.2251 Acc@1: 95.953%
- | Validation Epoch #349 Loss: 1.1272 NLLLoss: 1.1272 Acc@1: 65.86%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [350/1000] Iter[450/ 41] Loss: 1.1106 SupLoss: 0.5690 UsupLoss: 0.5694 NLLLoss: 0.2186 Acc@1: 96.147%
- | Validation Epoch #350 Loss: 1.1399 NLLLoss: 1.1399 Acc@1: 65.12%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [351/1000] Iter[450/ 41] Loss: 1.1251 SupLoss: 0.5729 UsupLoss: 0.5794 NLLLoss: 0.2176 Acc@1: 96.389%
- | Validation Epoch #351 Loss: 1.4099 NLLLoss: 1.4099 Acc@1: 57.84%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [352/1000] Iter[450/ 41] Loss: 1.1773 SupLoss: 0.6243 UsupLoss: 0.5782 NLLLoss: 0.2252 Acc@1: 95.951%
- | Validation Epoch #352 Loss: 1.2586 NLLLoss: 1.2586 Acc@1: 61.76%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [353/1000] Iter[450/ 41] Loss: 1.1725 SupLoss: 0.6137 UsupLoss: 0.5829 NLLLoss: 0.2160 Acc@1: 96.267%
- | Validation Epoch #353 Loss: 2.2926 NLLLoss: 2.2926 Acc@1: 39.48%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [354/1000] Iter[450/ 41] Loss: 1.2088 SupLoss: 0.6058 UsupLoss: 0.6271 NLLLoss: 0.2260 Acc@1: 95.456%
- | Validation Epoch #354 Loss: 1.2744 NLLLoss: 1.2744 Acc@1: 62.74%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [355/1000] Iter[450/ 41] Loss: 1.2576 SupLoss: 0.6716 UsupLoss: 0.6071 NLLLoss: 0.2386 Acc@1: 94.976%
- | Validation Epoch #355 Loss: 1.8172 NLLLoss: 1.8172 Acc@1: 53.36%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [356/1000] Iter[450/ 41] Loss: 1.5751 SupLoss: 0.9062 UsupLoss: 0.6913 NLLLoss: 0.4103 Acc@1: 90.156%
- | Validation Epoch #356 Loss: 1.0884 NLLLoss: 1.0884 Acc@1: 67.24%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [357/1000] Iter[450/ 41] Loss: 2.2535 SupLoss: 1.5099 UsupLoss: 0.7650 NLLLoss: 0.9135 Acc@1: 83.242%
- | Validation Epoch #357 Loss: 4.9566 NLLLoss: 4.9566 Acc@1: 37.88%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [358/1000] Iter[450/ 41] Loss: 2.0463 SupLoss: 1.4602 UsupLoss: 0.5943 NLLLoss: 1.0813 Acc@1: 85.771%
- | Validation Epoch #358 Loss: 0.9739 NLLLoss: 0.9739 Acc@1: 70.60%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [359/1000] Iter[450/ 41] Loss: 1.2228 SupLoss: 0.5939 UsupLoss: 0.6451 NLLLoss: 0.2502 Acc@1: 95.364%
- | Validation Epoch #359 Loss: 1.4092 NLLLoss: 1.4092 Acc@1: 59.16%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [360/1000] Iter[450/ 41] Loss: 1.1658 SupLoss: 0.5900 UsupLoss: 0.5890 NLLLoss: 0.2453 Acc@1: 95.629%
- | Validation Epoch #360 Loss: 1.1883 NLLLoss: 1.1883 Acc@1: 65.64%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [361/1000] Iter[450/ 41] Loss: 1.1293 SupLoss: 0.5646 UsupLoss: 0.5758 NLLLoss: 0.2354 Acc@1: 95.742%
- | Validation Epoch #361 Loss: 1.6136 NLLLoss: 1.6136 Acc@1: 57.00%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [362/1000] Iter[450/ 41] Loss: 1.1058 SupLoss: 0.5756 UsupLoss: 0.5388 NLLLoss: 0.2301 Acc@1: 96.104%
- | Validation Epoch #362 Loss: 1.0380 NLLLoss: 1.0380 Acc@1: 68.00%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [363/1000] Iter[450/ 41] Loss: 1.1388 SupLoss: 0.5577 UsupLoss: 0.5900 NLLLoss: 0.2199 Acc@1: 96.047%
- | Validation Epoch #363 Loss: 1.2319 NLLLoss: 1.2319 Acc@1: 64.72%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [364/1000] Iter[450/ 41] Loss: 1.1027 SupLoss: 0.5655 UsupLoss: 0.5434 NLLLoss: 0.2271 Acc@1: 96.176%
- | Validation Epoch #364 Loss: 1.1827 NLLLoss: 1.1827 Acc@1: 62.76%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [365/1000] Iter[450/ 41] Loss: 1.1558 SupLoss: 0.6069 UsupLoss: 0.5548 NLLLoss: 0.2314 Acc@1: 95.993%
- | Validation Epoch #365 Loss: 1.0482 NLLLoss: 1.0482 Acc@1: 67.12%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [366/1000] Iter[450/ 41] Loss: 1.0752 SupLoss: 0.5307 UsupLoss: 0.5494 NLLLoss: 0.2188 Acc@1: 96.322%
- | Validation Epoch #366 Loss: 1.1798 NLLLoss: 1.1798 Acc@1: 66.42%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [367/1000] Iter[450/ 41] Loss: 1.1457 SupLoss: 0.5716 UsupLoss: 0.5778 NLLLoss: 0.2184 Acc@1: 96.151%
- | Validation Epoch #367 Loss: 1.1742 NLLLoss: 1.1742 Acc@1: 64.62%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [368/1000] Iter[450/ 41] Loss: 1.0659 SupLoss: 0.5292 UsupLoss: 0.5388 NLLLoss: 0.2197 Acc@1: 96.351%
- | Validation Epoch #368 Loss: 1.2519 NLLLoss: 1.2519 Acc@1: 60.84%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [369/1000] Iter[450/ 41] Loss: 1.0826 SupLoss: 0.5504 UsupLoss: 0.5330 NLLLoss: 0.2106 Acc@1: 96.487%
- | Validation Epoch #369 Loss: 1.1592 NLLLoss: 1.1592 Acc@1: 66.02%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [370/1000] Iter[450/ 41] Loss: 1.1447 SupLoss: 0.5910 UsupLoss: 0.5539 NLLLoss: 0.2254 Acc@1: 96.033%
- | Validation Epoch #370 Loss: 1.1247 NLLLoss: 1.1247 Acc@1: 65.64%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [371/1000] Iter[450/ 41] Loss: 1.1139 SupLoss: 0.5567 UsupLoss: 0.5566 NLLLoss: 0.2245 Acc@1: 96.058%
- | Validation Epoch #371 Loss: 1.0703 NLLLoss: 1.0703 Acc@1: 66.08%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [372/1000] Iter[450/ 41] Loss: 1.1472 SupLoss: 0.5685 UsupLoss: 0.5777 NLLLoss: 0.2113 Acc@1: 96.322%
- | Validation Epoch #372 Loss: 1.3015 NLLLoss: 1.3015 Acc@1: 61.66%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [373/1000] Iter[450/ 41] Loss: 1.1728 SupLoss: 0.6332 UsupLoss: 0.5371 NLLLoss: 0.2197 Acc@1: 96.258%
- | Validation Epoch #373 Loss: 1.1779 NLLLoss: 1.1779 Acc@1: 63.48%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [374/1000] Iter[450/ 41] Loss: 1.1607 SupLoss: 0.5724 UsupLoss: 0.5850 NLLLoss: 0.2132 Acc@1: 96.016%
- | Validation Epoch #374 Loss: 1.2285 NLLLoss: 1.2285 Acc@1: 64.34%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [375/1000] Iter[450/ 41] Loss: 1.2165 SupLoss: 0.6484 UsupLoss: 0.5626 NLLLoss: 0.2368 Acc@1: 95.533%
- | Validation Epoch #375 Loss: 2.1428 NLLLoss: 2.1428 Acc@1: 44.42%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [376/1000] Iter[450/ 41] Loss: 1.1531 SupLoss: 0.5758 UsupLoss: 0.5705 NLLLoss: 0.2218 Acc@1: 96.020%
- | Validation Epoch #376 Loss: 1.0162 NLLLoss: 1.0162 Acc@1: 68.18%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [377/1000] Iter[450/ 41] Loss: 1.1995 SupLoss: 0.6136 UsupLoss: 0.5793 NLLLoss: 0.2101 Acc@1: 96.438%
- | Validation Epoch #377 Loss: 1.2734 NLLLoss: 1.2734 Acc@1: 62.42%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [378/1000] Iter[450/ 41] Loss: 1.2584 SupLoss: 0.6587 UsupLoss: 0.5926 NLLLoss: 0.2272 Acc@1: 95.453%
- | Validation Epoch #378 Loss: 1.4440 NLLLoss: 1.4440 Acc@1: 58.62%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [379/1000] Iter[450/ 41] Loss: 1.4680 SupLoss: 0.8172 UsupLoss: 0.6406 NLLLoss: 0.3237 Acc@1: 91.887%
- | Validation Epoch #379 Loss: 1.3928 NLLLoss: 1.3928 Acc@1: 63.36%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [380/1000] Iter[450/ 41] Loss: 1.8220 SupLoss: 1.0402 UsupLoss: 0.7691 NLLLoss: 0.4855 Acc@1: 88.533%
- | Validation Epoch #380 Loss: 1.3478 NLLLoss: 1.3478 Acc@1: 61.44%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [381/1000] Iter[450/ 41] Loss: 2.6406 SupLoss: 1.7330 UsupLoss: 0.8892 NLLLoss: 1.0837 Acc@1: 79.736%
- | Validation Epoch #381 Loss: 1.6363 NLLLoss: 1.6363 Acc@1: 53.78%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [382/1000] Iter[450/ 41] Loss: 3.9435 SupLoss: 3.2812 UsupLoss: 0.6288 NLLLoss: 2.7199 Acc@1: 44.751%
- | Validation Epoch #382 Loss: 2.2482 NLLLoss: 2.2482 Acc@1: 15.98%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [383/1000] Iter[450/ 41] Loss: 1.6726 SupLoss: 1.3589 UsupLoss: 0.2968 NLLLoss: 1.1518 Acc@1: 62.262%
- | Validation Epoch #383 Loss: 1.0672 NLLLoss: 1.0672 Acc@1: 67.54%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [384/1000] Iter[450/ 41] Loss: 1.2466 SupLoss: 0.6294 UsupLoss: 0.6031 NLLLoss: 0.2895 Acc@1: 94.111%
- | Validation Epoch #384 Loss: 1.3132 NLLLoss: 1.3132 Acc@1: 60.10%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [385/1000] Iter[450/ 41] Loss: 1.1993 SupLoss: 0.6065 UsupLoss: 0.5802 NLLLoss: 0.2715 Acc@1: 94.780%
- | Validation Epoch #385 Loss: 1.2172 NLLLoss: 1.2172 Acc@1: 64.38%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [386/1000] Iter[450/ 41] Loss: 1.1408 SupLoss: 0.5492 UsupLoss: 0.5784 NLLLoss: 0.2457 Acc@1: 95.549%
- | Validation Epoch #386 Loss: 1.1439 NLLLoss: 1.1439 Acc@1: 63.76%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [387/1000] Iter[450/ 41] Loss: 1.1769 SupLoss: 0.5625 UsupLoss: 0.6009 NLLLoss: 0.2390 Acc@1: 95.520%
- | Validation Epoch #387 Loss: 1.1376 NLLLoss: 1.1376 Acc@1: 65.70%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [388/1000] Iter[450/ 41] Loss: 1.2120 SupLoss: 0.6144 UsupLoss: 0.5826 NLLLoss: 0.2495 Acc@1: 95.531%
- | Validation Epoch #388 Loss: 1.4153 NLLLoss: 1.4153 Acc@1: 56.84%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [389/1000] Iter[450/ 41] Loss: 1.1375 SupLoss: 0.5695 UsupLoss: 0.5527 NLLLoss: 0.2339 Acc@1: 95.753%
- | Validation Epoch #389 Loss: 1.6377 NLLLoss: 1.6377 Acc@1: 59.02%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [390/1000] Iter[450/ 41] Loss: 1.1892 SupLoss: 0.5911 UsupLoss: 0.5819 NLLLoss: 0.2296 Acc@1: 95.582%
- | Validation Epoch #390 Loss: 1.3347 NLLLoss: 1.3347 Acc@1: 62.18%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [391/1000] Iter[450/ 41] Loss: 2.1802 SupLoss: 1.4183 UsupLoss: 0.7400 NLLLoss: 0.8242 Acc@1: 82.616%
- | Validation Epoch #391 Loss: 4.6085 NLLLoss: 4.6085 Acc@1: 38.08%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [392/1000] Iter[450/ 41] Loss: 1.9406 SupLoss: 1.6654 UsupLoss: 0.2495 NLLLoss: 1.5169 Acc@1: 48.662%
- | Validation Epoch #392 Loss: 1.1022 NLLLoss: 1.1022 Acc@1: 64.16%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [393/1000] Iter[450/ 41] Loss: 1.3343 SupLoss: 0.7006 UsupLoss: 0.6150 NLLLoss: 0.3726 Acc@1: 92.149%
- | Validation Epoch #393 Loss: 1.2925 NLLLoss: 1.2925 Acc@1: 60.50%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [394/1000] Iter[450/ 41] Loss: 1.3614 SupLoss: 0.7057 UsupLoss: 0.6371 NLLLoss: 0.3756 Acc@1: 92.158%
- | Validation Epoch #394 Loss: 1.1454 NLLLoss: 1.1454 Acc@1: 64.80%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [395/1000] Iter[450/ 41] Loss: 1.3115 SupLoss: 0.6691 UsupLoss: 0.6254 NLLLoss: 0.3395 Acc@1: 93.220%
- | Validation Epoch #395 Loss: 1.4154 NLLLoss: 1.4154 Acc@1: 58.12%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [396/1000] Iter[450/ 41] Loss: 1.3486 SupLoss: 0.6849 UsupLoss: 0.6460 NLLLoss: 0.3392 Acc@1: 93.109%
- | Validation Epoch #396 Loss: 1.6422 NLLLoss: 1.6422 Acc@1: 52.46%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [397/1000] Iter[450/ 41] Loss: 1.3149 SupLoss: 0.6550 UsupLoss: 0.6416 NLLLoss: 0.3351 Acc@1: 93.382%
- | Validation Epoch #397 Loss: 1.1787 NLLLoss: 1.1787 Acc@1: 61.20%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [398/1000] Iter[450/ 41] Loss: 1.3154 SupLoss: 0.6817 UsupLoss: 0.6152 NLLLoss: 0.3123 Acc@1: 93.700%
- | Validation Epoch #398 Loss: 1.1536 NLLLoss: 1.1536 Acc@1: 63.90%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [399/1000] Iter[450/ 41] Loss: 1.2153 SupLoss: 0.6127 UsupLoss: 0.5853 NLLLoss: 0.2799 Acc@1: 94.782%
- | Validation Epoch #399 Loss: 1.1506 NLLLoss: 1.1506 Acc@1: 65.06%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [400/1000] Iter[450/ 41] Loss: 1.1832 SupLoss: 0.6008 UsupLoss: 0.5663 NLLLoss: 0.2480 Acc@1: 95.380%
- | Validation Epoch #400 Loss: 1.1153 NLLLoss: 1.1153 Acc@1: 65.48%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [401/1000] Iter[450/ 41] Loss: 1.1876 SupLoss: 0.5920 UsupLoss: 0.5796 NLLLoss: 0.2553 Acc@1: 95.298%
- | Validation Epoch #401 Loss: 1.1680 NLLLoss: 1.1680 Acc@1: 64.02%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [402/1000] Iter[450/ 41] Loss: 1.1884 SupLoss: 0.5879 UsupLoss: 0.5839 NLLLoss: 0.2487 Acc@1: 95.473%
- | Validation Epoch #402 Loss: 1.3010 NLLLoss: 1.3010 Acc@1: 62.14%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [403/1000] Iter[450/ 41] Loss: 1.1238 SupLoss: 0.5637 UsupLoss: 0.5441 NLLLoss: 0.2189 Acc@1: 96.164%
- | Validation Epoch #403 Loss: 1.1308 NLLLoss: 1.1308 Acc@1: 63.52%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [404/1000] Iter[450/ 41] Loss: 1.1185 SupLoss: 0.5676 UsupLoss: 0.5353 NLLLoss: 0.2134 Acc@1: 96.242%
- | Validation Epoch #404 Loss: 1.1829 NLLLoss: 1.1829 Acc@1: 64.94%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [405/1000] Iter[450/ 41] Loss: 1.1162 SupLoss: 0.5453 UsupLoss: 0.5550 NLLLoss: 0.2123 Acc@1: 96.529%
- | Validation Epoch #405 Loss: 2.4360 NLLLoss: 2.4360 Acc@1: 43.84%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [406/1000] Iter[450/ 41] Loss: 1.0953 SupLoss: 0.5236 UsupLoss: 0.5551 NLLLoss: 0.2134 Acc@1: 96.256%
- | Validation Epoch #406 Loss: 0.9779 NLLLoss: 0.9779 Acc@1: 69.36%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [407/1000] Iter[450/ 41] Loss: 1.0866 SupLoss: 0.5626 UsupLoss: 0.5087 NLLLoss: 0.2087 Acc@1: 96.700%
