Created
October 15, 2019 17:56
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outputs VAE
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| Train Epoch: 1 [0/60000 (0%)] Loss: 550.800720 | |
| Train Epoch: 1 [1280/60000 (2%)] Loss: 322.319275 | |
| Train Epoch: 1 [2560/60000 (4%)] Loss: 238.075073 | |
| Train Epoch: 1 [3840/60000 (6%)] Loss: 217.480133 | |
| Train Epoch: 1 [5120/60000 (9%)] Loss: 207.814041 | |
| Train Epoch: 1 [6400/60000 (11%)] Loss: 210.372253 | |
| Train Epoch: 1 [7680/60000 (13%)] Loss: 206.411575 | |
| Train Epoch: 1 [8960/60000 (15%)] Loss: 198.051208 | |
| Train Epoch: 1 [10240/60000 (17%)] Loss: 196.847122 | |
| Train Epoch: 1 [11520/60000 (19%)] Loss: 188.627213 | |
| Train Epoch: 1 [12800/60000 (21%)] Loss: 184.369156 | |
| Train Epoch: 1 [14080/60000 (23%)] Loss: 183.649902 | |
| Train Epoch: 1 [15360/60000 (26%)] Loss: 175.880432 | |
| Train Epoch: 1 [16640/60000 (28%)] Loss: 163.250214 | |
| Train Epoch: 1 [17920/60000 (30%)] Loss: 168.123962 | |
| Train Epoch: 1 [19200/60000 (32%)] Loss: 161.854095 | |
| Train Epoch: 1 [20480/60000 (34%)] Loss: 164.584656 | |
| Train Epoch: 1 [21760/60000 (36%)] Loss: 158.747147 | |
| Train Epoch: 1 [23040/60000 (38%)] Loss: 159.783035 | |
| Train Epoch: 1 [24320/60000 (41%)] Loss: 156.141052 | |
| Train Epoch: 1 [25600/60000 (43%)] Loss: 148.685028 | |
| Train Epoch: 1 [26880/60000 (45%)] Loss: 151.967194 | |
| Train Epoch: 1 [28160/60000 (47%)] Loss: 156.013977 | |
| Train Epoch: 1 [29440/60000 (49%)] Loss: 145.187866 | |
| Train Epoch: 1 [30720/60000 (51%)] Loss: 148.543640 | |
| Train Epoch: 1 [32000/60000 (53%)] Loss: 147.977142 | |
| Train Epoch: 1 [33280/60000 (55%)] Loss: 145.586960 | |
| Train Epoch: 1 [34560/60000 (58%)] Loss: 140.001068 | |
| Train Epoch: 1 [35840/60000 (60%)] Loss: 151.087585 | |
| Train Epoch: 1 [37120/60000 (62%)] Loss: 140.372757 | |
| Train Epoch: 1 [38400/60000 (64%)] Loss: 145.015884 | |
| Train Epoch: 1 [39680/60000 (66%)] Loss: 145.229965 | |
| Train Epoch: 1 [40960/60000 (68%)] Loss: 139.308380 | |
| Train Epoch: 1 [42240/60000 (70%)] Loss: 137.257568 | |
| Train Epoch: 1 [43520/60000 (72%)] Loss: 137.008804 | |
| Train Epoch: 1 [44800/60000 (75%)] Loss: 135.331329 | |
| Train Epoch: 1 [46080/60000 (77%)] Loss: 139.055847 | |
| Train Epoch: 1 [47360/60000 (79%)] Loss: 132.266541 | |
| Train Epoch: 1 [48640/60000 (81%)] Loss: 137.161316 | |
| Train Epoch: 1 [49920/60000 (83%)] Loss: 131.932587 | |
| Train Epoch: 1 [51200/60000 (85%)] Loss: 131.915466 | |
| Train Epoch: 1 [52480/60000 (87%)] Loss: 138.439941 | |
| Train Epoch: 1 [53760/60000 (90%)] Loss: 139.026047 | |
| Train Epoch: 1 [55040/60000 (92%)] Loss: 131.473495 | |
| Train Epoch: 1 [56320/60000 (94%)] Loss: 127.484657 | |
| Train Epoch: 1 [57600/60000 (96%)] Loss: 133.981293 | |
| Train Epoch: 1 [58880/60000 (98%)] Loss: 131.087616 | |
| ====> Epoch: 1 Average loss: 165.7147 | |
| ====> Test set loss: 128.3523 | |
| Train Epoch: 2 [0/60000 (0%)] Loss: 124.402222 | |
| Train Epoch: 2 [1280/60000 (2%)] Loss: 129.624268 | |
| Train Epoch: 2 [2560/60000 (4%)] Loss: 121.813232 | |
| Train Epoch: 2 [3840/60000 (6%)] Loss: 128.912582 | |
| Train Epoch: 2 [5120/60000 (9%)] Loss: 125.156357 | |
| Train Epoch: 2 [6400/60000 (11%)] Loss: 130.841141 | |
| Train Epoch: 2 [7680/60000 (13%)] Loss: 127.508347 | |