- | Validation Epoch #407 Loss: 1.1861 NLLLoss: 1.1861 Acc@1: 63.68%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [408/1000] Iter[450/ 41] Loss: 1.1715 SupLoss: 0.5802 UsupLoss: 0.5754 NLLLoss: 0.2167 Acc@1: 96.078%
- | Validation Epoch #408 Loss: 1.2644 NLLLoss: 1.2644 Acc@1: 64.06%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [409/1000] Iter[450/ 41] Loss: 1.2529 SupLoss: 0.6260 UsupLoss: 0.6099 NLLLoss: 0.2294 Acc@1: 95.427%
- | Validation Epoch #409 Loss: 1.3188 NLLLoss: 1.3188 Acc@1: 60.36%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [410/1000] Iter[450/ 41] Loss: 1.3151 SupLoss: 0.6801 UsupLoss: 0.6167 NLLLoss: 0.2611 Acc@1: 94.124%
- | Validation Epoch #410 Loss: 1.5667 NLLLoss: 1.5667 Acc@1: 57.64%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [411/1000] Iter[450/ 41] Loss: 1.4495 SupLoss: 0.7716 UsupLoss: 0.6597 NLLLoss: 0.2912 Acc@1: 93.627%
- | Validation Epoch #411 Loss: 1.4480 NLLLoss: 1.4480 Acc@1: 60.24%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [412/1000] Iter[450/ 41] Loss: 1.2021 SupLoss: 0.5957 UsupLoss: 0.5873 NLLLoss: 0.2481 Acc@1: 95.093%
- | Validation Epoch #412 Loss: 1.4215 NLLLoss: 1.4215 Acc@1: 59.06%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [413/1000] Iter[450/ 41] Loss: 1.1729 SupLoss: 0.5731 UsupLoss: 0.5829 NLLLoss: 0.2064 Acc@1: 96.358%
- | Validation Epoch #413 Loss: 1.8015 NLLLoss: 1.8015 Acc@1: 51.14%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [414/1000] Iter[450/ 41] Loss: 1.1953 SupLoss: 0.5713 UsupLoss: 0.6063 NLLLoss: 0.2140 Acc@1: 96.176%
- | Validation Epoch #414 Loss: 1.1676 NLLLoss: 1.1676 Acc@1: 65.94%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [415/1000] Iter[450/ 41] Loss: 1.2629 SupLoss: 0.6461 UsupLoss: 0.5984 NLLLoss: 0.2292 Acc@1: 95.587%
- | Validation Epoch #415 Loss: 1.2327 NLLLoss: 1.2327 Acc@1: 63.60%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [416/1000] Iter[450/ 41] Loss: 1.3528 SupLoss: 0.6988 UsupLoss: 0.6345 NLLLoss: 0.2531 Acc@1: 94.249%
- | Validation Epoch #416 Loss: 1.3697 NLLLoss: 1.3697 Acc@1: 59.50%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [417/1000] Iter[450/ 41] Loss: 3.8558 SupLoss: 3.1738 UsupLoss: 0.6518 NLLLoss: 2.4965 Acc@1: 59.173%
- | Validation Epoch #417 Loss: 2.2981 NLLLoss: 2.2981 Acc@1: 11.30%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [418/1000] Iter[450/ 41] Loss: 1.8217 SupLoss: 1.5135 UsupLoss: 0.2867 NLLLoss: 1.3115 Acc@1: 54.631%
- | Validation Epoch #418 Loss: 1.1332 NLLLoss: 1.1332 Acc@1: 66.36%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [419/1000] Iter[450/ 41] Loss: 1.3514 SupLoss: 0.6958 UsupLoss: 0.6343 NLLLoss: 0.3420 Acc@1: 92.951%
- | Validation Epoch #419 Loss: 1.2958 NLLLoss: 1.2958 Acc@1: 62.98%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [420/1000] Iter[450/ 41] Loss: 1.3127 SupLoss: 0.6699 UsupLoss: 0.6242 NLLLoss: 0.2992 Acc@1: 93.947%
- | Validation Epoch #420 Loss: 1.1606 NLLLoss: 1.1606 Acc@1: 63.18%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [421/1000] Iter[450/ 41] Loss: 1.1831 SupLoss: 0.5722 UsupLoss: 0.5935 NLLLoss: 0.2584 Acc@1: 95.309%
- | Validation Epoch #421 Loss: 1.3020 NLLLoss: 1.3020 Acc@1: 64.16%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [422/1000] Iter[450/ 41] Loss: 1.1860 SupLoss: 0.6073 UsupLoss: 0.5625 NLLLoss: 0.2564 Acc@1: 95.344%
- | Validation Epoch #422 Loss: 1.4623 NLLLoss: 1.4623 Acc@1: 52.44%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [423/1000] Iter[450/ 41] Loss: 1.1325 SupLoss: 0.5744 UsupLoss: 0.5421 NLLLoss: 0.2320 Acc@1: 95.900%
- | Validation Epoch #423 Loss: 1.2773 NLLLoss: 1.2773 Acc@1: 64.00%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [424/1000] Iter[450/ 41] Loss: 1.1264 SupLoss: 0.5470 UsupLoss: 0.5630 NLLLoss: 0.2183 Acc@1: 96.173%
- | Validation Epoch #424 Loss: 1.3508 NLLLoss: 1.3508 Acc@1: 59.56%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [425/1000] Iter[450/ 41] Loss: 1.1216 SupLoss: 0.5463 UsupLoss: 0.5585 NLLLoss: 0.2187 Acc@1: 96.131%
- | Validation Epoch #425 Loss: 1.1433 NLLLoss: 1.1433 Acc@1: 64.32%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [426/1000] Iter[450/ 41] Loss: 1.0775 SupLoss: 0.5443 UsupLoss: 0.5165 NLLLoss: 0.2057 Acc@1: 96.618%
- | Validation Epoch #426 Loss: 1.4191 NLLLoss: 1.4191 Acc@1: 61.58%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [427/1000] Iter[450/ 41] Loss: 1.1082 SupLoss: 0.5667 UsupLoss: 0.5260 NLLLoss: 0.2055 Acc@1: 96.740%
- | Validation Epoch #427 Loss: 1.0731 NLLLoss: 1.0731 Acc@1: 65.48%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [428/1000] Iter[450/ 41] Loss: 1.1683 SupLoss: 0.5744 UsupLoss: 0.5772 NLLLoss: 0.2212 Acc@1: 96.049%
- | Validation Epoch #428 Loss: 1.2236 NLLLoss: 1.2236 Acc@1: 63.62%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [429/1000] Iter[450/ 41] Loss: 1.1484 SupLoss: 0.5929 UsupLoss: 0.5387 NLLLoss: 0.2162 Acc@1: 96.380%
- | Validation Epoch #429 Loss: 1.1478 NLLLoss: 1.1478 Acc@1: 65.72%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [430/1000] Iter[450/ 41] Loss: 1.1493 SupLoss: 0.5821 UsupLoss: 0.5511 NLLLoss: 0.2105 Acc@1: 96.473%
- | Validation Epoch #430 Loss: 1.2073 NLLLoss: 1.2073 Acc@1: 65.02%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [431/1000] Iter[450/ 41] Loss: 1.2256 SupLoss: 0.6259 UsupLoss: 0.5829 NLLLoss: 0.2162 Acc@1: 96.289%
- | Validation Epoch #431 Loss: 1.2141 NLLLoss: 1.2141 Acc@1: 62.36%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [432/1000] Iter[450/ 41] Loss: 1.1226 SupLoss: 0.5612 UsupLoss: 0.5452 NLLLoss: 0.2067 Acc@1: 96.478%
- | Validation Epoch #432 Loss: 1.2193 NLLLoss: 1.2193 Acc@1: 63.30%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [433/1000] Iter[450/ 41] Loss: 1.2099 SupLoss: 0.6077 UsupLoss: 0.5856 NLLLoss: 0.2187 Acc@1: 95.947%
- | Validation Epoch #433 Loss: 1.1652 NLLLoss: 1.1652 Acc@1: 66.06%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [434/1000] Iter[450/ 41] Loss: 1.3249 SupLoss: 0.6828 UsupLoss: 0.6242 NLLLoss: 0.2502 Acc@1: 94.604%
- | Validation Epoch #434 Loss: 1.5014 NLLLoss: 1.5014 Acc@1: 59.20%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [435/1000] Iter[450/ 41] Loss: 1.7759 SupLoss: 0.9954 UsupLoss: 0.7564 NLLLoss: 0.4956 Acc@1: 87.062%
- | Validation Epoch #435 Loss: 1.3591 NLLLoss: 1.3591 Acc@1: 63.40%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [436/1000] Iter[450/ 41] Loss: 4.1797 SupLoss: 3.4450 UsupLoss: 0.7008 NLLLoss: 2.8638 Acc@1: 66.169%
- | Validation Epoch #436 Loss: 1.8287 NLLLoss: 1.8287 Acc@1: 35.54%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [437/1000] Iter[450/ 41] Loss: 1.3388 SupLoss: 0.7536 UsupLoss: 0.5589 NLLLoss: 0.4323 Acc@1: 88.547%
- | Validation Epoch #437 Loss: 1.1779 NLLLoss: 1.1779 Acc@1: 65.30%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [438/1000] Iter[450/ 41] Loss: 1.2214 SupLoss: 0.5732 UsupLoss: 0.6300 NLLLoss: 0.2148 Acc@1: 95.787%
- | Validation Epoch #438 Loss: 1.1358 NLLLoss: 1.1358 Acc@1: 65.34%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [439/1000] Iter[450/ 41] Loss: 1.4438 SupLoss: 0.7639 UsupLoss: 0.6606 NLLLoss: 0.3158 Acc@1: 92.876%
- | Validation Epoch #439 Loss: 2.8841 NLLLoss: 2.8841 Acc@1: 40.76%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [440/1000] Iter[450/ 41] Loss: 3.6067 SupLoss: 3.0587 UsupLoss: 0.5116 NLLLoss: 2.5898 Acc@1: 42.458%
- | Validation Epoch #440 Loss: 2.2664 NLLLoss: 2.2664 Acc@1: 13.20%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [441/1000] Iter[450/ 41] Loss: 1.4784 SupLoss: 1.0251 UsupLoss: 0.4319 NLLLoss: 0.7514 Acc@1: 77.756%
- | Validation Epoch #441 Loss: 1.0073 NLLLoss: 1.0073 Acc@1: 68.66%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [442/1000] Iter[450/ 41] Loss: 1.2760 SupLoss: 0.6584 UsupLoss: 0.5979 NLLLoss: 0.3164 Acc@1: 93.687%
- | Validation Epoch #442 Loss: 1.4027 NLLLoss: 1.4027 Acc@1: 59.08%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [443/1000] Iter[450/ 41] Loss: 1.2720 SupLoss: 0.6274 UsupLoss: 0.6262 NLLLoss: 0.2915 Acc@1: 94.349%
- | Validation Epoch #443 Loss: 1.0026 NLLLoss: 1.0026 Acc@1: 68.46%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [444/1000] Iter[450/ 41] Loss: 1.2266 SupLoss: 0.6028 UsupLoss: 0.6061 NLLLoss: 0.2836 Acc@1: 94.578%
- | Validation Epoch #444 Loss: 1.2386 NLLLoss: 1.2386 Acc@1: 63.52%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [445/1000] Iter[450/ 41] Loss: 1.2585 SupLoss: 0.6457 UsupLoss: 0.5955 NLLLoss: 0.2939 Acc@1: 94.282%
- | Validation Epoch #445 Loss: 1.2564 NLLLoss: 1.2564 Acc@1: 63.20%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [446/1000] Iter[450/ 41] Loss: 1.2310 SupLoss: 0.6274 UsupLoss: 0.5859 NLLLoss: 0.2773 Acc@1: 94.956%
- | Validation Epoch #446 Loss: 1.4407 NLLLoss: 1.4407 Acc@1: 58.66%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [447/1000] Iter[450/ 41] Loss: 1.2569 SupLoss: 0.6430 UsupLoss: 0.5962 NLLLoss: 0.2749 Acc@1: 95.047%
- | Validation Epoch #447 Loss: 1.2484 NLLLoss: 1.2484 Acc@1: 62.26%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [448/1000] Iter[450/ 41] Loss: 1.2716 SupLoss: 0.6489 UsupLoss: 0.6057 NLLLoss: 0.2845 Acc@1: 94.884%
- | Validation Epoch #448 Loss: 1.1797 NLLLoss: 1.1797 Acc@1: 65.06%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [449/1000] Iter[450/ 41] Loss: 1.2281 SupLoss: 0.6258 UsupLoss: 0.5857 NLLLoss: 0.2772 Acc@1: 94.933%
- | Validation Epoch #449 Loss: 1.6336 NLLLoss: 1.6336 Acc@1: 51.18%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [450/1000] Iter[450/ 41] Loss: 1.2694 SupLoss: 0.6452 UsupLoss: 0.6072 NLLLoss: 0.2867 Acc@1: 94.460%
- | Validation Epoch #450 Loss: 1.2860 NLLLoss: 1.2860 Acc@1: 61.14%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [451/1000] Iter[450/ 41] Loss: 1.1955 SupLoss: 0.5905 UsupLoss: 0.5874 NLLLoss: 0.2650 Acc@1: 95.140%
- | Validation Epoch #451 Loss: 1.1945 NLLLoss: 1.1945 Acc@1: 63.76%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [452/1000] Iter[450/ 41] Loss: 1.1932 SupLoss: 0.6009 UsupLoss: 0.5747 NLLLoss: 0.2506 Acc@1: 95.369%
- | Validation Epoch #452 Loss: 1.0658 NLLLoss: 1.0658 Acc@1: 67.10%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [453/1000] Iter[450/ 41] Loss: 1.1806 SupLoss: 0.5882 UsupLoss: 0.5750 NLLLoss: 0.2428 Acc@1: 95.591%
- | Validation Epoch #453 Loss: 1.2751 NLLLoss: 1.2751 Acc@1: 64.12%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [454/1000] Iter[450/ 41] Loss: 1.1697 SupLoss: 0.5826 UsupLoss: 0.5697 NLLLoss: 0.2384 Acc@1: 95.760%
- | Validation Epoch #454 Loss: 1.1808 NLLLoss: 1.1808 Acc@1: 62.90%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [455/1000] Iter[450/ 41] Loss: 1.1545 SupLoss: 0.5649 UsupLoss: 0.5716 NLLLoss: 0.2402 Acc@1: 95.847%
- | Validation Epoch #455 Loss: 1.2528 NLLLoss: 1.2528 Acc@1: 64.02%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [456/1000] Iter[450/ 41] Loss: 1.2039 SupLoss: 0.5997 UsupLoss: 0.5866 NLLLoss: 0.2313 Acc@1: 95.869%
- | Validation Epoch #456 Loss: 1.2703 NLLLoss: 1.2703 Acc@1: 62.98%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [457/1000] Iter[450/ 41] Loss: 1.2758 SupLoss: 0.6353 UsupLoss: 0.6221 NLLLoss: 0.2466 Acc@1: 95.047%
- | Validation Epoch #457 Loss: 1.3980 NLLLoss: 1.3980 Acc@1: 56.74%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [458/1000] Iter[450/ 41] Loss: 1.3765 SupLoss: 0.7240 UsupLoss: 0.6338 NLLLoss: 0.2805 Acc@1: 93.624%
- | Validation Epoch #458 Loss: 1.6975 NLLLoss: 1.6975 Acc@1: 56.34%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [459/1000] Iter[450/ 41] Loss: 3.6805 SupLoss: 2.8170 UsupLoss: 0.8358 NLLLoss: 2.1072 Acc@1: 72.529%
- | Validation Epoch #459 Loss: 6.5271 NLLLoss: 6.5271 Acc@1: 29.34%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [460/1000] Iter[450/ 41] Loss: 5.8307 SupLoss: 5.0295 UsupLoss: 0.7322 NLLLoss: 4.4392 Acc@1: 44.018%
- | Validation Epoch #460 Loss: 2.2942 NLLLoss: 2.2942 Acc@1: 12.96%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [461/1000] Iter[450/ 41] Loss: 2.3302 SupLoss: 2.2686 UsupLoss: 0.0045 NLLLoss: 2.2604 Acc@1: 14.553%
- | Validation Epoch #461 Loss: 2.2296 NLLLoss: 2.2296 Acc@1: 15.90%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [462/1000] Iter[450/ 41] Loss: 2.0230 SupLoss: 1.9082 UsupLoss: 0.0914 NLLLoss: 1.8169 Acc@1: 34.244%
- | Validation Epoch #462 Loss: 1.3917 NLLLoss: 1.3917 Acc@1: 50.52%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [463/1000] Iter[450/ 41] Loss: 1.5245 SupLoss: 0.9941 UsupLoss: 0.5062 NLLLoss: 0.7262 Acc@1: 79.267%
- | Validation Epoch #463 Loss: 1.3673 NLLLoss: 1.3673 Acc@1: 58.28%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [464/1000] Iter[450/ 41] Loss: 1.3259 SupLoss: 0.7355 UsupLoss: 0.5693 NLLLoss: 0.3974 Acc@1: 91.002%
- | Validation Epoch #464 Loss: 1.2137 NLLLoss: 1.2137 Acc@1: 63.44%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [465/1000] Iter[450/ 41] Loss: 1.2582 SupLoss: 0.6712 UsupLoss: 0.5689 NLLLoss: 0.3246 Acc@1: 93.404%