| Train Epoch: 2 [8960/60000 (15%)] Loss: 124.491516 | |
| Train Epoch: 2 [10240/60000 (17%)] Loss: 124.157974 | |
| Train Epoch: 2 [11520/60000 (19%)] Loss: 123.998772 | |
| Train Epoch: 2 [12800/60000 (21%)] Loss: 118.615494 | |
| Train Epoch: 2 [14080/60000 (23%)] Loss: 124.591972 | |
| Train Epoch: 2 [15360/60000 (26%)] Loss: 130.784256 | |
| Train Epoch: 2 [16640/60000 (28%)] Loss: 125.884720 | |
| Train Epoch: 2 [17920/60000 (30%)] Loss: 124.103218 | |
| Train Epoch: 2 [19200/60000 (32%)] Loss: 123.779182 | |
| Train Epoch: 2 [20480/60000 (34%)] Loss: 125.919960 | |
| Train Epoch: 2 [21760/60000 (36%)] Loss: 120.333076 | |
| Train Epoch: 2 [23040/60000 (38%)] Loss: 124.665924 | |
| Train Epoch: 2 [24320/60000 (41%)] Loss: 121.948730 | |
| Train Epoch: 2 [25600/60000 (43%)] Loss: 117.809723 | |
| Train Epoch: 2 [26880/60000 (45%)] Loss: 121.690331 | |
| Train Epoch: 2 [28160/60000 (47%)] Loss: 126.895325 | |
| Train Epoch: 2 [29440/60000 (49%)] Loss: 119.697166 | |
| Train Epoch: 2 [30720/60000 (51%)] Loss: 124.824707 | |
| Train Epoch: 2 [32000/60000 (53%)] Loss: 124.933609 | |
| Train Epoch: 2 [33280/60000 (55%)] Loss: 121.592354 | |
| Train Epoch: 2 [34560/60000 (58%)] Loss: 120.864082 | |
| Train Epoch: 2 [35840/60000 (60%)] Loss: 121.180313 | |
| Train Epoch: 2 [37120/60000 (62%)] Loss: 120.669388 | |
| Train Epoch: 2 [38400/60000 (64%)] Loss: 122.513443 | |
| Train Epoch: 2 [39680/60000 (66%)] Loss: 123.701263 | |
| Train Epoch: 2 [40960/60000 (68%)] Loss: 115.915024 | |
| Train Epoch: 2 [42240/60000 (70%)] Loss: 120.208809 | |
| Train Epoch: 2 [43520/60000 (72%)] Loss: 121.562836 | |
| Train Epoch: 2 [44800/60000 (75%)] Loss: 119.238373 | |
| Train Epoch: 2 [46080/60000 (77%)] Loss: 120.450317 | |
| Train Epoch: 2 [47360/60000 (79%)] Loss: 116.517418 | |
| Train Epoch: 2 [48640/60000 (81%)] Loss: 117.957901 | |
| Train Epoch: 2 [49920/60000 (83%)] Loss: 118.987724 | |
| Train Epoch: 2 [51200/60000 (85%)] Loss: 122.222488 | |
| Train Epoch: 2 [52480/60000 (87%)] Loss: 117.089058 | |
| Train Epoch: 2 [53760/60000 (90%)] Loss: 117.247467 | |
| Train Epoch: 2 [55040/60000 (92%)] Loss: 117.034134 | |
| Train Epoch: 2 [56320/60000 (94%)] Loss: 114.628082 | |
| Train Epoch: 2 [57600/60000 (96%)] Loss: 120.775940 | |
| Train Epoch: 2 [58880/60000 (98%)] Loss: 121.686905 | |
| ====> Epoch: 2 Average loss: 122.2381 | |
| ====> Test set loss: 115.8172 | |
| Train Epoch: 3 [0/60000 (0%)] Loss: 113.833809 | |
| Train Epoch: 3 [1280/60000 (2%)] Loss: 121.426682 | |
| Train Epoch: 3 [2560/60000 (4%)] Loss: 116.895721 | |
| Train Epoch: 3 [3840/60000 (6%)] Loss: 121.809052 | |
| Train Epoch: 3 [5120/60000 (9%)] Loss: 116.744987 | |
| Train Epoch: 3 [6400/60000 (11%)] Loss: 115.686386 | |
| Train Epoch: 3 [7680/60000 (13%)] Loss: 122.310715 | |
| Train Epoch: 3 [8960/60000 (15%)] Loss: 113.497681 | |
| Train Epoch: 3 [10240/60000 (17%)] Loss: 116.652229 | |
| Train Epoch: 3 [11520/60000 (19%)] Loss: 118.488274 | |
| Train Epoch: 3 [12800/60000 (21%)] Loss: 111.487701 | |
| Train Epoch: 3 [14080/60000 (23%)] Loss: 117.802307 | |
| Train Epoch: 3 [15360/60000 (26%)] Loss: 111.989624 | |
| Train Epoch: 3 [16640/60000 (28%)] Loss: 112.187447 | |
| Train Epoch: 3 [17920/60000 (30%)] Loss: 112.482903 | |
| Train Epoch: 3 [19200/60000 (32%)] Loss: 113.739838 | |
| Train Epoch: 3 [20480/60000 (34%)] Loss: 114.862946 | |
| Train Epoch: 3 [21760/60000 (36%)] Loss: 112.515358 | |
| Train Epoch: 3 [23040/60000 (38%)] Loss: 115.452957 | |
| Train Epoch: 3 [24320/60000 (41%)] Loss: 109.885391 | |
| Train Epoch: 3 [25600/60000 (43%)] Loss: 111.582169 | |
| Train Epoch: 3 [26880/60000 (45%)] Loss: 111.171234 | |
| Train Epoch: 3 [28160/60000 (47%)] Loss: 110.832169 | |
| Train Epoch: 3 [29440/60000 (49%)] Loss: 116.847931 | |
| Train Epoch: 3 [30720/60000 (51%)] Loss: 115.472809 | |
| Train Epoch: 3 [32000/60000 (53%)] Loss: 116.785675 | |
| Train Epoch: 3 [33280/60000 (55%)] Loss: 111.346817 | |
| Train Epoch: 3 [34560/60000 (58%)] Loss: 117.180939 | |
| Train Epoch: 3 [35840/60000 (60%)] Loss: 112.868629 | |
| Train Epoch: 3 [37120/60000 (62%)] Loss: 119.165962 | |
| Train Epoch: 3 [38400/60000 (64%)] Loss: 114.679901 | |
| Train Epoch: 3 [39680/60000 (66%)] Loss: 114.215614 | |
| Train Epoch: 3 [40960/60000 (68%)] Loss: 111.505341 | |
| Train Epoch: 3 [42240/60000 (70%)] Loss: 109.191193 | |
| Train Epoch: 3 [43520/60000 (72%)] Loss: 116.725128 | |
| Train Epoch: 3 [44800/60000 (75%)] Loss: 109.903061 | |
| Train Epoch: 3 [46080/60000 (77%)] Loss: 113.346024 | |
| Train Epoch: 3 [47360/60000 (79%)] Loss: 108.247025 | |
| Train Epoch: 3 [48640/60000 (81%)] Loss: 116.196388 | |
| Train Epoch: 3 [49920/60000 (83%)] Loss: 115.194702 | |
| Train Epoch: 3 [51200/60000 (85%)] Loss: 115.020790 | |
| Train Epoch: 3 [52480/60000 (87%)] Loss: 113.246643 | |
| Train Epoch: 3 [53760/60000 (90%)] Loss: 111.304520 | |
| Train Epoch: 3 [55040/60000 (92%)] Loss: 116.834564 | |
| Train Epoch: 3 [56320/60000 (94%)] Loss: 113.110634 | |
| Train Epoch: 3 [57600/60000 (96%)] Loss: 110.643944 | |
| Train Epoch: 3 [58880/60000 (98%)] Loss: 113.131561 | |
| ====> Epoch: 3 Average loss: 114.8166 | |
| ====> Test set loss: 111.8854 | |
| Train Epoch: 4 [0/60000 (0%)] Loss: 113.717819 | |
| Train Epoch: 4 [1280/60000 (2%)] Loss: 110.125977 | |
| Train Epoch: 4 [2560/60000 (4%)] Loss: 112.263962 | |
| Train Epoch: 4 [3840/60000 (6%)] Loss: 109.614517 | |
| Train Epoch: 4 [5120/60000 (9%)] Loss: 112.353905 | |
| Train Epoch: 4 [6400/60000 (11%)] Loss: 110.861198 | |
| Train Epoch: 4 [7680/60000 (13%)] Loss: 113.999680 | |
| Train Epoch: 4 [8960/60000 (15%)] Loss: 113.496216 | |
| Train Epoch: 4 [10240/60000 (17%)] Loss: 112.432312 | |
| Train Epoch: 4 [11520/60000 (19%)] Loss: 117.338524 | |
| Train Epoch: 4 [12800/60000 (21%)] Loss: 111.923111 | |
| Train Epoch: 4 [14080/60000 (23%)] Loss: 112.863617 | |
| Train Epoch: 4 [15360/60000 (26%)] Loss: 111.227325 | |
| Train Epoch: 4 [16640/60000 (28%)] Loss: 112.124626 | |
| Train Epoch: 4 [17920/60000 (30%)] Loss: 115.572144 | |
| Train Epoch: 4 [19200/60000 (32%)] Loss: 110.462280 | |
| Train Epoch: 4 [20480/60000 (34%)] Loss: 116.477463 | |
| Train Epoch: 4 [21760/60000 (36%)] Loss: 109.883530 | |
| Train Epoch: 4 [23040/60000 (38%)] Loss: 106.711502 | |
| Train Epoch: 4 [24320/60000 (41%)] Loss: 113.586555 | |
| Train Epoch: 4 [25600/60000 (43%)] Loss: 114.257446 | |
| Train Epoch: 4 [26880/60000 (45%)] Loss: 111.894882 | |
| Train Epoch: 4 [28160/60000 (47%)] Loss: 111.381088 | |
| Train Epoch: 4 [29440/60000 (49%)] Loss: 109.181679 | |
| Train Epoch: 4 [30720/60000 (51%)] Loss: 113.889435 | |