- | Validation Epoch #465 Loss: 1.0855 NLLLoss: 1.0855 Acc@1: 65.18%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [466/1000] Iter[450/ 41] Loss: 1.2699 SupLoss: 0.6645 UsupLoss: 0.5861 NLLLoss: 0.3268 Acc@1: 93.322%
- | Validation Epoch #466 Loss: 1.2868 NLLLoss: 1.2868 Acc@1: 61.46%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [467/1000] Iter[450/ 41] Loss: 1.2983 SupLoss: 0.6695 UsupLoss: 0.6102 NLLLoss: 0.3053 Acc@1: 93.813%
- | Validation Epoch #467 Loss: 1.5626 NLLLoss: 1.5626 Acc@1: 55.64%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [468/1000] Iter[450/ 41] Loss: 1.3943 SupLoss: 0.7330 UsupLoss: 0.6421 NLLLoss: 0.3255 Acc@1: 92.718%
- | Validation Epoch #468 Loss: 1.5086 NLLLoss: 1.5086 Acc@1: 56.66%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [469/1000] Iter[450/ 41] Loss: 1.7950 SupLoss: 1.0726 UsupLoss: 0.7012 NLLLoss: 0.6073 Acc@1: 89.427%
- | Validation Epoch #469 Loss: 4.9771 NLLLoss: 4.9771 Acc@1: 13.46%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [470/1000] Iter[450/ 41] Loss: 2.3411 SupLoss: 2.2918 UsupLoss: 0.0079 NLLLoss: 2.2766 Acc@1: 15.813%
- | Validation Epoch #470 Loss: 2.2423 NLLLoss: 2.2423 Acc@1: 15.82%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [471/1000] Iter[450/ 41] Loss: 2.2080 SupLoss: 2.1863 UsupLoss: 0.0128 NLLLoss: 2.1617 Acc@1: 19.760%
- | Validation Epoch #471 Loss: 2.0324 NLLLoss: 2.0324 Acc@1: 23.66%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [472/1000] Iter[450/ 41] Loss: 1.4126 SupLoss: 1.1887 UsupLoss: 0.2089 NLLLoss: 0.9456 Acc@1: 72.331%
- | Validation Epoch #472 Loss: 1.3607 NLLLoss: 1.3607 Acc@1: 57.22%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [473/1000] Iter[450/ 41] Loss: 1.2464 SupLoss: 0.7251 UsupLoss: 0.5011 NLLLoss: 0.3744 Acc@1: 92.107%
- | Validation Epoch #473 Loss: 1.1936 NLLLoss: 1.1936 Acc@1: 64.10%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [474/1000] Iter[450/ 41] Loss: 1.3249 SupLoss: 0.7138 UsupLoss: 0.5919 NLLLoss: 0.3483 Acc@1: 92.798%
- | Validation Epoch #474 Loss: 1.1120 NLLLoss: 1.1120 Acc@1: 65.50%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [475/1000] Iter[450/ 41] Loss: 1.2912 SupLoss: 0.6706 UsupLoss: 0.6029 NLLLoss: 0.3252 Acc@1: 93.498%
- | Validation Epoch #475 Loss: 1.1970 NLLLoss: 1.1970 Acc@1: 64.28%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [476/1000] Iter[450/ 41] Loss: 1.2827 SupLoss: 0.6697 UsupLoss: 0.5951 NLLLoss: 0.3227 Acc@1: 93.300%
- | Validation Epoch #476 Loss: 1.1538 NLLLoss: 1.1538 Acc@1: 63.96%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [477/1000] Iter[450/ 41] Loss: 1.2506 SupLoss: 0.6452 UsupLoss: 0.5880 NLLLoss: 0.3115 Acc@1: 93.749%
- | Validation Epoch #477 Loss: 1.8955 NLLLoss: 1.8955 Acc@1: 52.22%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [478/1000] Iter[450/ 41] Loss: 1.1942 SupLoss: 0.5858 UsupLoss: 0.5910 NLLLoss: 0.2756 Acc@1: 94.600%
- | Validation Epoch #478 Loss: 1.1560 NLLLoss: 1.1560 Acc@1: 65.50%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [479/1000] Iter[450/ 41] Loss: 1.1642 SupLoss: 0.6001 UsupLoss: 0.5477 NLLLoss: 0.2619 Acc@1: 95.287%
- | Validation Epoch #479 Loss: 1.0516 NLLLoss: 1.0516 Acc@1: 67.86%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [480/1000] Iter[450/ 41] Loss: 1.1766 SupLoss: 0.5938 UsupLoss: 0.5662 NLLLoss: 0.2580 Acc@1: 95.180%
- | Validation Epoch #480 Loss: 1.2105 NLLLoss: 1.2105 Acc@1: 62.28%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [481/1000] Iter[450/ 41] Loss: 1.1800 SupLoss: 0.5971 UsupLoss: 0.5662 NLLLoss: 0.2628 Acc@1: 95.233%
- | Validation Epoch #481 Loss: 1.3053 NLLLoss: 1.3053 Acc@1: 60.30%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [482/1000] Iter[450/ 41] Loss: 1.1559 SupLoss: 0.6000 UsupLoss: 0.5396 NLLLoss: 0.2455 Acc@1: 95.844%
- | Validation Epoch #482 Loss: 1.5754 NLLLoss: 1.5754 Acc@1: 53.68%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [483/1000] Iter[450/ 41] Loss: 1.2166 SupLoss: 0.6058 UsupLoss: 0.5931 NLLLoss: 0.2546 Acc@1: 95.096%
- | Validation Epoch #483 Loss: 1.1166 NLLLoss: 1.1166 Acc@1: 63.70%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [484/1000] Iter[450/ 41] Loss: 1.2212 SupLoss: 0.6054 UsupLoss: 0.5990 NLLLoss: 0.2605 Acc@1: 94.933%
- | Validation Epoch #484 Loss: 1.4460 NLLLoss: 1.4460 Acc@1: 54.42%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [485/1000] Iter[450/ 41] Loss: 1.1723 SupLoss: 0.5901 UsupLoss: 0.5653 NLLLoss: 0.2636 Acc@1: 95.113%
- | Validation Epoch #485 Loss: 1.2637 NLLLoss: 1.2637 Acc@1: 62.02%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [486/1000] Iter[450/ 41] Loss: 1.1125 SupLoss: 0.5477 UsupLoss: 0.5479 NLLLoss: 0.2383 Acc@1: 95.920%
- | Validation Epoch #486 Loss: 1.0161 NLLLoss: 1.0161 Acc@1: 68.32%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [487/1000] Iter[450/ 41] Loss: 1.2254 SupLoss: 0.6123 UsupLoss: 0.5967 NLLLoss: 0.2448 Acc@1: 95.462%
- | Validation Epoch #487 Loss: 1.3351 NLLLoss: 1.3351 Acc@1: 57.88%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [488/1000] Iter[450/ 41] Loss: 1.1852 SupLoss: 0.5886 UsupLoss: 0.5800 NLLLoss: 0.2517 Acc@1: 95.393%
- | Validation Epoch #488 Loss: 1.0213 NLLLoss: 1.0213 Acc@1: 68.48%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [489/1000] Iter[450/ 41] Loss: 1.1824 SupLoss: 0.6083 UsupLoss: 0.5578 NLLLoss: 0.2414 Acc@1: 95.920%
- | Validation Epoch #489 Loss: 1.0682 NLLLoss: 1.0682 Acc@1: 66.62%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [490/1000] Iter[450/ 41] Loss: 1.1686 SupLoss: 0.5729 UsupLoss: 0.5792 NLLLoss: 0.2449 Acc@1: 95.542%
- | Validation Epoch #490 Loss: 1.1205 NLLLoss: 1.1205 Acc@1: 63.52%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [491/1000] Iter[450/ 41] Loss: 1.2263 SupLoss: 0.6338 UsupLoss: 0.5755 NLLLoss: 0.2569 Acc@1: 95.216%
- | Validation Epoch #491 Loss: 1.3138 NLLLoss: 1.3138 Acc@1: 59.74%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [492/1000] Iter[450/ 41] Loss: 1.1311 SupLoss: 0.5703 UsupLoss: 0.5438 NLLLoss: 0.2359 Acc@1: 95.976%
- | Validation Epoch #492 Loss: 1.0533 NLLLoss: 1.0533 Acc@1: 68.02%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [493/1000] Iter[450/ 41] Loss: 1.1350 SupLoss: 0.5776 UsupLoss: 0.5412 NLLLoss: 0.2179 Acc@1: 96.256%
- | Validation Epoch #493 Loss: 1.1005 NLLLoss: 1.1005 Acc@1: 65.90%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [494/1000] Iter[450/ 41] Loss: 1.1485 SupLoss: 0.5899 UsupLoss: 0.5429 NLLLoss: 0.2207 Acc@1: 96.247%
- | Validation Epoch #494 Loss: 1.1200 NLLLoss: 1.1200 Acc@1: 66.62%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [495/1000] Iter[450/ 41] Loss: 1.1170 SupLoss: 0.5606 UsupLoss: 0.5402 NLLLoss: 0.2188 Acc@1: 96.371%
- | Validation Epoch #495 Loss: 1.2781 NLLLoss: 1.2781 Acc@1: 62.64%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [496/1000] Iter[450/ 41] Loss: 1.1517 SupLoss: 0.5492 UsupLoss: 0.5858 NLLLoss: 0.2238 Acc@1: 95.929%
- | Validation Epoch #496 Loss: 1.1064 NLLLoss: 1.1064 Acc@1: 67.48%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [497/1000] Iter[450/ 41] Loss: 1.1588 SupLoss: 0.5986 UsupLoss: 0.5439 NLLLoss: 0.2272 Acc@1: 96.067%
- | Validation Epoch #497 Loss: 1.0181 NLLLoss: 1.0181 Acc@1: 68.24%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [498/1000] Iter[450/ 41] Loss: 1.0720 SupLoss: 0.5057 UsupLoss: 0.5501 NLLLoss: 0.2020 Acc@1: 96.629%
- | Validation Epoch #498 Loss: 1.2907 NLLLoss: 1.2907 Acc@1: 59.90%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [499/1000] Iter[450/ 41] Loss: 1.1303 SupLoss: 0.5722 UsupLoss: 0.5423 NLLLoss: 0.2072 Acc@1: 96.578%
- | Validation Epoch #499 Loss: 1.3139 NLLLoss: 1.3139 Acc@1: 60.20%
- | Best Test Acc: Acc@1: 71.24%
- | Epoch [500/1000] Iter[450/ 41] Loss: 1.0752 SupLoss: 0.4234 UsupLoss: 0.6378 NLLLoss: 0.1631 Acc@1: 96.800%
- | Validation Epoch #500 Loss: 0.9414 NLLLoss: 0.9414 Acc@1: 72.48%
- | Best Test Acc: Epoch #500 Loss: 0.9463 NLLLoss: 0.9463 Acc@1: 72.13%
- | Best Test Acc: Acc@1: 72.13%
- | Epoch [501/1000] Iter[450/ 41] Loss: 1.0963 SupLoss: 0.3951 UsupLoss: 0.6897 NLLLoss: 0.1177 Acc@1: 98.076%
- | Validation Epoch #501 Loss: 0.9133 NLLLoss: 0.9133 Acc@1: 72.48%
- | Best Test Acc: Acc@1: 72.13%
- | Epoch [502/1000] Iter[450/ 41] Loss: 1.1560 SupLoss: 0.4084 UsupLoss: 0.7371 NLLLoss: 0.0988 Acc@1: 98.620%
- | Validation Epoch #502 Loss: 0.9034 NLLLoss: 0.9034 Acc@1: 73.74%
- | Best Test Acc: Epoch #502 Loss: 0.9481 NLLLoss: 0.9481 Acc@1: 73.03%
- | Best Test Acc: Acc@1: 73.03%
- | Epoch [503/1000] Iter[450/ 41] Loss: 1.1613 SupLoss: 0.3567 UsupLoss: 0.7946 NLLLoss: 0.0898 Acc@1: 98.809%
- | Validation Epoch #503 Loss: 0.8641 NLLLoss: 0.8641 Acc@1: 75.10%
- | Best Test Acc: Epoch #503 Loss: 0.8750 NLLLoss: 0.8750 Acc@1: 75.24%
- | Best Test Acc: Acc@1: 75.24%
- | Epoch [504/1000] Iter[450/ 41] Loss: 1.1682 SupLoss: 0.3764 UsupLoss: 0.7820 NLLLoss: 0.0873 Acc@1: 98.947%
- | Validation Epoch #504 Loss: 0.9107 NLLLoss: 0.9107 Acc@1: 73.88%
- | Best Test Acc: Acc@1: 75.24%
- | Epoch [505/1000] Iter[450/ 41] Loss: 1.0924 SupLoss: 0.3506 UsupLoss: 0.7321 NLLLoss: 0.0799 Acc@1: 99.216%
- | Validation Epoch #505 Loss: 0.8348 NLLLoss: 0.8348 Acc@1: 75.48%
- | Best Test Acc: Epoch #505 Loss: 0.8418 NLLLoss: 0.8418 Acc@1: 75.61%
- | Best Test Acc: Acc@1: 75.61%
- | Epoch [506/1000] Iter[450/ 41] Loss: 1.0576 SupLoss: 0.3258 UsupLoss: 0.7224 NLLLoss: 0.0765 Acc@1: 99.267%
- | Validation Epoch #506 Loss: 0.8220 NLLLoss: 0.8220 Acc@1: 75.90%
- | Best Test Acc: Epoch #506 Loss: 0.8122 NLLLoss: 0.8122 Acc@1: 76.23%
- | Best Test Acc: Acc@1: 76.23%
- | Epoch [507/1000] Iter[450/ 41] Loss: 1.0668 SupLoss: 0.3184 UsupLoss: 0.7390 NLLLoss: 0.0740 Acc@1: 99.344%
- | Validation Epoch #507 Loss: 0.8123 NLLLoss: 0.8123 Acc@1: 76.06%
- | Best Test Acc: Epoch #507 Loss: 0.8319 NLLLoss: 0.8319 Acc@1: 75.45%
- | Best Test Acc: Acc@1: 75.45%
- | Epoch [508/1000] Iter[450/ 41] Loss: 1.0945 SupLoss: 0.3282 UsupLoss: 0.7568 NLLLoss: 0.0694 Acc@1: 99.458%
- | Validation Epoch #508 Loss: 0.9087 NLLLoss: 0.9087 Acc@1: 74.38%
- | Best Test Acc: Acc@1: 75.45%
- | Epoch [509/1000] Iter[450/ 41] Loss: 1.1003 SupLoss: 0.3846 UsupLoss: 0.7066 NLLLoss: 0.0702 Acc@1: 99.347%
- | Validation Epoch #509 Loss: 0.8461 NLLLoss: 0.8461 Acc@1: 75.52%
- | Best Test Acc: Acc@1: 75.45%
- | Epoch [510/1000] Iter[450/ 41] Loss: 1.0600 SupLoss: 0.3529 UsupLoss: 0.6983 NLLLoss: 0.0668 Acc@1: 99.518%
- | Validation Epoch #510 Loss: 0.9147 NLLLoss: 0.9147 Acc@1: 74.02%
- | Best Test Acc: Acc@1: 75.45%
- | Epoch [511/1000] Iter[450/ 41] Loss: 1.0097 SupLoss: 0.3435 UsupLoss: 0.6574 NLLLoss: 0.0676 Acc@1: 99.469%
- | Validation Epoch #511 Loss: 0.7884 NLLLoss: 0.7884 Acc@1: 76.64%
- | Best Test Acc: Epoch #511 Loss: 0.8043 NLLLoss: 0.8043 Acc@1: 76.20%
- | Best Test Acc: Acc@1: 76.20%
- | Epoch [512/1000] Iter[450/ 41] Loss: 0.9782 SupLoss: 0.3291 UsupLoss: 0.6405 NLLLoss: 0.0687 Acc@1: 99.538%
- | Validation Epoch #512 Loss: 0.8343 NLLLoss: 0.8343 Acc@1: 75.72%
- | Best Test Acc: Acc@1: 76.20%
- | Epoch [513/1000] Iter[450/ 41] Loss: 1.0066 SupLoss: 0.3363 UsupLoss: 0.6618 NLLLoss: 0.0642 Acc@1: 99.564%
- | Validation Epoch #513 Loss: 0.8842 NLLLoss: 0.8842 Acc@1: 74.24%
- | Best Test Acc: Acc@1: 76.20%
- | Epoch [514/1000] Iter[450/ 41] Loss: 0.9479 SupLoss: 0.3106 UsupLoss: 0.6288 NLLLoss: 0.0612 Acc@1: 99.651%
- | Validation Epoch #514 Loss: 0.7838 NLLLoss: 0.7838 Acc@1: 76.64%
- | Best Test Acc: Acc@1: 76.20%
- | Epoch [515/1000] Iter[450/ 41] Loss: 0.9403 SupLoss: 0.2876 UsupLoss: 0.6443 NLLLoss: 0.0614 Acc@1: 99.544%
- | Validation Epoch #515 Loss: 0.8429 NLLLoss: 0.8429 Acc@1: 76.22%
- | Best Test Acc: Acc@1: 76.20%
- | Epoch [516/1000] Iter[450/ 41] Loss: 0.9611 SupLoss: 0.3006 UsupLoss: 0.6522 NLLLoss: 0.0577 Acc@1: 99.649%
- | Validation Epoch #516 Loss: 0.8775 NLLLoss: 0.8775 Acc@1: 75.34%
- | Best Test Acc: Acc@1: 76.20%
- | Epoch [517/1000] Iter[450/ 41] Loss: 0.9572 SupLoss: 0.3286 UsupLoss: 0.6202 NLLLoss: 0.0620 Acc@1: 99.640%
- | Validation Epoch #517 Loss: 0.8018 NLLLoss: 0.8018 Acc@1: 75.86%
- | Best Test Acc: Acc@1: 76.20%
- | Epoch [518/1000] Iter[450/ 41] Loss: 0.9435 SupLoss: 0.3117 UsupLoss: 0.6237 NLLLoss: 0.0590 Acc@1: 99.707%
- | Validation Epoch #518 Loss: 0.9220 NLLLoss: 0.9220 Acc@1: 73.40%
- | Best Test Acc: Acc@1: 76.20%
- | Epoch [519/1000] Iter[450/ 41] Loss: 0.9420 SupLoss: 0.3457 UsupLoss: 0.5881 NLLLoss: 0.0601 Acc@1: 99.676%
- | Validation Epoch #519 Loss: 0.8232 NLLLoss: 0.8232 Acc@1: 74.62%
- | Best Test Acc: Acc@1: 76.20%
- | Epoch [520/1000] Iter[450/ 41] Loss: 0.9586 SupLoss: 0.3348 UsupLoss: 0.6155 NLLLoss: 0.0589 Acc@1: 99.638%
- | Validation Epoch #520 Loss: 0.8315 NLLLoss: 0.8315 Acc@1: 76.12%
- | Best Test Acc: Acc@1: 76.20%
- | Epoch [521/1000] Iter[450/ 41] Loss: 0.9628 SupLoss: 0.3060 UsupLoss: 0.6487 NLLLoss: 0.0602 Acc@1: 99.609%