| Train Epoch: 4 [32000/60000 (53%)] Loss: 110.438858 | |
| Train Epoch: 4 [33280/60000 (55%)] Loss: 111.673950 | |
| Train Epoch: 4 [34560/60000 (58%)] Loss: 109.091095 | |
| Train Epoch: 4 [35840/60000 (60%)] Loss: 110.720963 | |
| Train Epoch: 4 [37120/60000 (62%)] Loss: 113.489128 | |
| Train Epoch: 4 [38400/60000 (64%)] Loss: 109.004814 | |
| Train Epoch: 4 [39680/60000 (66%)] Loss: 112.446396 | |
| Train Epoch: 4 [40960/60000 (68%)] Loss: 115.562500 | |
| Train Epoch: 4 [42240/60000 (70%)] Loss: 110.661133 | |
| Train Epoch: 4 [43520/60000 (72%)] Loss: 109.405945 | |
| Train Epoch: 4 [44800/60000 (75%)] Loss: 111.095924 | |
| Train Epoch: 4 [46080/60000 (77%)] Loss: 110.370880 | |
| Train Epoch: 4 [47360/60000 (79%)] Loss: 109.707176 | |
| Train Epoch: 4 [48640/60000 (81%)] Loss: 112.557587 | |
| Train Epoch: 4 [49920/60000 (83%)] Loss: 109.368988 | |
| Train Epoch: 4 [51200/60000 (85%)] Loss: 116.108551 | |
| Train Epoch: 4 [52480/60000 (87%)] Loss: 112.397766 | |
| Train Epoch: 4 [53760/60000 (90%)] Loss: 110.236359 | |
| Train Epoch: 4 [55040/60000 (92%)] Loss: 110.458664 | |
| Train Epoch: 4 [56320/60000 (94%)] Loss: 112.469292 | |
| Train Epoch: 4 [57600/60000 (96%)] Loss: 108.727783 | |
| Train Epoch: 4 [58880/60000 (98%)] Loss: 109.825485 | |
| ====> Epoch: 4 Average loss: 111.7298 | |
| ====> Test set loss: 109.8762 | |
| Train Epoch: 5 [0/60000 (0%)] Loss: 108.191582 | |
| Train Epoch: 5 [1280/60000 (2%)] Loss: 106.953339 | |
| Train Epoch: 5 [2560/60000 (4%)] Loss: 109.357666 | |
| Train Epoch: 5 [3840/60000 (6%)] Loss: 110.107941 | |
| Train Epoch: 5 [5120/60000 (9%)] Loss: 113.215256 | |
| Train Epoch: 5 [6400/60000 (11%)] Loss: 111.755417 | |
| Train Epoch: 5 [7680/60000 (13%)] Loss: 108.977806 | |
| Train Epoch: 5 [8960/60000 (15%)] Loss: 110.225281 | |
| Train Epoch: 5 [10240/60000 (17%)] Loss: 108.664391 | |
| Train Epoch: 5 [11520/60000 (19%)] Loss: 110.186966 | |
| Train Epoch: 5 [12800/60000 (21%)] Loss: 115.741760 | |
| Train Epoch: 5 [14080/60000 (23%)] Loss: 110.449417 | |
| Train Epoch: 5 [15360/60000 (26%)] Loss: 107.818436 | |
| Train Epoch: 5 [16640/60000 (28%)] Loss: 113.444412 | |
| Train Epoch: 5 [17920/60000 (30%)] Loss: 113.997910 | |
| Train Epoch: 5 [19200/60000 (32%)] Loss: 114.906197 | |
| Train Epoch: 5 [20480/60000 (34%)] Loss: 104.300034 | |
| Train Epoch: 5 [21760/60000 (36%)] Loss: 109.701309 | |
| Train Epoch: 5 [23040/60000 (38%)] Loss: 108.207016 | |
| Train Epoch: 5 [24320/60000 (41%)] Loss: 109.357315 | |
| Train Epoch: 5 [25600/60000 (43%)] Loss: 109.558075 | |
| Train Epoch: 5 [26880/60000 (45%)] Loss: 109.564072 | |
| Train Epoch: 5 [28160/60000 (47%)] Loss: 104.448326 | |
| Train Epoch: 5 [29440/60000 (49%)] Loss: 106.631050 | |
| Train Epoch: 5 [30720/60000 (51%)] Loss: 112.925217 | |
| Train Epoch: 5 [32000/60000 (53%)] Loss: 111.681747 | |
| Train Epoch: 5 [33280/60000 (55%)] Loss: 111.707550 | |
| Train Epoch: 5 [34560/60000 (58%)] Loss: 111.116974 | |
| Train Epoch: 5 [35840/60000 (60%)] Loss: 111.483185 | |
| Train Epoch: 5 [37120/60000 (62%)] Loss: 106.995331 | |
| Train Epoch: 5 [38400/60000 (64%)] Loss: 110.506416 | |
| Train Epoch: 5 [39680/60000 (66%)] Loss: 104.392082 | |
| Train Epoch: 5 [40960/60000 (68%)] Loss: 104.671051 | |
| Train Epoch: 5 [42240/60000 (70%)] Loss: 110.173225 | |
| Train Epoch: 5 [43520/60000 (72%)] Loss: 114.825851 | |
| Train Epoch: 5 [44800/60000 (75%)] Loss: 104.199608 | |
| Train Epoch: 5 [46080/60000 (77%)] Loss: 108.326752 | |
| Train Epoch: 5 [47360/60000 (79%)] Loss: 115.434776 | |
| Train Epoch: 5 [48640/60000 (81%)] Loss: 111.044815 | |
| Train Epoch: 5 [49920/60000 (83%)] Loss: 112.093292 | |
| Train Epoch: 5 [51200/60000 (85%)] Loss: 109.628769 | |
| Train Epoch: 5 [52480/60000 (87%)] Loss: 108.444244 | |
| Train Epoch: 5 [53760/60000 (90%)] Loss: 109.405807 | |
| Train Epoch: 5 [55040/60000 (92%)] Loss: 109.916916 | |
| Train Epoch: 5 [56320/60000 (94%)] Loss: 108.515747 | |
| Train Epoch: 5 [57600/60000 (96%)] Loss: 113.412766 | |
| Train Epoch: 5 [58880/60000 (98%)] Loss: 108.558693 | |
| ====> Epoch: 5 Average loss: 109.9690 | |
| ====> Test set loss: 108.5696 | |
| Train Epoch: 6 [0/60000 (0%)] Loss: 108.080894 | |
| Train Epoch: 6 [1280/60000 (2%)] Loss: 108.277527 | |
| Train Epoch: 6 [2560/60000 (4%)] Loss: 111.822556 | |
| Train Epoch: 6 [3840/60000 (6%)] Loss: 106.890503 | |
| Train Epoch: 6 [5120/60000 (9%)] Loss: 108.043594 | |
| Train Epoch: 6 [6400/60000 (11%)] Loss: 110.797905 | |
| Train Epoch: 6 [7680/60000 (13%)] Loss: 111.684914 | |
| Train Epoch: 6 [8960/60000 (15%)] Loss: 113.607956 | |
| Train Epoch: 6 [10240/60000 (17%)] Loss: 107.530113 | |
| Train Epoch: 6 [11520/60000 (19%)] Loss: 108.004395 | |
| Train Epoch: 6 [12800/60000 (21%)] Loss: 105.176498 | |
| Train Epoch: 6 [14080/60000 (23%)] Loss: 106.846771 | |
| Train Epoch: 6 [15360/60000 (26%)] Loss: 104.663406 | |
| Train Epoch: 6 [16640/60000 (28%)] Loss: 105.895035 | |
| Train Epoch: 6 [17920/60000 (30%)] Loss: 109.303093 | |
| Train Epoch: 6 [19200/60000 (32%)] Loss: 109.433151 | |
| Train Epoch: 6 [20480/60000 (34%)] Loss: 109.471428 | |
| Train Epoch: 6 [21760/60000 (36%)] Loss: 107.182655 | |
| Train Epoch: 6 [23040/60000 (38%)] Loss: 108.821808 | |
| Train Epoch: 6 [24320/60000 (41%)] Loss: 105.904503 | |
| Train Epoch: 6 [25600/60000 (43%)] Loss: 108.327614 | |
| Train Epoch: 6 [26880/60000 (45%)] Loss: 112.478683 | |
| Train Epoch: 6 [28160/60000 (47%)] Loss: 110.666473 | |
| Train Epoch: 6 [29440/60000 (49%)] Loss: 110.929428 | |
| Train Epoch: 6 [30720/60000 (51%)] Loss: 103.758781 | |
| Train Epoch: 6 [32000/60000 (53%)] Loss: 111.601768 | |
| Train Epoch: 6 [33280/60000 (55%)] Loss: 109.256096 | |
| Train Epoch: 6 [34560/60000 (58%)] Loss: 108.510071 | |
| Train Epoch: 6 [35840/60000 (60%)] Loss: 105.766800 | |
| Train Epoch: 6 [37120/60000 (62%)] Loss: 105.488396 | |
| Train Epoch: 6 [38400/60000 (64%)] Loss: 111.330032 | |
| Train Epoch: 6 [39680/60000 (66%)] Loss: 108.676682 | |
| Train Epoch: 6 [40960/60000 (68%)] Loss: 106.585220 | |
| Train Epoch: 6 [42240/60000 (70%)] Loss: 111.328232 | |
| Train Epoch: 6 [43520/60000 (72%)] Loss: 105.579269 | |
| Train Epoch: 6 [44800/60000 (75%)] Loss: 111.993828 | |
| Train Epoch: 6 [46080/60000 (77%)] Loss: 109.455139 | |
| Train Epoch: 6 [47360/60000 (79%)] Loss: 107.382446 | |
| Train Epoch: 6 [48640/60000 (81%)] Loss: 109.838799 | |
| Train Epoch: 6 [49920/60000 (83%)] Loss: 110.471878 | |
| Train Epoch: 6 [51200/60000 (85%)] Loss: 109.450562 | |
| Train Epoch: 6 [52480/60000 (87%)] Loss: 105.625175 | |
| Train Epoch: 6 [53760/60000 (90%)] Loss: 110.070496 | |