- | Validation Epoch #521 Loss: 0.8455 NLLLoss: 0.8455 Acc@1: 76.02%
- | Best Test Acc: Acc@1: 76.20%
- | Epoch [522/1000] Iter[450/ 41] Loss: 0.9609 SupLoss: 0.3456 UsupLoss: 0.6070 NLLLoss: 0.0612 Acc@1: 99.593%
- | Validation Epoch #522 Loss: 0.8223 NLLLoss: 0.8223 Acc@1: 75.96%
- | Best Test Acc: Acc@1: 76.20%
- | Epoch [523/1000] Iter[450/ 41] Loss: 0.9164 SupLoss: 0.2893 UsupLoss: 0.6189 NLLLoss: 0.0604 Acc@1: 99.600%
- | Validation Epoch #523 Loss: 0.8411 NLLLoss: 0.8411 Acc@1: 76.16%
- | Best Test Acc: Acc@1: 76.20%
- | Epoch [524/1000] Iter[450/ 41] Loss: 0.9218 SupLoss: 0.2999 UsupLoss: 0.6138 NLLLoss: 0.0578 Acc@1: 99.664%
- | Validation Epoch #524 Loss: 0.8649 NLLLoss: 0.8649 Acc@1: 75.48%
- | Best Test Acc: Acc@1: 76.20%
- | Epoch [525/1000] Iter[450/ 41] Loss: 0.9405 SupLoss: 0.3241 UsupLoss: 0.6083 NLLLoss: 0.0596 Acc@1: 99.569%
- | Validation Epoch #525 Loss: 0.7638 NLLLoss: 0.7638 Acc@1: 77.34%
- | Best Test Acc: Epoch #525 Loss: 0.7697 NLLLoss: 0.7697 Acc@1: 76.95%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [526/1000] Iter[450/ 41] Loss: 0.9399 SupLoss: 0.3366 UsupLoss: 0.5952 NLLLoss: 0.0601 Acc@1: 99.598%
- | Validation Epoch #526 Loss: 0.9384 NLLLoss: 0.9384 Acc@1: 73.60%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [527/1000] Iter[450/ 41] Loss: 0.9552 SupLoss: 0.3499 UsupLoss: 0.5974 NLLLoss: 0.0568 Acc@1: 99.684%
- | Validation Epoch #527 Loss: 0.7999 NLLLoss: 0.7999 Acc@1: 76.52%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [528/1000] Iter[450/ 41] Loss: 0.8749 SupLoss: 0.2774 UsupLoss: 0.5897 NLLLoss: 0.0554 Acc@1: 99.724%
- | Validation Epoch #528 Loss: 0.8447 NLLLoss: 0.8447 Acc@1: 75.66%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [529/1000] Iter[450/ 41] Loss: 0.9297 SupLoss: 0.3303 UsupLoss: 0.5917 NLLLoss: 0.0584 Acc@1: 99.636%
- | Validation Epoch #529 Loss: 0.8175 NLLLoss: 0.8175 Acc@1: 77.02%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [530/1000] Iter[450/ 41] Loss: 0.9186 SupLoss: 0.3167 UsupLoss: 0.5941 NLLLoss: 0.0577 Acc@1: 99.647%
- | Validation Epoch #530 Loss: 0.7954 NLLLoss: 0.7954 Acc@1: 76.64%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [531/1000] Iter[450/ 41] Loss: 0.9058 SupLoss: 0.3393 UsupLoss: 0.5588 NLLLoss: 0.0589 Acc@1: 99.629%
- | Validation Epoch #531 Loss: 0.8139 NLLLoss: 0.8139 Acc@1: 75.98%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [532/1000] Iter[450/ 41] Loss: 0.9338 SupLoss: 0.3495 UsupLoss: 0.5766 NLLLoss: 0.0554 Acc@1: 99.749%
- | Validation Epoch #532 Loss: 0.7822 NLLLoss: 0.7822 Acc@1: 76.56%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [533/1000] Iter[450/ 41] Loss: 0.9108 SupLoss: 0.3148 UsupLoss: 0.5883 NLLLoss: 0.0581 Acc@1: 99.580%
- | Validation Epoch #533 Loss: 0.8991 NLLLoss: 0.8991 Acc@1: 74.90%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [534/1000] Iter[450/ 41] Loss: 0.8836 SupLoss: 0.3284 UsupLoss: 0.5474 NLLLoss: 0.0613 Acc@1: 99.607%
- | Validation Epoch #534 Loss: 0.8196 NLLLoss: 0.8196 Acc@1: 77.12%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [535/1000] Iter[450/ 41] Loss: 0.8975 SupLoss: 0.3511 UsupLoss: 0.5388 NLLLoss: 0.0594 Acc@1: 99.653%
- | Validation Epoch #535 Loss: 0.8466 NLLLoss: 0.8466 Acc@1: 75.80%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [536/1000] Iter[450/ 41] Loss: 0.8886 SupLoss: 0.3320 UsupLoss: 0.5490 NLLLoss: 0.0572 Acc@1: 99.720%
- | Validation Epoch #536 Loss: 0.8218 NLLLoss: 0.8218 Acc@1: 75.98%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [537/1000] Iter[450/ 41] Loss: 0.9005 SupLoss: 0.3306 UsupLoss: 0.5622 NLLLoss: 0.0582 Acc@1: 99.647%
- | Validation Epoch #537 Loss: 0.7849 NLLLoss: 0.7849 Acc@1: 76.66%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [538/1000] Iter[450/ 41] Loss: 0.8853 SupLoss: 0.3057 UsupLoss: 0.5720 NLLLoss: 0.0563 Acc@1: 99.629%
- | Validation Epoch #538 Loss: 0.7842 NLLLoss: 0.7842 Acc@1: 76.78%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [539/1000] Iter[450/ 41] Loss: 0.9256 SupLoss: 0.3408 UsupLoss: 0.5772 NLLLoss: 0.0560 Acc@1: 99.653%
- | Validation Epoch #539 Loss: 0.8441 NLLLoss: 0.8441 Acc@1: 75.44%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [540/1000] Iter[450/ 41] Loss: 0.8937 SupLoss: 0.3232 UsupLoss: 0.5627 NLLLoss: 0.0565 Acc@1: 99.653%
- | Validation Epoch #540 Loss: 0.8496 NLLLoss: 0.8496 Acc@1: 75.80%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [541/1000] Iter[450/ 41] Loss: 0.8596 SupLoss: 0.2819 UsupLoss: 0.5700 NLLLoss: 0.0575 Acc@1: 99.627%
- | Validation Epoch #541 Loss: 0.8784 NLLLoss: 0.8784 Acc@1: 74.86%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [542/1000] Iter[450/ 41] Loss: 0.8920 SupLoss: 0.3146 UsupLoss: 0.5696 NLLLoss: 0.0595 Acc@1: 99.560%
- | Validation Epoch #542 Loss: 0.9278 NLLLoss: 0.9278 Acc@1: 74.02%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [543/1000] Iter[450/ 41] Loss: 0.9161 SupLoss: 0.3736 UsupLoss: 0.5349 NLLLoss: 0.0587 Acc@1: 99.584%
- | Validation Epoch #543 Loss: 0.8158 NLLLoss: 0.8158 Acc@1: 76.44%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [544/1000] Iter[450/ 41] Loss: 0.8906 SupLoss: 0.3389 UsupLoss: 0.5442 NLLLoss: 0.0563 Acc@1: 99.651%
- | Validation Epoch #544 Loss: 0.8514 NLLLoss: 0.8514 Acc@1: 76.64%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [545/1000] Iter[450/ 41] Loss: 0.8943 SupLoss: 0.3368 UsupLoss: 0.5499 NLLLoss: 0.0574 Acc@1: 99.600%
- | Validation Epoch #545 Loss: 0.7857 NLLLoss: 0.7857 Acc@1: 76.64%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [546/1000] Iter[450/ 41] Loss: 0.9469 SupLoss: 0.3628 UsupLoss: 0.5765 NLLLoss: 0.0577 Acc@1: 99.580%
- | Validation Epoch #546 Loss: 0.7870 NLLLoss: 0.7870 Acc@1: 76.98%
- | Best Test Acc: Acc@1: 76.95%
- | Epoch [547/1000] Iter[450/ 41] Loss: 0.9098 SupLoss: 0.3738 UsupLoss: 0.5283 NLLLoss: 0.0605 Acc@1: 99.627%
- | Validation Epoch #547 Loss: 0.7635 NLLLoss: 0.7635 Acc@1: 77.46%
- | Best Test Acc: Epoch #547 Loss: 0.7960 NLLLoss: 0.7960 Acc@1: 76.50%
- | Best Test Acc: Acc@1: 76.50%
- | Epoch [548/1000] Iter[450/ 41] Loss: 0.8445 SupLoss: 0.3059 UsupLoss: 0.5310 NLLLoss: 0.0587 Acc@1: 99.640%
- | Validation Epoch #548 Loss: 0.8249 NLLLoss: 0.8249 Acc@1: 76.06%
- | Best Test Acc: Acc@1: 76.50%
- | Epoch [549/1000] Iter[450/ 41] Loss: 0.8912 SupLoss: 0.3110 UsupLoss: 0.5726 NLLLoss: 0.0580 Acc@1: 99.596%
- | Validation Epoch #549 Loss: 0.8328 NLLLoss: 0.8328 Acc@1: 77.20%
- | Best Test Acc: Acc@1: 76.50%
- | Epoch [550/1000] Iter[450/ 41] Loss: 0.8794 SupLoss: 0.3115 UsupLoss: 0.5603 NLLLoss: 0.0569 Acc@1: 99.620%
- | Validation Epoch #550 Loss: 0.8193 NLLLoss: 0.8193 Acc@1: 76.30%
- | Best Test Acc: Acc@1: 76.50%
- | Epoch [551/1000] Iter[450/ 41] Loss: 0.9195 SupLoss: 0.3376 UsupLoss: 0.5745 NLLLoss: 0.0569 Acc@1: 99.589%
- | Validation Epoch #551 Loss: 0.8388 NLLLoss: 0.8388 Acc@1: 76.34%
- | Best Test Acc: Acc@1: 76.50%
- | Epoch [552/1000] Iter[450/ 41] Loss: 0.8798 SupLoss: 0.3221 UsupLoss: 0.5501 NLLLoss: 0.0560 Acc@1: 99.653%
- | Validation Epoch #552 Loss: 0.7849 NLLLoss: 0.7849 Acc@1: 77.10%
- | Best Test Acc: Acc@1: 76.50%
- | Epoch [553/1000] Iter[450/ 41] Loss: 0.8790 SupLoss: 0.3282 UsupLoss: 0.5431 NLLLoss: 0.0554 Acc@1: 99.656%
- | Validation Epoch #553 Loss: 0.8454 NLLLoss: 0.8454 Acc@1: 74.88%
- | Best Test Acc: Acc@1: 76.50%
- | Epoch [554/1000] Iter[450/ 41] Loss: 0.8595 SupLoss: 0.3145 UsupLoss: 0.5374 NLLLoss: 0.0560 Acc@1: 99.633%
- | Validation Epoch #554 Loss: 0.8425 NLLLoss: 0.8425 Acc@1: 75.86%
- | Best Test Acc: Acc@1: 76.50%
- | Epoch [555/1000] Iter[450/ 41] Loss: 0.8971 SupLoss: 0.3174 UsupLoss: 0.5721 NLLLoss: 0.0581 Acc@1: 99.538%
- | Validation Epoch #555 Loss: 0.8231 NLLLoss: 0.8231 Acc@1: 74.90%
- | Best Test Acc: Acc@1: 76.50%
- | Epoch [556/1000] Iter[450/ 41] Loss: 0.8979 SupLoss: 0.3417 UsupLoss: 0.5485 NLLLoss: 0.0574 Acc@1: 99.656%
- | Validation Epoch #556 Loss: 0.8621 NLLLoss: 0.8621 Acc@1: 75.52%
- | Best Test Acc: Acc@1: 76.50%
- | Epoch [557/1000] Iter[450/ 41] Loss: 0.8658 SupLoss: 0.2855 UsupLoss: 0.5726 NLLLoss: 0.0546 Acc@1: 99.600%
- | Validation Epoch #557 Loss: 0.8050 NLLLoss: 0.8050 Acc@1: 75.64%
- | Best Test Acc: Acc@1: 76.50%
- | Epoch [558/1000] Iter[450/ 41] Loss: 0.9245 SupLoss: 0.3417 UsupLoss: 0.5751 NLLLoss: 0.0562 Acc@1: 99.589%
- | Validation Epoch #558 Loss: 0.8391 NLLLoss: 0.8391 Acc@1: 76.98%
- | Best Test Acc: Acc@1: 76.50%
- | Epoch [559/1000] Iter[450/ 41] Loss: 0.8983 SupLoss: 0.3561 UsupLoss: 0.5344 NLLLoss: 0.0588 Acc@1: 99.596%
- | Validation Epoch #559 Loss: 0.8221 NLLLoss: 0.8221 Acc@1: 76.88%
- | Best Test Acc: Acc@1: 76.50%
- | Epoch [560/1000] Iter[450/ 41] Loss: 0.8928 SupLoss: 0.3236 UsupLoss: 0.5617 NLLLoss: 0.0583 Acc@1: 99.571%
- | Validation Epoch #560 Loss: 0.7470 NLLLoss: 0.7470 Acc@1: 77.78%
- | Best Test Acc: Epoch #560 Loss: 0.7740 NLLLoss: 0.7740 Acc@1: 77.43%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [561/1000] Iter[450/ 41] Loss: 0.8499 SupLoss: 0.3055 UsupLoss: 0.5368 NLLLoss: 0.0549 Acc@1: 99.651%
- | Validation Epoch #561 Loss: 0.7556 NLLLoss: 0.7556 Acc@1: 77.24%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [562/1000] Iter[450/ 41] Loss: 0.8727 SupLoss: 0.3191 UsupLoss: 0.5461 NLLLoss: 0.0572 Acc@1: 99.629%
- | Validation Epoch #562 Loss: 0.8473 NLLLoss: 0.8473 Acc@1: 74.56%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [563/1000] Iter[450/ 41] Loss: 0.8441 SupLoss: 0.3023 UsupLoss: 0.5344 NLLLoss: 0.0559 Acc@1: 99.664%
- | Validation Epoch #563 Loss: 0.8523 NLLLoss: 0.8523 Acc@1: 75.46%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [564/1000] Iter[450/ 41] Loss: 0.8705 SupLoss: 0.3056 UsupLoss: 0.5574 NLLLoss: 0.0547 Acc@1: 99.704%
- | Validation Epoch #564 Loss: 0.8605 NLLLoss: 0.8605 Acc@1: 74.82%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [565/1000] Iter[450/ 41] Loss: 0.8695 SupLoss: 0.3346 UsupLoss: 0.5275 NLLLoss: 0.0586 Acc@1: 99.591%
- | Validation Epoch #565 Loss: 0.8027 NLLLoss: 0.8027 Acc@1: 76.36%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [566/1000] Iter[450/ 41] Loss: 0.8438 SupLoss: 0.2965 UsupLoss: 0.5399 NLLLoss: 0.0562 Acc@1: 99.649%
- | Validation Epoch #566 Loss: 0.7904 NLLLoss: 0.7904 Acc@1: 77.30%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [567/1000] Iter[450/ 41] Loss: 0.8482 SupLoss: 0.3120 UsupLoss: 0.5288 NLLLoss: 0.0554 Acc@1: 99.742%
- | Validation Epoch #567 Loss: 0.8332 NLLLoss: 0.8332 Acc@1: 75.88%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [568/1000] Iter[450/ 41] Loss: 0.8286 SupLoss: 0.3127 UsupLoss: 0.5085 NLLLoss: 0.0547 Acc@1: 99.733%
- | Validation Epoch #568 Loss: 0.7817 NLLLoss: 0.7817 Acc@1: 75.74%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [569/1000] Iter[450/ 41] Loss: 0.8347 SupLoss: 0.2731 UsupLoss: 0.5542 NLLLoss: 0.0543 Acc@1: 99.644%
- | Validation Epoch #569 Loss: 0.8325 NLLLoss: 0.8325 Acc@1: 75.86%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [570/1000] Iter[450/ 41] Loss: 0.8662 SupLoss: 0.3294 UsupLoss: 0.5293 NLLLoss: 0.0565 Acc@1: 99.653%
- | Validation Epoch #570 Loss: 0.8477 NLLLoss: 0.8477 Acc@1: 75.22%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [571/1000] Iter[450/ 41] Loss: 0.8466 SupLoss: 0.2983 UsupLoss: 0.5409 NLLLoss: 0.0515 Acc@1: 99.724%
- | Validation Epoch #571 Loss: 0.9215 NLLLoss: 0.9215 Acc@1: 73.42%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [572/1000] Iter[450/ 41] Loss: 0.8670 SupLoss: 0.3288 UsupLoss: 0.5309 NLLLoss: 0.0554 Acc@1: 99.669%
- | Validation Epoch #572 Loss: 0.8737 NLLLoss: 0.8737 Acc@1: 76.00%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [573/1000] Iter[450/ 41] Loss: 0.9059 SupLoss: 0.3387 UsupLoss: 0.5597 NLLLoss: 0.0566 Acc@1: 99.576%
- | Validation Epoch #573 Loss: 0.7719 NLLLoss: 0.7719 Acc@1: 77.04%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [574/1000] Iter[450/ 41] Loss: 0.8432 SupLoss: 0.3194 UsupLoss: 0.5164 NLLLoss: 0.0558 Acc@1: 99.669%
- | Validation Epoch #574 Loss: 0.8390 NLLLoss: 0.8390 Acc@1: 75.24%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [575/1000] Iter[450/ 41] Loss: 0.8314 SupLoss: 0.3034 UsupLoss: 0.5207 NLLLoss: 0.0534 Acc@1: 99.704%
- | Validation Epoch #575 Loss: 0.8304 NLLLoss: 0.8304 Acc@1: 75.24%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [576/1000] Iter[450/ 41] Loss: 0.8802 SupLoss: 0.3273 UsupLoss: 0.5456 NLLLoss: 0.0550 Acc@1: 99.684%
- | Validation Epoch #576 Loss: 0.8042 NLLLoss: 0.8042 Acc@1: 76.82%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [577/1000] Iter[450/ 41] Loss: 0.8636 SupLoss: 0.3043 UsupLoss: 0.5519 NLLLoss: 0.0552 Acc@1: 99.631%
- | Validation Epoch #577 Loss: 0.8158 NLLLoss: 0.8158 Acc@1: 77.52%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [578/1000] Iter[450/ 41] Loss: 0.8323 SupLoss: 0.2950 UsupLoss: 0.5298 NLLLoss: 0.0560 Acc@1: 99.629%
- | Validation Epoch #578 Loss: 0.8110 NLLLoss: 0.8110 Acc@1: 75.94%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [579/1000] Iter[450/ 41] Loss: 0.8992 SupLoss: 0.3524 UsupLoss: 0.5394 NLLLoss: 0.0542 Acc@1: 99.649%
- | Validation Epoch #579 Loss: 0.8887 NLLLoss: 0.8887 Acc@1: 74.12%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [580/1000] Iter[450/ 41] Loss: 0.8473 SupLoss: 0.3190 UsupLoss: 0.5211 NLLLoss: 0.0572 Acc@1: 99.647%
- | Validation Epoch #580 Loss: 0.8628 NLLLoss: 0.8628 Acc@1: 76.18%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [581/1000] Iter[450/ 41] Loss: 0.8790 SupLoss: 0.3405 UsupLoss: 0.5313 NLLLoss: 0.0558 Acc@1: 99.633%
- | Validation Epoch #581 Loss: 0.8241 NLLLoss: 0.8241 Acc@1: 75.14%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [582/1000] Iter[450/ 41] Loss: 0.8803 SupLoss: 0.3221 UsupLoss: 0.5509 NLLLoss: 0.0536 Acc@1: 99.609%
- | Validation Epoch #582 Loss: 0.8389 NLLLoss: 0.8389 Acc@1: 75.74%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [583/1000] Iter[450/ 41] Loss: 0.9019 SupLoss: 0.3665 UsupLoss: 0.5281 NLLLoss: 0.0574 Acc@1: 99.591%
- | Validation Epoch #583 Loss: 0.7838 NLLLoss: 0.7838 Acc@1: 76.90%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [584/1000] Iter[450/ 41] Loss: 0.8272 SupLoss: 0.3026 UsupLoss: 0.5173 NLLLoss: 0.0536 Acc@1: 99.711%
- | Validation Epoch #584 Loss: 0.8385 NLLLoss: 0.8385 Acc@1: 75.62%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [585/1000] Iter[450/ 41] Loss: 0.8847 SupLoss: 0.3204 UsupLoss: 0.5570 NLLLoss: 0.0547 Acc@1: 99.700%
- | Validation Epoch #585 Loss: 0.8098 NLLLoss: 0.8098 Acc@1: 76.84%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [586/1000] Iter[450/ 41] Loss: 0.8812 SupLoss: 0.3508 UsupLoss: 0.5229 NLLLoss: 0.0561 Acc@1: 99.687%
- | Validation Epoch #586 Loss: 0.7703 NLLLoss: 0.7703 Acc@1: 77.10%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [587/1000] Iter[450/ 41] Loss: 0.8754 SupLoss: 0.3150 UsupLoss: 0.5530 NLLLoss: 0.0547 Acc@1: 99.618%
- | Validation Epoch #587 Loss: 0.8233 NLLLoss: 0.8233 Acc@1: 76.08%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [588/1000] Iter[450/ 41] Loss: 0.8128 SupLoss: 0.3278 UsupLoss: 0.4777 NLLLoss: 0.0560 Acc@1: 99.711%
- | Validation Epoch #588 Loss: 0.7889 NLLLoss: 0.7889 Acc@1: 76.86%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [589/1000] Iter[450/ 41] Loss: 0.8596 SupLoss: 0.3452 UsupLoss: 0.5071 NLLLoss: 0.0522 Acc@1: 99.733%
- | Validation Epoch #589 Loss: 0.7896 NLLLoss: 0.7896 Acc@1: 76.60%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [590/1000] Iter[450/ 41] Loss: 0.8586 SupLoss: 0.3149 UsupLoss: 0.5364 NLLLoss: 0.0530 Acc@1: 99.636%
- | Validation Epoch #590 Loss: 0.8150 NLLLoss: 0.8150 Acc@1: 76.62%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [591/1000] Iter[450/ 41] Loss: 0.8709 SupLoss: 0.3568 UsupLoss: 0.5068 NLLLoss: 0.0581 Acc@1: 99.642%
- | Validation Epoch #591 Loss: 0.8371 NLLLoss: 0.8371 Acc@1: 73.58%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [592/1000] Iter[450/ 41] Loss: 0.8193 SupLoss: 0.3134 UsupLoss: 0.4988 NLLLoss: 0.0548 Acc@1: 99.671%
- | Validation Epoch #592 Loss: 0.8471 NLLLoss: 0.8471 Acc@1: 76.00%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [593/1000] Iter[450/ 41] Loss: 0.8497 SupLoss: 0.2976 UsupLoss: 0.5448 NLLLoss: 0.0516 Acc@1: 99.716%
- | Validation Epoch #593 Loss: 0.8234 NLLLoss: 0.8234 Acc@1: 76.22%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [594/1000] Iter[450/ 41] Loss: 0.8094 SupLoss: 0.2788 UsupLoss: 0.5232 NLLLoss: 0.0524 Acc@1: 99.669%
- | Validation Epoch #594 Loss: 0.8122 NLLLoss: 0.8122 Acc@1: 76.16%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [595/1000] Iter[450/ 41] Loss: 0.8961 SupLoss: 0.3353 UsupLoss: 0.5535 NLLLoss: 0.0531 Acc@1: 99.580%
- | Validation Epoch #595 Loss: 0.7431 NLLLoss: 0.7431 Acc@1: 77.56%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [596/1000] Iter[450/ 41] Loss: 0.8299 SupLoss: 0.3093 UsupLoss: 0.5132 NLLLoss: 0.0531 Acc@1: 99.656%
- | Validation Epoch #596 Loss: 0.7951 NLLLoss: 0.7951 Acc@1: 76.76%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [597/1000] Iter[450/ 41] Loss: 0.8616 SupLoss: 0.3250 UsupLoss: 0.5293 NLLLoss: 0.0511 Acc@1: 99.660%
- | Validation Epoch #597 Loss: 0.9130 NLLLoss: 0.9130 Acc@1: 74.40%
- | Best Test Acc: Acc@1: 77.43%
- | Epoch [598/1000] Iter[450/ 41] Loss: 0.8851 SupLoss: 0.3392 UsupLoss: 0.5385 NLLLoss: 0.0543 Acc@1: 99.653%
- | Validation Epoch #598 Loss: 0.7488 NLLLoss: 0.7488 Acc@1: 78.04%
- | Best Test Acc: Epoch #598 Loss: 0.7709 NLLLoss: 0.7709 Acc@1: 77.57%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [599/1000] Iter[450/ 41] Loss: 0.8201 SupLoss: 0.3167 UsupLoss: 0.4961 NLLLoss: 0.0541 Acc@1: 99.709%
- | Validation Epoch #599 Loss: 0.7716 NLLLoss: 0.7716 Acc@1: 77.04%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [600/1000] Iter[450/ 41] Loss: 0.8978 SupLoss: 0.3436 UsupLoss: 0.5469 NLLLoss: 0.0523 Acc@1: 99.684%
- | Validation Epoch #600 Loss: 0.7644 NLLLoss: 0.7644 Acc@1: 77.32%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [601/1000] Iter[450/ 41] Loss: 0.8708 SupLoss: 0.3156 UsupLoss: 0.5478 NLLLoss: 0.0546 Acc@1: 99.564%
- | Validation Epoch #601 Loss: 0.7733 NLLLoss: 0.7733 Acc@1: 77.48%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [602/1000] Iter[450/ 41] Loss: 0.8843 SupLoss: 0.3245 UsupLoss: 0.5524 NLLLoss: 0.0547 Acc@1: 99.633%
- | Validation Epoch #602 Loss: 0.7410 NLLLoss: 0.7410 Acc@1: 77.48%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [603/1000] Iter[450/ 41] Loss: 0.8612 SupLoss: 0.3308 UsupLoss: 0.5229 NLLLoss: 0.0572 Acc@1: 99.636%
- | Validation Epoch #603 Loss: 0.9080 NLLLoss: 0.9080 Acc@1: 74.24%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [604/1000] Iter[450/ 41] Loss: 0.8602 SupLoss: 0.3089 UsupLoss: 0.5439 NLLLoss: 0.0527 Acc@1: 99.660%
- | Validation Epoch #604 Loss: 0.8276 NLLLoss: 0.8276 Acc@1: 76.74%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [605/1000] Iter[450/ 41] Loss: 0.8573 SupLoss: 0.2978 UsupLoss: 0.5522 NLLLoss: 0.0538 Acc@1: 99.607%
- | Validation Epoch #605 Loss: 0.8663 NLLLoss: 0.8663 Acc@1: 76.32%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [606/1000] Iter[450/ 41] Loss: 0.8325 SupLoss: 0.3222 UsupLoss: 0.5029 NLLLoss: 0.0541 Acc@1: 99.627%
- | Validation Epoch #606 Loss: 0.8111 NLLLoss: 0.8111 Acc@1: 76.40%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [607/1000] Iter[450/ 41] Loss: 0.8349 SupLoss: 0.3099 UsupLoss: 0.5176 NLLLoss: 0.0507 Acc@1: 99.678%
- | Validation Epoch #607 Loss: 0.8316 NLLLoss: 0.8316 Acc@1: 75.64%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [608/1000] Iter[450/ 41] Loss: 0.8775 SupLoss: 0.3385 UsupLoss: 0.5315 NLLLoss: 0.0516 Acc@1: 99.693%
- | Validation Epoch #608 Loss: 0.9272 NLLLoss: 0.9272 Acc@1: 74.72%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [609/1000] Iter[450/ 41] Loss: 0.8633 SupLoss: 0.3117 UsupLoss: 0.5441 NLLLoss: 0.0527 Acc@1: 99.662%
- | Validation Epoch #609 Loss: 0.8621 NLLLoss: 0.8621 Acc@1: 75.16%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [610/1000] Iter[450/ 41] Loss: 0.8266 SupLoss: 0.3042 UsupLoss: 0.5149 NLLLoss: 0.0518 Acc@1: 99.669%
- | Validation Epoch #610 Loss: 0.8375 NLLLoss: 0.8375 Acc@1: 74.76%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [611/1000] Iter[450/ 41] Loss: 0.7875 SupLoss: 0.3217 UsupLoss: 0.4586 NLLLoss: 0.0511 Acc@1: 99.756%
- | Validation Epoch #611 Loss: 0.8071 NLLLoss: 0.8071 Acc@1: 76.58%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [612/1000] Iter[450/ 41] Loss: 0.8235 SupLoss: 0.3063 UsupLoss: 0.5099 NLLLoss: 0.0497 Acc@1: 99.729%
- | Validation Epoch #612 Loss: 0.7692 NLLLoss: 0.7692 Acc@1: 77.38%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [613/1000] Iter[450/ 41] Loss: 0.8366 SupLoss: 0.3197 UsupLoss: 0.5094 NLLLoss: 0.0493 Acc@1: 99.676%
- | Validation Epoch #613 Loss: 0.8540 NLLLoss: 0.8540 Acc@1: 76.56%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [614/1000] Iter[450/ 41] Loss: 0.8391 SupLoss: 0.3307 UsupLoss: 0.5010 NLLLoss: 0.0510 Acc@1: 99.731%
- | Validation Epoch #614 Loss: 0.8248 NLLLoss: 0.8248 Acc@1: 76.32%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [615/1000] Iter[450/ 41] Loss: 0.8338 SupLoss: 0.3066 UsupLoss: 0.5198 NLLLoss: 0.0512 Acc@1: 99.671%
- | Validation Epoch #615 Loss: 0.8206 NLLLoss: 0.8206 Acc@1: 76.12%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [616/1000] Iter[450/ 41] Loss: 0.8172 SupLoss: 0.2854 UsupLoss: 0.5243 NLLLoss: 0.0499 Acc@1: 99.638%
- | Validation Epoch #616 Loss: 0.8337 NLLLoss: 0.8337 Acc@1: 76.32%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [617/1000] Iter[450/ 41] Loss: 0.8466 SupLoss: 0.3188 UsupLoss: 0.5203 NLLLoss: 0.0528 Acc@1: 99.667%
- | Validation Epoch #617 Loss: 0.8170 NLLLoss: 0.8170 Acc@1: 76.00%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [618/1000] Iter[450/ 41] Loss: 0.8356 SupLoss: 0.3138 UsupLoss: 0.5145 NLLLoss: 0.0516 Acc@1: 99.711%
- | Validation Epoch #618 Loss: 0.7690 NLLLoss: 0.7690 Acc@1: 77.28%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [619/1000] Iter[450/ 41] Loss: 0.8289 SupLoss: 0.3051 UsupLoss: 0.5163 NLLLoss: 0.0512 Acc@1: 99.698%
- | Validation Epoch #619 Loss: 0.7522 NLLLoss: 0.7522 Acc@1: 76.92%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [620/1000] Iter[450/ 41] Loss: 0.7799 SupLoss: 0.2818 UsupLoss: 0.4907 NLLLoss: 0.0516 Acc@1: 99.689%
- | Validation Epoch #620 Loss: 0.9502 NLLLoss: 0.9502 Acc@1: 73.32%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [621/1000] Iter[450/ 41] Loss: 0.8112 SupLoss: 0.2869 UsupLoss: 0.5168 NLLLoss: 0.0486 Acc@1: 99.707%
- | Validation Epoch #621 Loss: 0.8669 NLLLoss: 0.8669 Acc@1: 75.60%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [622/1000] Iter[450/ 41] Loss: 0.8752 SupLoss: 0.3273 UsupLoss: 0.5404 NLLLoss: 0.0529 Acc@1: 99.602%
- | Validation Epoch #622 Loss: 0.8203 NLLLoss: 0.8203 Acc@1: 76.04%
- | Best Test Acc: Acc@1: 77.57%
- | Epoch [623/1000] Iter[450/ 41] Loss: 0.8140 SupLoss: 0.2819 UsupLoss: 0.5248 NLLLoss: 0.0489 Acc@1: 99.691%
- | Validation Epoch #623 Loss: 0.7699 NLLLoss: 0.7699 Acc@1: 78.36%
- | Best Test Acc: Epoch #623 Loss: 0.7881 NLLLoss: 0.7881 Acc@1: 78.35%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [624/1000] Iter[450/ 41] Loss: 0.8648 SupLoss: 0.3135 UsupLoss: 0.5438 NLLLoss: 0.0503 Acc@1: 99.649%
- | Validation Epoch #624 Loss: 0.7383 NLLLoss: 0.7383 Acc@1: 78.06%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [625/1000] Iter[450/ 41] Loss: 0.8277 SupLoss: 0.3314 UsupLoss: 0.4888 NLLLoss: 0.0513 Acc@1: 99.660%
- | Validation Epoch #625 Loss: 0.8169 NLLLoss: 0.8169 Acc@1: 76.96%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [626/1000] Iter[450/ 41] Loss: 0.8117 SupLoss: 0.2855 UsupLoss: 0.5188 NLLLoss: 0.0482 Acc@1: 99.736%
- | Validation Epoch #626 Loss: 0.7983 NLLLoss: 0.7983 Acc@1: 77.76%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [627/1000] Iter[450/ 41] Loss: 0.8236 SupLoss: 0.3123 UsupLoss: 0.5039 NLLLoss: 0.0513 Acc@1: 99.620%
- | Validation Epoch #627 Loss: 0.8548 NLLLoss: 0.8548 Acc@1: 75.20%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [628/1000] Iter[450/ 41] Loss: 0.8442 SupLoss: 0.3136 UsupLoss: 0.5231 NLLLoss: 0.0518 Acc@1: 99.589%
- | Validation Epoch #628 Loss: 0.7863 NLLLoss: 0.7863 Acc@1: 76.48%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [629/1000] Iter[450/ 41] Loss: 0.8476 SupLoss: 0.3238 UsupLoss: 0.5164 NLLLoss: 0.0505 Acc@1: 99.676%
- | Validation Epoch #629 Loss: 0.8809 NLLLoss: 0.8809 Acc@1: 74.54%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [630/1000] Iter[450/ 41] Loss: 0.8258 SupLoss: 0.3038 UsupLoss: 0.5147 NLLLoss: 0.0489 Acc@1: 99.658%
- | Validation Epoch #630 Loss: 0.8472 NLLLoss: 0.8472 Acc@1: 75.14%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [631/1000] Iter[450/ 41] Loss: 0.8320 SupLoss: 0.3131 UsupLoss: 0.5114 NLLLoss: 0.0505 Acc@1: 99.658%
- | Validation Epoch #631 Loss: 0.8005 NLLLoss: 0.8005 Acc@1: 76.92%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [632/1000] Iter[450/ 41] Loss: 0.7839 SupLoss: 0.2630 UsupLoss: 0.5134 NLLLoss: 0.0476 Acc@1: 99.698%
- | Validation Epoch #632 Loss: 0.8039 NLLLoss: 0.8039 Acc@1: 76.16%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [633/1000] Iter[450/ 41] Loss: 0.8379 SupLoss: 0.3070 UsupLoss: 0.5234 NLLLoss: 0.0483 Acc@1: 99.727%
- | Validation Epoch #633 Loss: 0.7835 NLLLoss: 0.7835 Acc@1: 75.50%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [634/1000] Iter[450/ 41] Loss: 0.8309 SupLoss: 0.2849 UsupLoss: 0.5384 NLLLoss: 0.0505 Acc@1: 99.649%
- | Validation Epoch #634 Loss: 0.8579 NLLLoss: 0.8579 Acc@1: 76.38%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [635/1000] Iter[450/ 41] Loss: 0.8504 SupLoss: 0.3293 UsupLoss: 0.5135 NLLLoss: 0.0489 Acc@1: 99.684%
- | Validation Epoch #635 Loss: 0.7454 NLLLoss: 0.7454 Acc@1: 77.34%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [636/1000] Iter[450/ 41] Loss: 0.7795 SupLoss: 0.2824 UsupLoss: 0.4897 NLLLoss: 0.0474 Acc@1: 99.738%