| Train Epoch: 6 [55040/60000 (92%)] Loss: 104.140022 | |
| Train Epoch: 6 [56320/60000 (94%)] Loss: 112.133423 | |
| Train Epoch: 6 [57600/60000 (96%)] Loss: 108.966591 | |
| Train Epoch: 6 [58880/60000 (98%)] Loss: 110.905487 | |
| ====> Epoch: 6 Average loss: 108.8218 | |
| ====> Test set loss: 107.5541 | |
| Train Epoch: 7 [0/60000 (0%)] Loss: 106.832214 | |
| Train Epoch: 7 [1280/60000 (2%)] Loss: 111.704803 | |
| Train Epoch: 7 [2560/60000 (4%)] Loss: 110.394257 | |
| Train Epoch: 7 [3840/60000 (6%)] Loss: 107.083817 | |
| Train Epoch: 7 [5120/60000 (9%)] Loss: 104.770813 | |
| Train Epoch: 7 [6400/60000 (11%)] Loss: 106.029846 | |
| Train Epoch: 7 [7680/60000 (13%)] Loss: 112.011253 | |
| Train Epoch: 7 [8960/60000 (15%)] Loss: 106.210495 | |
| Train Epoch: 7 [10240/60000 (17%)] Loss: 106.962204 | |
| Train Epoch: 7 [11520/60000 (19%)] Loss: 109.638008 | |
| Train Epoch: 7 [12800/60000 (21%)] Loss: 108.988251 | |
| Train Epoch: 7 [14080/60000 (23%)] Loss: 109.599731 | |
| Train Epoch: 7 [15360/60000 (26%)] Loss: 104.298653 | |
| Train Epoch: 7 [16640/60000 (28%)] Loss: 111.104073 | |
| Train Epoch: 7 [17920/60000 (30%)] Loss: 107.406662 | |
| Train Epoch: 7 [19200/60000 (32%)] Loss: 107.928391 | |
| Train Epoch: 7 [20480/60000 (34%)] Loss: 109.438080 | |
| Train Epoch: 7 [21760/60000 (36%)] Loss: 106.794609 | |
| Train Epoch: 7 [23040/60000 (38%)] Loss: 108.701973 | |
| Train Epoch: 7 [24320/60000 (41%)] Loss: 107.057709 | |
| Train Epoch: 7 [25600/60000 (43%)] Loss: 110.401489 | |
| Train Epoch: 7 [26880/60000 (45%)] Loss: 106.779991 | |
| Train Epoch: 7 [28160/60000 (47%)] Loss: 109.116806 | |
| Train Epoch: 7 [29440/60000 (49%)] Loss: 110.472595 | |
| Train Epoch: 7 [30720/60000 (51%)] Loss: 109.068283 | |
| Train Epoch: 7 [32000/60000 (53%)] Loss: 109.509247 | |
| Train Epoch: 7 [33280/60000 (55%)] Loss: 103.450615 | |
| Train Epoch: 7 [34560/60000 (58%)] Loss: 106.001480 | |
| Train Epoch: 7 [35840/60000 (60%)] Loss: 102.855156 | |
| Train Epoch: 7 [37120/60000 (62%)] Loss: 106.779663 | |
| Train Epoch: 7 [38400/60000 (64%)] Loss: 104.479034 | |
| Train Epoch: 7 [39680/60000 (66%)] Loss: 106.044991 | |
| Train Epoch: 7 [40960/60000 (68%)] Loss: 110.117035 | |
| Train Epoch: 7 [42240/60000 (70%)] Loss: 109.119171 | |
| Train Epoch: 7 [43520/60000 (72%)] Loss: 106.175171 | |
| Train Epoch: 7 [44800/60000 (75%)] Loss: 105.773666 | |
| Train Epoch: 7 [46080/60000 (77%)] Loss: 109.210625 | |
| Train Epoch: 7 [47360/60000 (79%)] Loss: 110.314774 | |
| Train Epoch: 7 [48640/60000 (81%)] Loss: 107.278954 | |
| Train Epoch: 7 [49920/60000 (83%)] Loss: 113.596161 | |
| Train Epoch: 7 [51200/60000 (85%)] Loss: 109.936539 | |
| Train Epoch: 7 [52480/60000 (87%)] Loss: 108.158714 | |
| Train Epoch: 7 [53760/60000 (90%)] Loss: 108.186012 | |
| Train Epoch: 7 [55040/60000 (92%)] Loss: 105.476250 | |
| Train Epoch: 7 [56320/60000 (94%)] Loss: 104.640800 | |
| Train Epoch: 7 [57600/60000 (96%)] Loss: 108.734688 | |
| Train Epoch: 7 [58880/60000 (98%)] Loss: 110.200699 | |
| ====> Epoch: 7 Average loss: 107.9821 | |
| ====> Test set loss: 107.3043 | |
| Train Epoch: 8 [0/60000 (0%)] Loss: 109.789879 | |
| Train Epoch: 8 [1280/60000 (2%)] Loss: 114.785202 | |
| Train Epoch: 8 [2560/60000 (4%)] Loss: 107.224037 | |
| Train Epoch: 8 [3840/60000 (6%)] Loss: 109.364365 | |