- | Validation Epoch #636 Loss: 0.7956 NLLLoss: 0.7956 Acc@1: 77.36%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [637/1000] Iter[450/ 41] Loss: 0.8245 SupLoss: 0.3134 UsupLoss: 0.5038 NLLLoss: 0.0509 Acc@1: 99.656%
- | Validation Epoch #637 Loss: 0.8608 NLLLoss: 0.8608 Acc@1: 75.20%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [638/1000] Iter[450/ 41] Loss: 0.8236 SupLoss: 0.3036 UsupLoss: 0.5125 NLLLoss: 0.0490 Acc@1: 99.680%
- | Validation Epoch #638 Loss: 0.7701 NLLLoss: 0.7701 Acc@1: 77.56%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [639/1000] Iter[450/ 41] Loss: 0.8315 SupLoss: 0.3069 UsupLoss: 0.5172 NLLLoss: 0.0530 Acc@1: 99.607%
- | Validation Epoch #639 Loss: 0.8239 NLLLoss: 0.8239 Acc@1: 77.42%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [640/1000] Iter[450/ 41] Loss: 0.8614 SupLoss: 0.3186 UsupLoss: 0.5352 NLLLoss: 0.0500 Acc@1: 99.631%
- | Validation Epoch #640 Loss: 0.8188 NLLLoss: 0.8188 Acc@1: 75.54%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [641/1000] Iter[450/ 41] Loss: 0.8348 SupLoss: 0.3087 UsupLoss: 0.5185 NLLLoss: 0.0525 Acc@1: 99.678%
- | Validation Epoch #641 Loss: 0.7585 NLLLoss: 0.7585 Acc@1: 76.88%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [642/1000] Iter[450/ 41] Loss: 0.8087 SupLoss: 0.3248 UsupLoss: 0.4763 NLLLoss: 0.0509 Acc@1: 99.720%
- | Validation Epoch #642 Loss: 0.8443 NLLLoss: 0.8443 Acc@1: 76.18%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [643/1000] Iter[450/ 41] Loss: 0.7780 SupLoss: 0.3186 UsupLoss: 0.4520 NLLLoss: 0.0488 Acc@1: 99.747%
- | Validation Epoch #643 Loss: 0.7607 NLLLoss: 0.7607 Acc@1: 77.88%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [644/1000] Iter[450/ 41] Loss: 0.8455 SupLoss: 0.3175 UsupLoss: 0.5206 NLLLoss: 0.0471 Acc@1: 99.642%
- | Validation Epoch #644 Loss: 0.7724 NLLLoss: 0.7724 Acc@1: 77.36%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [645/1000] Iter[450/ 41] Loss: 0.8074 SupLoss: 0.2978 UsupLoss: 0.5020 NLLLoss: 0.0466 Acc@1: 99.682%
- | Validation Epoch #645 Loss: 0.8294 NLLLoss: 0.8294 Acc@1: 76.70%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [646/1000] Iter[450/ 41] Loss: 0.8440 SupLoss: 0.3153 UsupLoss: 0.5212 NLLLoss: 0.0483 Acc@1: 99.698%
- | Validation Epoch #646 Loss: 0.9267 NLLLoss: 0.9267 Acc@1: 74.86%
- | Best Test Acc: Acc@1: 78.35%
- | Epoch [647/1000] Iter[450/ 41] Loss: 0.8596 SupLoss: 0.3346 UsupLoss: 0.5175 NLLLoss: 0.0492 Acc@1: 99.638%
- | Validation Epoch #647 Loss: 0.7427 NLLLoss: 0.7427 Acc@1: 78.60%
- | Best Test Acc: Epoch #647 Loss: 0.7597 NLLLoss: 0.7597 Acc@1: 77.69%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [648/1000] Iter[450/ 41] Loss: 0.8539 SupLoss: 0.3424 UsupLoss: 0.5039 NLLLoss: 0.0496 Acc@1: 99.598%
- | Validation Epoch #648 Loss: 0.7709 NLLLoss: 0.7709 Acc@1: 77.52%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [649/1000] Iter[450/ 41] Loss: 0.8101 SupLoss: 0.3137 UsupLoss: 0.4889 NLLLoss: 0.0519 Acc@1: 99.689%
- | Validation Epoch #649 Loss: 0.7694 NLLLoss: 0.7694 Acc@1: 78.08%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [650/1000] Iter[450/ 41] Loss: 0.8033 SupLoss: 0.3157 UsupLoss: 0.4803 NLLLoss: 0.0486 Acc@1: 99.760%
- | Validation Epoch #650 Loss: 0.7985 NLLLoss: 0.7985 Acc@1: 77.76%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [651/1000] Iter[450/ 41] Loss: 0.8149 SupLoss: 0.3058 UsupLoss: 0.5018 NLLLoss: 0.0480 Acc@1: 99.720%
- | Validation Epoch #651 Loss: 0.7383 NLLLoss: 0.7383 Acc@1: 77.82%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [652/1000] Iter[450/ 41] Loss: 0.8465 SupLoss: 0.3327 UsupLoss: 0.5064 NLLLoss: 0.0479 Acc@1: 99.658%
- | Validation Epoch #652 Loss: 0.8072 NLLLoss: 0.8072 Acc@1: 76.76%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [653/1000] Iter[450/ 41] Loss: 0.8584 SupLoss: 0.3412 UsupLoss: 0.5096 NLLLoss: 0.0496 Acc@1: 99.618%
- | Validation Epoch #653 Loss: 0.8656 NLLLoss: 0.8656 Acc@1: 76.18%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [654/1000] Iter[450/ 41] Loss: 0.8693 SupLoss: 0.3343 UsupLoss: 0.5275 NLLLoss: 0.0486 Acc@1: 99.662%
- | Validation Epoch #654 Loss: 0.7835 NLLLoss: 0.7835 Acc@1: 76.38%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [655/1000] Iter[450/ 41] Loss: 0.8039 SupLoss: 0.2835 UsupLoss: 0.5129 NLLLoss: 0.0466 Acc@1: 99.653%
- | Validation Epoch #655 Loss: 0.7853 NLLLoss: 0.7853 Acc@1: 77.36%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [656/1000] Iter[450/ 41] Loss: 0.7911 SupLoss: 0.2880 UsupLoss: 0.4956 NLLLoss: 0.0479 Acc@1: 99.704%
- | Validation Epoch #656 Loss: 0.8390 NLLLoss: 0.8390 Acc@1: 75.50%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [657/1000] Iter[450/ 41] Loss: 0.8512 SupLoss: 0.3244 UsupLoss: 0.5190 NLLLoss: 0.0483 Acc@1: 99.680%
- | Validation Epoch #657 Loss: 0.7524 NLLLoss: 0.7524 Acc@1: 76.76%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [658/1000] Iter[450/ 41] Loss: 0.8026 SupLoss: 0.3086 UsupLoss: 0.4864 NLLLoss: 0.0479 Acc@1: 99.709%
- | Validation Epoch #658 Loss: 0.8132 NLLLoss: 0.8132 Acc@1: 76.34%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [659/1000] Iter[450/ 41] Loss: 0.8615 SupLoss: 0.3529 UsupLoss: 0.5011 NLLLoss: 0.0484 Acc@1: 99.676%
- | Validation Epoch #659 Loss: 0.8528 NLLLoss: 0.8528 Acc@1: 75.40%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [660/1000] Iter[450/ 41] Loss: 0.8158 SupLoss: 0.2886 UsupLoss: 0.5196 NLLLoss: 0.0496 Acc@1: 99.636%
- | Validation Epoch #660 Loss: 0.8253 NLLLoss: 0.8253 Acc@1: 77.26%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [661/1000] Iter[450/ 41] Loss: 0.8030 SupLoss: 0.2783 UsupLoss: 0.5172 NLLLoss: 0.0459 Acc@1: 99.676%
- | Validation Epoch #661 Loss: 0.8151 NLLLoss: 0.8151 Acc@1: 77.22%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [662/1000] Iter[450/ 41] Loss: 0.8343 SupLoss: 0.3206 UsupLoss: 0.5059 NLLLoss: 0.0472 Acc@1: 99.693%
- | Validation Epoch #662 Loss: 0.8440 NLLLoss: 0.8440 Acc@1: 76.56%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [663/1000] Iter[450/ 41] Loss: 0.7553 SupLoss: 0.2771 UsupLoss: 0.4707 NLLLoss: 0.0450 Acc@1: 99.758%
- | Validation Epoch #663 Loss: 0.7820 NLLLoss: 0.7820 Acc@1: 77.74%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [664/1000] Iter[450/ 41] Loss: 0.8123 SupLoss: 0.3096 UsupLoss: 0.4952 NLLLoss: 0.0462 Acc@1: 99.713%
- | Validation Epoch #664 Loss: 0.8401 NLLLoss: 0.8401 Acc@1: 76.08%
- | Best Test Acc: Acc@1: 77.69%
- | Epoch [665/1000] Iter[450/ 41] Loss: 0.7983 SupLoss: 0.3098 UsupLoss: 0.4812 NLLLoss: 0.0473 Acc@1: 99.696%
- | Validation Epoch #665 Loss: 0.7800 NLLLoss: 0.7800 Acc@1: 78.78%
- | Best Test Acc: Epoch #665 Loss: 0.7966 NLLLoss: 0.7966 Acc@1: 78.13%
- | Best Test Acc: Acc@1: 78.13%
- | Epoch [666/1000] Iter[450/ 41] Loss: 0.8116 SupLoss: 0.3008 UsupLoss: 0.5032 NLLLoss: 0.0485 Acc@1: 99.664%
- | Validation Epoch #666 Loss: 0.7621 NLLLoss: 0.7621 Acc@1: 78.82%
- | Best Test Acc: Epoch #666 Loss: 0.7706 NLLLoss: 0.7706 Acc@1: 78.69%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [667/1000] Iter[450/ 41] Loss: 0.7899 SupLoss: 0.3034 UsupLoss: 0.4791 NLLLoss: 0.0472 Acc@1: 99.729%
- | Validation Epoch #667 Loss: 0.7676 NLLLoss: 0.7676 Acc@1: 77.34%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [668/1000] Iter[450/ 41] Loss: 0.7817 SupLoss: 0.3105 UsupLoss: 0.4638 NLLLoss: 0.0472 Acc@1: 99.744%
- | Validation Epoch #668 Loss: 0.7950 NLLLoss: 0.7950 Acc@1: 77.18%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [669/1000] Iter[450/ 41] Loss: 0.8312 SupLoss: 0.3340 UsupLoss: 0.4900 NLLLoss: 0.0470 Acc@1: 99.698%
- | Validation Epoch #669 Loss: 0.8129 NLLLoss: 0.8129 Acc@1: 76.86%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [670/1000] Iter[450/ 41] Loss: 0.8413 SupLoss: 0.3273 UsupLoss: 0.5067 NLLLoss: 0.0446 Acc@1: 99.751%
- | Validation Epoch #670 Loss: 0.7235 NLLLoss: 0.7235 Acc@1: 78.00%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [671/1000] Iter[450/ 41] Loss: 0.8080 SupLoss: 0.3081 UsupLoss: 0.4924 NLLLoss: 0.0495 Acc@1: 99.724%
- | Validation Epoch #671 Loss: 0.7555 NLLLoss: 0.7555 Acc@1: 77.70%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [672/1000] Iter[450/ 41] Loss: 0.8240 SupLoss: 0.3053 UsupLoss: 0.5113 NLLLoss: 0.0477 Acc@1: 99.698%
- | Validation Epoch #672 Loss: 0.8250 NLLLoss: 0.8250 Acc@1: 77.00%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [673/1000] Iter[450/ 41] Loss: 0.8508 SupLoss: 0.3470 UsupLoss: 0.4962 NLLLoss: 0.0488 Acc@1: 99.704%
- | Validation Epoch #673 Loss: 0.7854 NLLLoss: 0.7854 Acc@1: 77.04%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [674/1000] Iter[450/ 41] Loss: 0.8463 SupLoss: 0.3445 UsupLoss: 0.4944 NLLLoss: 0.0487 Acc@1: 99.651%
- | Validation Epoch #674 Loss: 0.7341 NLLLoss: 0.7341 Acc@1: 78.62%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [675/1000] Iter[450/ 41] Loss: 0.8171 SupLoss: 0.3123 UsupLoss: 0.4972 NLLLoss: 0.0500 Acc@1: 99.678%
- | Validation Epoch #675 Loss: 0.7794 NLLLoss: 0.7794 Acc@1: 77.36%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [676/1000] Iter[450/ 41] Loss: 0.8124 SupLoss: 0.3111 UsupLoss: 0.4938 NLLLoss: 0.0455 Acc@1: 99.738%
- | Validation Epoch #676 Loss: 0.7998 NLLLoss: 0.7998 Acc@1: 76.92%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [677/1000] Iter[450/ 41] Loss: 0.8292 SupLoss: 0.3210 UsupLoss: 0.5006 NLLLoss: 0.0501 Acc@1: 99.664%
- | Validation Epoch #677 Loss: 0.7337 NLLLoss: 0.7337 Acc@1: 77.54%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [678/1000] Iter[450/ 41] Loss: 0.8225 SupLoss: 0.3194 UsupLoss: 0.4955 NLLLoss: 0.0464 Acc@1: 99.680%
- | Validation Epoch #678 Loss: 0.7724 NLLLoss: 0.7724 Acc@1: 77.82%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [679/1000] Iter[450/ 41] Loss: 0.8412 SupLoss: 0.3426 UsupLoss: 0.4911 NLLLoss: 0.0482 Acc@1: 99.731%
- | Validation Epoch #679 Loss: 0.7816 NLLLoss: 0.7816 Acc@1: 77.74%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [680/1000] Iter[450/ 41] Loss: 0.8221 SupLoss: 0.2982 UsupLoss: 0.5164 NLLLoss: 0.0483 Acc@1: 99.622%
- | Validation Epoch #680 Loss: 0.8575 NLLLoss: 0.8575 Acc@1: 76.58%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [681/1000] Iter[450/ 41] Loss: 0.8279 SupLoss: 0.3422 UsupLoss: 0.4782 NLLLoss: 0.0484 Acc@1: 99.676%
- | Validation Epoch #681 Loss: 0.7822 NLLLoss: 0.7822 Acc@1: 77.12%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [682/1000] Iter[450/ 41] Loss: 0.8174 SupLoss: 0.3165 UsupLoss: 0.4934 NLLLoss: 0.0464 Acc@1: 99.696%
- | Validation Epoch #682 Loss: 0.8364 NLLLoss: 0.8364 Acc@1: 76.88%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [683/1000] Iter[450/ 41] Loss: 0.8519 SupLoss: 0.2998 UsupLoss: 0.5444 NLLLoss: 0.0480 Acc@1: 99.656%
- | Validation Epoch #683 Loss: 0.8032 NLLLoss: 0.8032 Acc@1: 76.94%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [684/1000] Iter[450/ 41] Loss: 0.7981 SupLoss: 0.3125 UsupLoss: 0.4778 NLLLoss: 0.0489 Acc@1: 99.713%
- | Validation Epoch #684 Loss: 0.7249 NLLLoss: 0.7249 Acc@1: 78.80%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [685/1000] Iter[450/ 41] Loss: 0.8174 SupLoss: 0.3110 UsupLoss: 0.4990 NLLLoss: 0.0473 Acc@1: 99.698%
- | Validation Epoch #685 Loss: 0.7093 NLLLoss: 0.7093 Acc@1: 78.76%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [686/1000] Iter[450/ 41] Loss: 0.8074 SupLoss: 0.2830 UsupLoss: 0.5168 NLLLoss: 0.0482 Acc@1: 99.633%
- | Validation Epoch #686 Loss: 0.7845 NLLLoss: 0.7845 Acc@1: 76.64%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [687/1000] Iter[450/ 41] Loss: 0.8585 SupLoss: 0.3330 UsupLoss: 0.5178 NLLLoss: 0.0467 Acc@1: 99.678%
- | Validation Epoch #687 Loss: 0.7572 NLLLoss: 0.7572 Acc@1: 77.64%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [688/1000] Iter[450/ 41] Loss: 0.8332 SupLoss: 0.3002 UsupLoss: 0.5252 NLLLoss: 0.0466 Acc@1: 99.667%
- | Validation Epoch #688 Loss: 0.7568 NLLLoss: 0.7568 Acc@1: 78.18%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [689/1000] Iter[450/ 41] Loss: 0.8192 SupLoss: 0.3088 UsupLoss: 0.5029 NLLLoss: 0.0459 Acc@1: 99.704%
- | Validation Epoch #689 Loss: 0.7968 NLLLoss: 0.7968 Acc@1: 77.76%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [690/1000] Iter[450/ 41] Loss: 0.7971 SupLoss: 0.3294 UsupLoss: 0.4602 NLLLoss: 0.0480 Acc@1: 99.753%
- | Validation Epoch #690 Loss: 0.7381 NLLLoss: 0.7381 Acc@1: 78.40%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [691/1000] Iter[450/ 41] Loss: 0.8029 SupLoss: 0.2922 UsupLoss: 0.5031 NLLLoss: 0.0453 Acc@1: 99.680%
- | Validation Epoch #691 Loss: 0.7735 NLLLoss: 0.7735 Acc@1: 77.98%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [692/1000] Iter[450/ 41] Loss: 0.8159 SupLoss: 0.3108 UsupLoss: 0.4975 NLLLoss: 0.0484 Acc@1: 99.698%
- | Validation Epoch #692 Loss: 0.7529 NLLLoss: 0.7529 Acc@1: 78.24%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [693/1000] Iter[450/ 41] Loss: 0.8207 SupLoss: 0.2969 UsupLoss: 0.5161 NLLLoss: 0.0449 Acc@1: 99.764%