| Train Epoch: 8 [5120/60000 (9%)] Loss: 104.342766 | |
| Train Epoch: 8 [6400/60000 (11%)] Loss: 106.340996 | |
| Train Epoch: 8 [7680/60000 (13%)] Loss: 106.558426 | |
| Train Epoch: 8 [8960/60000 (15%)] Loss: 108.162079 | |
| Train Epoch: 8 [10240/60000 (17%)] Loss: 109.531677 | |
| Train Epoch: 8 [11520/60000 (19%)] Loss: 107.245987 | |
| Train Epoch: 8 [12800/60000 (21%)] Loss: 110.673996 | |
| Train Epoch: 8 [14080/60000 (23%)] Loss: 110.659821 | |
| Train Epoch: 8 [15360/60000 (26%)] Loss: 107.839279 | |
| Train Epoch: 8 [16640/60000 (28%)] Loss: 107.298752 | |
| Train Epoch: 8 [17920/60000 (30%)] Loss: 106.911194 | |
| Train Epoch: 8 [19200/60000 (32%)] Loss: 105.774399 | |
| Train Epoch: 8 [20480/60000 (34%)] Loss: 106.396049 | |
| Train Epoch: 8 [21760/60000 (36%)] Loss: 108.201256 | |
| Train Epoch: 8 [23040/60000 (38%)] Loss: 105.455971 | |
| Train Epoch: 8 [24320/60000 (41%)] Loss: 105.052948 | |
| Train Epoch: 8 [25600/60000 (43%)] Loss: 101.311546 | |
| Train Epoch: 8 [26880/60000 (45%)] Loss: 108.446342 | |
| Train Epoch: 8 [28160/60000 (47%)] Loss: 103.908730 | |
| Train Epoch: 8 [29440/60000 (49%)] Loss: 106.333832 | |
| Train Epoch: 8 [30720/60000 (51%)] Loss: 108.639595 | |
| Train Epoch: 8 [32000/60000 (53%)] Loss: 110.024979 | |
| Train Epoch: 8 [33280/60000 (55%)] Loss: 110.514702 | |
| Train Epoch: 8 [34560/60000 (58%)] Loss: 107.795662 | |
| Train Epoch: 8 [35840/60000 (60%)] Loss: 109.442650 | |
| Train Epoch: 8 [37120/60000 (62%)] Loss: 106.933525 | |
| Train Epoch: 8 [38400/60000 (64%)] Loss: 107.511330 | |
| Train Epoch: 8 [39680/60000 (66%)] Loss: 104.827805 | |
| Train Epoch: 8 [40960/60000 (68%)] Loss: 108.915009 | |
| Train Epoch: 8 [42240/60000 (70%)] Loss: 109.908676 | |
| Train Epoch: 8 [43520/60000 (72%)] Loss: 105.201416 | |
| Train Epoch: 8 [44800/60000 (75%)] Loss: 109.854263 | |
| Train Epoch: 8 [46080/60000 (77%)] Loss: 109.263092 | |
| Train Epoch: 8 [47360/60000 (79%)] Loss: 108.444008 | |
| Train Epoch: 8 [48640/60000 (81%)] Loss: 107.577629 | |
| Train Epoch: 8 [49920/60000 (83%)] Loss: 109.431808 | |
| Train Epoch: 8 [51200/60000 (85%)] Loss: 100.781418 | |
| Train Epoch: 8 [52480/60000 (87%)] Loss: 108.761612 | |
| Train Epoch: 8 [53760/60000 (90%)] Loss: 102.012726 | |
| Train Epoch: 8 [55040/60000 (92%)] Loss: 106.095161 | |
| Train Epoch: 8 [56320/60000 (94%)] Loss: 109.603241 | |
| Train Epoch: 8 [57600/60000 (96%)] Loss: 111.211800 | |
| Train Epoch: 8 [58880/60000 (98%)] Loss: 102.523491 | |
| ====> Epoch: 8 Average loss: 107.3733 | |
| ====> Test set loss: 106.3095 | |
| Train Epoch: 9 [0/60000 (0%)] Loss: 102.751953 | |
| Train Epoch: 9 [1280/60000 (2%)] Loss: 104.533478 | |
| Train Epoch: 9 [2560/60000 (4%)] Loss: 110.972946 | |
| Train Epoch: 9 [3840/60000 (6%)] Loss: 110.667862 | |
| Train Epoch: 9 [5120/60000 (9%)] Loss: 108.639534 | |
| Train Epoch: 9 [6400/60000 (11%)] Loss: 105.952377 | |
| Train Epoch: 9 [7680/60000 (13%)] Loss: 106.648392 | |
| Train Epoch: 9 [8960/60000 (15%)] Loss: 103.969498 | |
| Train Epoch: 9 [10240/60000 (17%)] Loss: 104.205574 | |
| Train Epoch: 9 [11520/60000 (19%)] Loss: 109.272156 | |
| Train Epoch: 9 [12800/60000 (21%)] Loss: 111.560852 | |
| Train Epoch: 9 [14080/60000 (23%)] Loss: 105.798462 | |
| Train Epoch: 9 [15360/60000 (26%)] Loss: 107.961929 | |
| Train Epoch: 9 [16640/60000 (28%)] Loss: 104.652916 | |