- | Validation Epoch #693 Loss: 0.7775 NLLLoss: 0.7775 Acc@1: 77.96%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [694/1000] Iter[450/ 41] Loss: 0.8376 SupLoss: 0.3116 UsupLoss: 0.5184 NLLLoss: 0.0456 Acc@1: 99.707%
- | Validation Epoch #694 Loss: 0.7516 NLLLoss: 0.7516 Acc@1: 77.42%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [695/1000] Iter[450/ 41] Loss: 0.8608 SupLoss: 0.3479 UsupLoss: 0.5051 NLLLoss: 0.0484 Acc@1: 99.671%
- | Validation Epoch #695 Loss: 0.7633 NLLLoss: 0.7633 Acc@1: 77.84%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [696/1000] Iter[450/ 41] Loss: 0.7895 SupLoss: 0.3203 UsupLoss: 0.4617 NLLLoss: 0.0490 Acc@1: 99.729%
- | Validation Epoch #696 Loss: 0.8015 NLLLoss: 0.8015 Acc@1: 77.64%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [697/1000] Iter[450/ 41] Loss: 0.7825 SupLoss: 0.2820 UsupLoss: 0.4929 NLLLoss: 0.0462 Acc@1: 99.711%
- | Validation Epoch #697 Loss: 0.7811 NLLLoss: 0.7811 Acc@1: 77.92%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [698/1000] Iter[450/ 41] Loss: 0.8070 SupLoss: 0.3233 UsupLoss: 0.4760 NLLLoss: 0.0473 Acc@1: 99.627%
- | Validation Epoch #698 Loss: 0.7975 NLLLoss: 0.7975 Acc@1: 77.50%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [699/1000] Iter[450/ 41] Loss: 0.8125 SupLoss: 0.2959 UsupLoss: 0.5089 NLLLoss: 0.0462 Acc@1: 99.720%
- | Validation Epoch #699 Loss: 0.7459 NLLLoss: 0.7459 Acc@1: 77.06%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [700/1000] Iter[450/ 41] Loss: 0.7925 SupLoss: 0.2822 UsupLoss: 0.5026 NLLLoss: 0.0468 Acc@1: 99.687%
- | Validation Epoch #700 Loss: 0.7831 NLLLoss: 0.7831 Acc@1: 77.06%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [701/1000] Iter[450/ 41] Loss: 0.8346 SupLoss: 0.3035 UsupLoss: 0.5235 NLLLoss: 0.0468 Acc@1: 99.656%
- | Validation Epoch #701 Loss: 0.7629 NLLLoss: 0.7629 Acc@1: 78.02%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [702/1000] Iter[450/ 41] Loss: 0.8229 SupLoss: 0.3302 UsupLoss: 0.4851 NLLLoss: 0.0498 Acc@1: 99.649%
- | Validation Epoch #702 Loss: 0.7654 NLLLoss: 0.7654 Acc@1: 78.02%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [703/1000] Iter[450/ 41] Loss: 0.8241 SupLoss: 0.3039 UsupLoss: 0.5126 NLLLoss: 0.0485 Acc@1: 99.616%
- | Validation Epoch #703 Loss: 0.7733 NLLLoss: 0.7733 Acc@1: 78.00%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [704/1000] Iter[450/ 41] Loss: 0.7780 SupLoss: 0.2701 UsupLoss: 0.5002 NLLLoss: 0.0455 Acc@1: 99.696%
- | Validation Epoch #704 Loss: 0.7917 NLLLoss: 0.7917 Acc@1: 77.10%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [705/1000] Iter[450/ 41] Loss: 0.7909 SupLoss: 0.3203 UsupLoss: 0.4630 NLLLoss: 0.0484 Acc@1: 99.733%
- | Validation Epoch #705 Loss: 0.7429 NLLLoss: 0.7429 Acc@1: 77.68%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [706/1000] Iter[450/ 41] Loss: 0.7824 SupLoss: 0.2878 UsupLoss: 0.4871 NLLLoss: 0.0434 Acc@1: 99.773%
- | Validation Epoch #706 Loss: 0.7297 NLLLoss: 0.7297 Acc@1: 78.50%
- | Best Test Acc: Acc@1: 78.69%
- | Epoch [707/1000] Iter[450/ 41] Loss: 0.8198 SupLoss: 0.3107 UsupLoss: 0.5016 NLLLoss: 0.0469 Acc@1: 99.702%
- | Validation Epoch #707 Loss: 0.7248 NLLLoss: 0.7248 Acc@1: 79.38%
- | Best Test Acc: Epoch #707 Loss: 0.7079 NLLLoss: 0.7079 Acc@1: 79.20%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [708/1000] Iter[450/ 41] Loss: 0.8098 SupLoss: 0.2967 UsupLoss: 0.5054 NLLLoss: 0.0470 Acc@1: 99.713%
- | Validation Epoch #708 Loss: 0.8281 NLLLoss: 0.8281 Acc@1: 76.16%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [709/1000] Iter[450/ 41] Loss: 0.8095 SupLoss: 0.3407 UsupLoss: 0.4612 NLLLoss: 0.0494 Acc@1: 99.691%
- | Validation Epoch #709 Loss: 0.7463 NLLLoss: 0.7463 Acc@1: 78.14%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [710/1000] Iter[450/ 41] Loss: 0.7840 SupLoss: 0.2632 UsupLoss: 0.5132 NLLLoss: 0.0435 Acc@1: 99.671%
- | Validation Epoch #710 Loss: 0.8034 NLLLoss: 0.8034 Acc@1: 77.98%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [711/1000] Iter[450/ 41] Loss: 0.8703 SupLoss: 0.3378 UsupLoss: 0.5248 NLLLoss: 0.0473 Acc@1: 99.609%
- | Validation Epoch #711 Loss: 0.7178 NLLLoss: 0.7178 Acc@1: 78.54%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [712/1000] Iter[450/ 41] Loss: 0.8724 SupLoss: 0.3354 UsupLoss: 0.5292 NLLLoss: 0.0490 Acc@1: 99.620%
- | Validation Epoch #712 Loss: 0.7463 NLLLoss: 0.7463 Acc@1: 77.16%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [713/1000] Iter[450/ 41] Loss: 0.8329 SupLoss: 0.3406 UsupLoss: 0.4847 NLLLoss: 0.0463 Acc@1: 99.693%
- | Validation Epoch #713 Loss: 0.8817 NLLLoss: 0.8817 Acc@1: 75.60%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [714/1000] Iter[450/ 41] Loss: 0.7960 SupLoss: 0.2762 UsupLoss: 0.5120 NLLLoss: 0.0453 Acc@1: 99.676%
- | Validation Epoch #714 Loss: 0.8262 NLLLoss: 0.8262 Acc@1: 77.26%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [715/1000] Iter[450/ 41] Loss: 0.8376 SupLoss: 0.3211 UsupLoss: 0.5086 NLLLoss: 0.0461 Acc@1: 99.680%
- | Validation Epoch #715 Loss: 0.8423 NLLLoss: 0.8423 Acc@1: 76.18%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [716/1000] Iter[450/ 41] Loss: 0.7640 SupLoss: 0.2790 UsupLoss: 0.4773 NLLLoss: 0.0464 Acc@1: 99.698%
- | Validation Epoch #716 Loss: 0.7113 NLLLoss: 0.7113 Acc@1: 78.66%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [717/1000] Iter[450/ 41] Loss: 0.8233 SupLoss: 0.3324 UsupLoss: 0.4833 NLLLoss: 0.0465 Acc@1: 99.751%
- | Validation Epoch #717 Loss: 0.8104 NLLLoss: 0.8104 Acc@1: 76.24%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [718/1000] Iter[450/ 41] Loss: 0.8002 SupLoss: 0.3166 UsupLoss: 0.4758 NLLLoss: 0.0449 Acc@1: 99.713%
- | Validation Epoch #718 Loss: 0.7441 NLLLoss: 0.7441 Acc@1: 77.44%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [719/1000] Iter[450/ 41] Loss: 0.7783 SupLoss: 0.2784 UsupLoss: 0.4922 NLLLoss: 0.0455 Acc@1: 99.698%
- | Validation Epoch #719 Loss: 0.7248 NLLLoss: 0.7248 Acc@1: 79.08%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [720/1000] Iter[450/ 41] Loss: 0.8076 SupLoss: 0.2825 UsupLoss: 0.5173 NLLLoss: 0.0461 Acc@1: 99.664%
- | Validation Epoch #720 Loss: 0.8037 NLLLoss: 0.8037 Acc@1: 76.96%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [721/1000] Iter[450/ 41] Loss: 0.7936 SupLoss: 0.3051 UsupLoss: 0.4808 NLLLoss: 0.0446 Acc@1: 99.704%
- | Validation Epoch #721 Loss: 0.7961 NLLLoss: 0.7961 Acc@1: 76.66%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [722/1000] Iter[450/ 41] Loss: 0.7934 SupLoss: 0.2998 UsupLoss: 0.4859 NLLLoss: 0.0447 Acc@1: 99.704%
- | Validation Epoch #722 Loss: 0.7277 NLLLoss: 0.7277 Acc@1: 79.18%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [723/1000] Iter[450/ 41] Loss: 0.8216 SupLoss: 0.2908 UsupLoss: 0.5231 NLLLoss: 0.0451 Acc@1: 99.671%
- | Validation Epoch #723 Loss: 0.7892 NLLLoss: 0.7892 Acc@1: 77.02%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [724/1000] Iter[450/ 41] Loss: 0.8107 SupLoss: 0.2980 UsupLoss: 0.5048 NLLLoss: 0.0470 Acc@1: 99.651%
- | Validation Epoch #724 Loss: 0.6922 NLLLoss: 0.6922 Acc@1: 78.70%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [725/1000] Iter[450/ 41] Loss: 0.8232 SupLoss: 0.3054 UsupLoss: 0.5101 NLLLoss: 0.0436 Acc@1: 99.740%
- | Validation Epoch #725 Loss: 0.7281 NLLLoss: 0.7281 Acc@1: 77.58%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [726/1000] Iter[450/ 41] Loss: 0.7999 SupLoss: 0.2841 UsupLoss: 0.5080 NLLLoss: 0.0456 Acc@1: 99.642%
- | Validation Epoch #726 Loss: 0.7516 NLLLoss: 0.7516 Acc@1: 77.54%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [727/1000] Iter[450/ 41] Loss: 0.8519 SupLoss: 0.3452 UsupLoss: 0.4988 NLLLoss: 0.0494 Acc@1: 99.633%
- | Validation Epoch #727 Loss: 0.7416 NLLLoss: 0.7416 Acc@1: 78.12%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [728/1000] Iter[450/ 41] Loss: 0.7929 SupLoss: 0.2964 UsupLoss: 0.4887 NLLLoss: 0.0429 Acc@1: 99.753%
- | Validation Epoch #728 Loss: 0.7319 NLLLoss: 0.7319 Acc@1: 78.68%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [729/1000] Iter[450/ 41] Loss: 0.7957 SupLoss: 0.2909 UsupLoss: 0.4970 NLLLoss: 0.0472 Acc@1: 99.669%
- | Validation Epoch #729 Loss: 0.7684 NLLLoss: 0.7684 Acc@1: 76.98%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [730/1000] Iter[450/ 41] Loss: 0.8244 SupLoss: 0.2769 UsupLoss: 0.5397 NLLLoss: 0.0455 Acc@1: 99.664%
- | Validation Epoch #730 Loss: 0.7415 NLLLoss: 0.7415 Acc@1: 78.54%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [731/1000] Iter[450/ 41] Loss: 0.8153 SupLoss: 0.3113 UsupLoss: 0.4961 NLLLoss: 0.0471 Acc@1: 99.651%
- | Validation Epoch #731 Loss: 0.7452 NLLLoss: 0.7452 Acc@1: 78.16%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [732/1000] Iter[450/ 41] Loss: 0.7838 SupLoss: 0.2825 UsupLoss: 0.4935 NLLLoss: 0.0452 Acc@1: 99.680%
- | Validation Epoch #732 Loss: 0.7946 NLLLoss: 0.7946 Acc@1: 76.98%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [733/1000] Iter[450/ 41] Loss: 0.7760 SupLoss: 0.2698 UsupLoss: 0.4986 NLLLoss: 0.0438 Acc@1: 99.693%
- | Validation Epoch #733 Loss: 0.7038 NLLLoss: 0.7038 Acc@1: 78.98%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [734/1000] Iter[450/ 41] Loss: 0.8193 SupLoss: 0.3232 UsupLoss: 0.4883 NLLLoss: 0.0469 Acc@1: 99.698%
- | Validation Epoch #734 Loss: 0.7272 NLLLoss: 0.7272 Acc@1: 78.52%
- | Best Test Acc: Acc@1: 79.20%
- | Epoch [735/1000] Iter[450/ 41] Loss: 0.8026 SupLoss: 0.2825 UsupLoss: 0.5124 NLLLoss: 0.0460 Acc@1: 99.658%
- | Validation Epoch #735 Loss: 0.7057 NLLLoss: 0.7057 Acc@1: 79.58%
- | Best Test Acc: Epoch #735 Loss: 0.7008 NLLLoss: 0.7008 Acc@1: 79.27%
- | Best Test Acc: Acc@1: 79.27%
- | Epoch [736/1000] Iter[450/ 41] Loss: 0.8444 SupLoss: 0.3108 UsupLoss: 0.5257 NLLLoss: 0.0457 Acc@1: 99.638%
- | Validation Epoch #736 Loss: 0.7497 NLLLoss: 0.7497 Acc@1: 77.62%
- | Best Test Acc: Acc@1: 79.27%
- | Epoch [737/1000] Iter[450/ 41] Loss: 0.8339 SupLoss: 0.3276 UsupLoss: 0.4985 NLLLoss: 0.0491 Acc@1: 99.600%
- | Validation Epoch #737 Loss: 0.7505 NLLLoss: 0.7505 Acc@1: 78.82%
- | Best Test Acc: Acc@1: 79.27%
- | Epoch [738/1000] Iter[450/ 41] Loss: 0.8221 SupLoss: 0.3418 UsupLoss: 0.4725 NLLLoss: 0.0468 Acc@1: 99.720%
- | Validation Epoch #738 Loss: 0.7482 NLLLoss: 0.7482 Acc@1: 77.66%
- | Best Test Acc: Acc@1: 79.27%
- | Epoch [739/1000] Iter[450/ 41] Loss: 0.8182 SupLoss: 0.3203 UsupLoss: 0.4901 NLLLoss: 0.0475 Acc@1: 99.722%
- | Validation Epoch #739 Loss: 0.7122 NLLLoss: 0.7122 Acc@1: 79.02%
- | Best Test Acc: Acc@1: 79.27%
- | Epoch [740/1000] Iter[450/ 41] Loss: 0.8299 SupLoss: 0.3099 UsupLoss: 0.5123 NLLLoss: 0.0447 Acc@1: 99.722%
- | Validation Epoch #740 Loss: 0.7544 NLLLoss: 0.7544 Acc@1: 78.06%
- | Best Test Acc: Acc@1: 79.27%
- | Epoch [741/1000] Iter[450/ 41] Loss: 0.8206 SupLoss: 0.3203 UsupLoss: 0.4926 NLLLoss: 0.0465 Acc@1: 99.733%
- | Validation Epoch #741 Loss: 0.8830 NLLLoss: 0.8830 Acc@1: 75.64%
- | Best Test Acc: Acc@1: 79.27%
- | Epoch [742/1000] Iter[450/ 41] Loss: 0.8235 SupLoss: 0.3148 UsupLoss: 0.5009 NLLLoss: 0.0443 Acc@1: 99.702%
- | Validation Epoch #742 Loss: 0.8138 NLLLoss: 0.8138 Acc@1: 77.42%
- | Best Test Acc: Acc@1: 79.27%
- | Epoch [743/1000] Iter[450/ 41] Loss: 0.8484 SupLoss: 0.3266 UsupLoss: 0.5139 NLLLoss: 0.0484 Acc@1: 99.669%
- | Validation Epoch #743 Loss: 0.7888 NLLLoss: 0.7888 Acc@1: 77.12%
- | Best Test Acc: Acc@1: 79.27%
- | Epoch [744/1000] Iter[450/ 41] Loss: 0.8549 SupLoss: 0.3212 UsupLoss: 0.5257 NLLLoss: 0.0473 Acc@1: 99.658%
- | Validation Epoch #744 Loss: 0.7975 NLLLoss: 0.7975 Acc@1: 77.84%
- | Best Test Acc: Acc@1: 79.27%
- | Epoch [745/1000] Iter[450/ 41] Loss: 0.7996 SupLoss: 0.3030 UsupLoss: 0.4887 NLLLoss: 0.0443 Acc@1: 99.742%
- | Validation Epoch #745 Loss: 0.8288 NLLLoss: 0.8288 Acc@1: 77.56%
- | Best Test Acc: Acc@1: 79.27%
- | Epoch [746/1000] Iter[450/ 41] Loss: 0.8036 SupLoss: 0.2962 UsupLoss: 0.4995 NLLLoss: 0.0465 Acc@1: 99.667%
- | Validation Epoch #746 Loss: 0.7994 NLLLoss: 0.7994 Acc@1: 76.36%
- | Best Test Acc: Acc@1: 79.27%
- | Epoch [747/1000] Iter[450/ 41] Loss: 0.7944 SupLoss: 0.3053 UsupLoss: 0.4810 NLLLoss: 0.0485 Acc@1: 99.647%
- | Validation Epoch #747 Loss: 0.7549 NLLLoss: 0.7549 Acc@1: 78.34%
- | Best Test Acc: Acc@1: 79.27%
- | Epoch [748/1000] Iter[450/ 41] Loss: 0.8305 SupLoss: 0.3184 UsupLoss: 0.5044 NLLLoss: 0.0467 Acc@1: 99.653%
- | Validation Epoch #748 Loss: 0.7480 NLLLoss: 0.7480 Acc@1: 78.58%
- | Best Test Acc: Acc@1: 79.27%
- | Epoch [749/1000] Iter[450/ 41] Loss: 0.8198 SupLoss: 0.3199 UsupLoss: 0.4919 NLLLoss: 0.0492 Acc@1: 99.700%
- | Validation Epoch #749 Loss: 0.7977 NLLLoss: 0.7977 Acc@1: 79.06%
- | Best Test Acc: Acc@1: 79.27%
- | Epoch [750/1000] Iter[450/ 41] Loss: 0.8438 SupLoss: 0.3074 UsupLoss: 0.5289 NLLLoss: 0.0318 Acc@1: 99.798%
- | Validation Epoch #750 Loss: 0.7214 NLLLoss: 0.7214 Acc@1: 79.96%
- | Best Test Acc: Epoch #750 Loss: 0.7161 NLLLoss: 0.7161 Acc@1: 80.44%
- | Best Test Acc: Acc@1: 80.44%
- | Epoch [751/1000] Iter[450/ 41] Loss: 0.8492 SupLoss: 0.3333 UsupLoss: 0.5088 NLLLoss: 0.0249 Acc@1: 99.878%
- | Validation Epoch #751 Loss: 0.6633 NLLLoss: 0.6633 Acc@1: 80.96%
- | Best Test Acc: Epoch #751 Loss: 0.6590 NLLLoss: 0.6590 Acc@1: 80.95%
- | Best Test Acc: Acc@1: 80.95%
- | Epoch [752/1000] Iter[450/ 41] Loss: 0.7949 SupLoss: 0.2883 UsupLoss: 0.4996 NLLLoss: 0.0252 Acc@1: 99.931%
- | Validation Epoch #752 Loss: 0.6557 NLLLoss: 0.6557 Acc@1: 80.94%
- | Best Test Acc: Acc@1: 80.95%
- | Epoch [753/1000] Iter[450/ 41] Loss: 0.7957 SupLoss: 0.2564 UsupLoss: 0.5326 NLLLoss: 0.0217 Acc@1: 99.949%
- | Validation Epoch #753 Loss: 0.6649 NLLLoss: 0.6649 Acc@1: 80.94%
- | Best Test Acc: Acc@1: 80.95%
- | Epoch [754/1000] Iter[450/ 41] Loss: 0.8026 SupLoss: 0.2457 UsupLoss: 0.5503 NLLLoss: 0.0208 Acc@1: 99.960%
- | Validation Epoch #754 Loss: 0.6525 NLLLoss: 0.6525 Acc@1: 81.40%
- | Best Test Acc: Epoch #754 Loss: 0.6565 NLLLoss: 0.6565 Acc@1: 81.51%
- | Best Test Acc: Acc@1: 81.51%
- | Epoch [755/1000] Iter[450/ 41] Loss: 0.8218 SupLoss: 0.2582 UsupLoss: 0.5572 NLLLoss: 0.0209 Acc@1: 99.942%
- | Validation Epoch #755 Loss: 0.6405 NLLLoss: 0.6405 Acc@1: 81.32%
- | Best Test Acc: Acc@1: 81.51%
- | Epoch [756/1000] Iter[450/ 41] Loss: 0.8321 SupLoss: 0.2944 UsupLoss: 0.5314 NLLLoss: 0.0197 Acc@1: 99.964%
- | Validation Epoch #756 Loss: 0.6787 NLLLoss: 0.6787 Acc@1: 81.16%
- | Best Test Acc: Acc@1: 81.51%
- | Epoch [757/1000] Iter[450/ 41] Loss: 0.7838 SupLoss: 0.2565 UsupLoss: 0.5211 NLLLoss: 0.0197 Acc@1: 99.958%
- | Validation Epoch #757 Loss: 0.6451 NLLLoss: 0.6451 Acc@1: 81.42%
- | Best Test Acc: Epoch #757 Loss: 0.6469 NLLLoss: 0.6469 Acc@1: 81.67%
- | Best Test Acc: Acc@1: 81.67%
- | Epoch [758/1000] Iter[450/ 41] Loss: 0.8242 SupLoss: 0.2943 UsupLoss: 0.5239 NLLLoss: 0.0198 Acc@1: 99.978%
- | Validation Epoch #758 Loss: 0.6495 NLLLoss: 0.6495 Acc@1: 81.26%
- | Best Test Acc: Acc@1: 81.67%
- | Epoch [759/1000] Iter[450/ 41] Loss: 0.8180 SupLoss: 0.2932 UsupLoss: 0.5189 NLLLoss: 0.0202 Acc@1: 99.964%
- | Validation Epoch #759 Loss: 0.6387 NLLLoss: 0.6387 Acc@1: 82.06%
- | Best Test Acc: Epoch #759 Loss: 0.6262 NLLLoss: 0.6262 Acc@1: 82.29%
- | Best Test Acc: Acc@1: 82.29%
- | Epoch [760/1000] Iter[450/ 41] Loss: 0.8069 SupLoss: 0.2725 UsupLoss: 0.5286 NLLLoss: 0.0206 Acc@1: 99.976%
- | Validation Epoch #760 Loss: 0.6722 NLLLoss: 0.6722 Acc@1: 81.12%
- | Best Test Acc: Acc@1: 82.29%
- | Epoch [761/1000] Iter[450/ 41] Loss: 0.7945 SupLoss: 0.2507 UsupLoss: 0.5381 NLLLoss: 0.0198 Acc@1: 99.973%
- | Validation Epoch #761 Loss: 0.6846 NLLLoss: 0.6846 Acc@1: 81.28%
- | Best Test Acc: Acc@1: 82.29%
- | Epoch [762/1000] Iter[450/ 41] Loss: 0.7909 SupLoss: 0.2594 UsupLoss: 0.5259 NLLLoss: 0.0198 Acc@1: 99.958%
- | Validation Epoch #762 Loss: 0.6384 NLLLoss: 0.6384 Acc@1: 82.08%
- | Best Test Acc: Epoch #762 Loss: 0.6336 NLLLoss: 0.6336 Acc@1: 82.12%
- | Best Test Acc: Acc@1: 82.12%
- | Epoch [763/1000] Iter[450/ 41] Loss: 0.8026 SupLoss: 0.2867 UsupLoss: 0.5103 NLLLoss: 0.0196 Acc@1: 99.987%
- | Validation Epoch #763 Loss: 0.6097 NLLLoss: 0.6097 Acc@1: 82.24%
- | Best Test Acc: Epoch #763 Loss: 0.6162 NLLLoss: 0.6162 Acc@1: 82.10%
- | Best Test Acc: Acc@1: 82.10%
- | Epoch [764/1000] Iter[450/ 41] Loss: 0.7943 SupLoss: 0.2876 UsupLoss: 0.5012 NLLLoss: 0.0193 Acc@1: 99.976%
- | Validation Epoch #764 Loss: 0.6598 NLLLoss: 0.6598 Acc@1: 81.28%
- | Best Test Acc: Acc@1: 82.10%
- | Epoch [765/1000] Iter[450/ 41] Loss: 0.8336 SupLoss: 0.3023 UsupLoss: 0.5257 NLLLoss: 0.0196 Acc@1: 99.976%
- | Validation Epoch #765 Loss: 0.6250 NLLLoss: 0.6250 Acc@1: 82.10%
- | Best Test Acc: Acc@1: 82.10%
- | Epoch [766/1000] Iter[450/ 41] Loss: 0.7666 SupLoss: 0.2529 UsupLoss: 0.5083 NLLLoss: 0.0193 Acc@1: 99.971%
- | Validation Epoch #766 Loss: 0.5870 NLLLoss: 0.5870 Acc@1: 82.92%
- | Best Test Acc: Epoch #766 Loss: 0.5884 NLLLoss: 0.5884 Acc@1: 82.41%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [767/1000] Iter[450/ 41] Loss: 0.8037 SupLoss: 0.2724 UsupLoss: 0.5259 NLLLoss: 0.0188 Acc@1: 99.964%
- | Validation Epoch #767 Loss: 0.6416 NLLLoss: 0.6416 Acc@1: 81.82%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [768/1000] Iter[450/ 41] Loss: 0.8006 SupLoss: 0.2798 UsupLoss: 0.5154 NLLLoss: 0.0197 Acc@1: 99.967%
- | Validation Epoch #768 Loss: 0.6874 NLLLoss: 0.6874 Acc@1: 82.04%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [769/1000] Iter[450/ 41] Loss: 0.7733 SupLoss: 0.2775 UsupLoss: 0.4906 NLLLoss: 0.0203 Acc@1: 99.973%
- | Validation Epoch #769 Loss: 0.6433 NLLLoss: 0.6433 Acc@1: 82.14%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [770/1000] Iter[450/ 41] Loss: 0.7959 SupLoss: 0.2843 UsupLoss: 0.5064 NLLLoss: 0.0202 Acc@1: 99.980%
- | Validation Epoch #770 Loss: 0.6851 NLLLoss: 0.6851 Acc@1: 81.56%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [771/1000] Iter[450/ 41] Loss: 0.7913 SupLoss: 0.2837 UsupLoss: 0.5024 NLLLoss: 0.0195 Acc@1: 99.976%
- | Validation Epoch #771 Loss: 0.6715 NLLLoss: 0.6715 Acc@1: 81.58%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [772/1000] Iter[450/ 41] Loss: 0.8326 SupLoss: 0.3225 UsupLoss: 0.5049 NLLLoss: 0.0202 Acc@1: 99.971%
- | Validation Epoch #772 Loss: 0.6647 NLLLoss: 0.6647 Acc@1: 81.48%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [773/1000] Iter[450/ 41] Loss: 0.7844 SupLoss: 0.2884 UsupLoss: 0.4909 NLLLoss: 0.0195 Acc@1: 99.976%
- | Validation Epoch #773 Loss: 0.5962 NLLLoss: 0.5962 Acc@1: 82.60%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [774/1000] Iter[450/ 41] Loss: 0.7706 SupLoss: 0.2654 UsupLoss: 0.5002 NLLLoss: 0.0205 Acc@1: 99.971%
- | Validation Epoch #774 Loss: 0.6295 NLLLoss: 0.6295 Acc@1: 82.18%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [775/1000] Iter[450/ 41] Loss: 0.7757 SupLoss: 0.2658 UsupLoss: 0.5049 NLLLoss: 0.0197 Acc@1: 99.973%
- | Validation Epoch #775 Loss: 0.6466 NLLLoss: 0.6466 Acc@1: 82.18%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [776/1000] Iter[450/ 41] Loss: 0.8547 SupLoss: 0.3301 UsupLoss: 0.5197 NLLLoss: 0.0200 Acc@1: 99.976%
- | Validation Epoch #776 Loss: 0.6107 NLLLoss: 0.6107 Acc@1: 82.86%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [777/1000] Iter[450/ 41] Loss: 0.7879 SupLoss: 0.2665 UsupLoss: 0.5164 NLLLoss: 0.0194 Acc@1: 99.973%
- | Validation Epoch #777 Loss: 0.6559 NLLLoss: 0.6559 Acc@1: 81.46%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [778/1000] Iter[450/ 41] Loss: 0.7839 SupLoss: 0.2776 UsupLoss: 0.5012 NLLLoss: 0.0189 Acc@1: 99.982%
- | Validation Epoch #778 Loss: 0.6547 NLLLoss: 0.6547 Acc@1: 81.98%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [779/1000] Iter[450/ 41] Loss: 0.7977 SupLoss: 0.2797 UsupLoss: 0.5131 NLLLoss: 0.0185 Acc@1: 99.958%
- | Validation Epoch #779 Loss: 0.6353 NLLLoss: 0.6353 Acc@1: 82.06%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [780/1000] Iter[450/ 41] Loss: 0.7825 SupLoss: 0.2720 UsupLoss: 0.5055 NLLLoss: 0.0193 Acc@1: 99.978%
- | Validation Epoch #780 Loss: 0.6239 NLLLoss: 0.6239 Acc@1: 82.64%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [781/1000] Iter[450/ 41] Loss: 0.7813 SupLoss: 0.2570 UsupLoss: 0.5193 NLLLoss: 0.0197 Acc@1: 99.984%
- | Validation Epoch #781 Loss: 0.6296 NLLLoss: 0.6296 Acc@1: 82.48%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [782/1000] Iter[450/ 41] Loss: 0.7586 SupLoss: 0.2458 UsupLoss: 0.5080 NLLLoss: 0.0191 Acc@1: 99.982%
- | Validation Epoch #782 Loss: 0.6596 NLLLoss: 0.6596 Acc@1: 81.82%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [783/1000] Iter[450/ 41] Loss: 0.7768 SupLoss: 0.2529 UsupLoss: 0.5190 NLLLoss: 0.0190 Acc@1: 99.984%
- | Validation Epoch #783 Loss: 0.6508 NLLLoss: 0.6508 Acc@1: 82.10%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [784/1000] Iter[450/ 41] Loss: 0.8113 SupLoss: 0.2948 UsupLoss: 0.5117 NLLLoss: 0.0198 Acc@1: 99.976%
- | Validation Epoch #784 Loss: 0.6802 NLLLoss: 0.6802 Acc@1: 81.94%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [785/1000] Iter[450/ 41] Loss: 0.7958 SupLoss: 0.2900 UsupLoss: 0.5009 NLLLoss: 0.0192 Acc@1: 99.973%
- | Validation Epoch #785 Loss: 0.6859 NLLLoss: 0.6859 Acc@1: 81.40%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [786/1000] Iter[450/ 41] Loss: 0.7900 SupLoss: 0.2632 UsupLoss: 0.5219 NLLLoss: 0.0199 Acc@1: 99.978%
- | Validation Epoch #786 Loss: 0.6886 NLLLoss: 0.6886 Acc@1: 81.48%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [787/1000] Iter[450/ 41] Loss: 0.7884 SupLoss: 0.2807 UsupLoss: 0.5029 NLLLoss: 0.0199 Acc@1: 99.982%
- | Validation Epoch #787 Loss: 0.6712 NLLLoss: 0.6712 Acc@1: 82.38%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [788/1000] Iter[450/ 41] Loss: 0.8289 SupLoss: 0.3050 UsupLoss: 0.5190 NLLLoss: 0.0195 Acc@1: 99.982%
- | Validation Epoch #788 Loss: 0.6410 NLLLoss: 0.6410 Acc@1: 81.98%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [789/1000] Iter[450/ 41] Loss: 0.8073 SupLoss: 0.2885 UsupLoss: 0.5138 NLLLoss: 0.0191 Acc@1: 99.980%
- | Validation Epoch #789 Loss: 0.6310 NLLLoss: 0.6310 Acc@1: 82.70%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [790/1000] Iter[450/ 41] Loss: 0.7546 SupLoss: 0.2536 UsupLoss: 0.4961 NLLLoss: 0.0216 Acc@1: 99.969%
- | Validation Epoch #790 Loss: 0.6238 NLLLoss: 0.6238 Acc@1: 82.74%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [791/1000] Iter[450/ 41] Loss: 0.8262 SupLoss: 0.3378 UsupLoss: 0.4836 NLLLoss: 0.0201 Acc@1: 99.984%
- | Validation Epoch #791 Loss: 0.6287 NLLLoss: 0.6287 Acc@1: 82.86%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [792/1000] Iter[450/ 41] Loss: 0.7680 SupLoss: 0.2676 UsupLoss: 0.4956 NLLLoss: 0.0198 Acc@1: 99.993%
- | Validation Epoch #792 Loss: 0.6502 NLLLoss: 0.6502 Acc@1: 82.54%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [793/1000] Iter[450/ 41] Loss: 0.7814 SupLoss: 0.2818 UsupLoss: 0.4946 NLLLoss: 0.0194 Acc@1: 99.978%
- | Validation Epoch #793 Loss: 0.6515 NLLLoss: 0.6515 Acc@1: 82.22%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [794/1000] Iter[450/ 41] Loss: 0.7607 SupLoss: 0.2781 UsupLoss: 0.4778 NLLLoss: 0.0196 Acc@1: 99.980%
- | Validation Epoch #794 Loss: 0.6085 NLLLoss: 0.6085 Acc@1: 82.46%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [795/1000] Iter[450/ 41] Loss: 0.7307 SupLoss: 0.2408 UsupLoss: 0.4851 NLLLoss: 0.0182 Acc@1: 99.982%
- | Validation Epoch #795 Loss: 0.6877 NLLLoss: 0.6877 Acc@1: 81.48%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [796/1000] Iter[450/ 41] Loss: 0.7755 SupLoss: 0.2894 UsupLoss: 0.4814 NLLLoss: 0.0197 Acc@1: 99.978%
- | Validation Epoch #796 Loss: 0.6716 NLLLoss: 0.6716 Acc@1: 81.84%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [797/1000] Iter[450/ 41] Loss: 0.7861 SupLoss: 0.2763 UsupLoss: 0.5050 NLLLoss: 0.0185 Acc@1: 99.987%
- | Validation Epoch #797 Loss: 0.6615 NLLLoss: 0.6615 Acc@1: 81.74%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [798/1000] Iter[450/ 41] Loss: 0.7553 SupLoss: 0.2675 UsupLoss: 0.4830 NLLLoss: 0.0190 Acc@1: 99.991%
- | Validation Epoch #798 Loss: 0.6079 NLLLoss: 0.6079 Acc@1: 82.48%
- | Best Test Acc: Acc@1: 82.41%
- | Epoch [799/1000] Iter[450/ 41] Loss: 0.7727 SupLoss: 0.2518 UsupLoss: 0.5160 NLLLoss: 0.0197 Acc@1: 99.967%
- | Validation Epoch #799 Loss: 0.6160 NLLLoss: 0.6160 Acc@1: 83.08%
- | Best Test Acc: Epoch #799 Loss: 0.6189 NLLLoss: 0.6189 Acc@1: 82.56%
- | Best Test Acc: Acc@1: 82.56%
- | Epoch [800/1000] Iter[450/ 41] Loss: 0.7701 SupLoss: 0.2633 UsupLoss: 0.5019 NLLLoss: 0.0189 Acc@1: 99.991%
- | Validation Epoch #800 Loss: 0.6610 NLLLoss: 0.6610 Acc@1: 81.92%
- | Best Test Acc: Acc@1: 82.56%
- | Epoch [801/1000] Iter[450/ 41] Loss: 0.7469 SupLoss: 0.2558 UsupLoss: 0.4864 NLLLoss: 0.0186 Acc@1: 99.984%
- | Validation Epoch #801 Loss: 0.6990 NLLLoss: 0.6990 Acc@1: 81.42%
- | Best Test Acc: Acc@1: 82.56%
- | Epoch [802/1000] Iter[450/ 41] Loss: 0.7718 SupLoss: 0.2767 UsupLoss: 0.4904 NLLLoss: 0.0200 Acc@1: 99.967%
- | Validation Epoch #802 Loss: 0.6741 NLLLoss: 0.6741 Acc@1: 81.46%
- | Best Test Acc: Acc@1: 82.56%
- | Epoch [803/1000] Iter[450/ 41] Loss: 0.7324 SupLoss: 0.2449 UsupLoss: 0.4828 NLLLoss: 0.0181 Acc@1: 99.984%
- | Validation Epoch #803 Loss: 0.6204 NLLLoss: 0.6204 Acc@1: 82.44%
- | Best Test Acc: Acc@1: 82.56%
- | Epoch [804/1000] Iter[450/ 41] Loss: 0.8100 SupLoss: 0.2975 UsupLoss: 0.5078 NLLLoss: 0.0189 Acc@1: 99.976%
- | Validation Epoch #804 Loss: 0.6424 NLLLoss: 0.6424 Acc@1: 82.28%
- | Best Test Acc: Acc@1: 82.56%
- | Epoch [805/1000] Iter[450/ 41] Loss: 0.7664 SupLoss: 0.2700 UsupLoss: 0.4916 NLLLoss: 0.0188 Acc@1: 99.971%
- | Validation Epoch #805 Loss: 0.6604 NLLLoss: 0.6604 Acc@1: 82.02%
- | Best Test Acc: Acc@1: 82.56%
- | Epoch [806/1000] Iter[450/ 41] Loss: 0.8086 SupLoss: 0.3104 UsupLoss: 0.4934 NLLLoss: 0.0190 Acc@1: 99.967%
- | Validation Epoch #806 Loss: 0.6159 NLLLoss: 0.6159 Acc@1: 82.16%
- | Best Test Acc: Acc@1: 82.56%
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