| Train Epoch: 9 [17920/60000 (30%)] Loss: 102.857529 | |
| Train Epoch: 9 [19200/60000 (32%)] Loss: 106.990875 | |
| Train Epoch: 9 [20480/60000 (34%)] Loss: 108.300568 | |
| Train Epoch: 9 [21760/60000 (36%)] Loss: 104.013458 | |
| Train Epoch: 9 [23040/60000 (38%)] Loss: 106.328949 | |
| Train Epoch: 9 [24320/60000 (41%)] Loss: 106.345695 | |
| Train Epoch: 9 [25600/60000 (43%)] Loss: 106.309357 | |
| Train Epoch: 9 [26880/60000 (45%)] Loss: 107.443512 | |
| Train Epoch: 9 [28160/60000 (47%)] Loss: 108.053162 | |
| Train Epoch: 9 [29440/60000 (49%)] Loss: 104.833115 | |
| Train Epoch: 9 [30720/60000 (51%)] Loss: 102.452873 | |
| Train Epoch: 9 [32000/60000 (53%)] Loss: 110.979080 | |
| Train Epoch: 9 [33280/60000 (55%)] Loss: 104.498199 | |
| Train Epoch: 9 [34560/60000 (58%)] Loss: 104.743027 | |
| Train Epoch: 9 [35840/60000 (60%)] Loss: 110.714157 | |
| Train Epoch: 9 [37120/60000 (62%)] Loss: 103.901909 | |
| Train Epoch: 9 [38400/60000 (64%)] Loss: 105.715668 | |
| Train Epoch: 9 [39680/60000 (66%)] Loss: 106.961639 | |
| Train Epoch: 9 [40960/60000 (68%)] Loss: 108.290298 | |
| Train Epoch: 9 [42240/60000 (70%)] Loss: 108.694092 | |
| Train Epoch: 9 [43520/60000 (72%)] Loss: 106.019821 | |
| Train Epoch: 9 [44800/60000 (75%)] Loss: 108.450058 | |
| Train Epoch: 9 [46080/60000 (77%)] Loss: 103.068687 | |
| Train Epoch: 9 [47360/60000 (79%)] Loss: 106.834656 | |
| Train Epoch: 9 [48640/60000 (81%)] Loss: 104.926910 | |
| Train Epoch: 9 [49920/60000 (83%)] Loss: 106.550385 | |
| Train Epoch: 9 [51200/60000 (85%)] Loss: 107.411423 | |
| Train Epoch: 9 [52480/60000 (87%)] Loss: 105.680756 | |
| Train Epoch: 9 [53760/60000 (90%)] Loss: 103.451645 | |
| Train Epoch: 9 [55040/60000 (92%)] Loss: 104.816528 | |
| Train Epoch: 9 [56320/60000 (94%)] Loss: 109.124069 | |
| Train Epoch: 9 [57600/60000 (96%)] Loss: 110.640930 | |
| Train Epoch: 9 [58880/60000 (98%)] Loss: 109.985390 | |
| ====> Epoch: 9 Average loss: 106.8356 | |
| ====> Test set loss: 106.0056 | |
| Train Epoch: 10 [0/60000 (0%)] Loss: 107.306335 | |
| Train Epoch: 10 [1280/60000 (2%)] Loss: 108.610397 | |
| Train Epoch: 10 [2560/60000 (4%)] Loss: 107.316452 | |
| Train Epoch: 10 [3840/60000 (6%)] Loss: 108.623245 | |
| Train Epoch: 10 [5120/60000 (9%)] Loss: 105.578651 | |
| Train Epoch: 10 [6400/60000 (11%)] Loss: 101.336243 | |
| Train Epoch: 10 [7680/60000 (13%)] Loss: 102.412170 | |
| Train Epoch: 10 [8960/60000 (15%)] Loss: 106.980911 | |
| Train Epoch: 10 [10240/60000 (17%)] Loss: 108.463898 | |
| Train Epoch: 10 [11520/60000 (19%)] Loss: 105.297836 | |
| Train Epoch: 10 [12800/60000 (21%)] Loss: 109.930969 | |
| Train Epoch: 10 [14080/60000 (23%)] Loss: 107.142784 | |
| Train Epoch: 10 [15360/60000 (26%)] Loss: 104.364220 | |
| Train Epoch: 10 [16640/60000 (28%)] Loss: 107.082466 | |
| Train Epoch: 10 [17920/60000 (30%)] Loss: 108.210732 | |
| Train Epoch: 10 [19200/60000 (32%)] Loss: 103.948807 | |
| Train Epoch: 10 [20480/60000 (34%)] Loss: 108.670853 | |
| Train Epoch: 10 [21760/60000 (36%)] Loss: 106.662354 | |
| Train Epoch: 10 [23040/60000 (38%)] Loss: 105.964050 | |
| Train Epoch: 10 [24320/60000 (41%)] Loss: 107.237877 | |
| Train Epoch: 10 [25600/60000 (43%)] Loss: 107.733124 | |
| Train Epoch: 10 [26880/60000 (45%)] Loss: 109.082130 | |
| Train Epoch: 10 [28160/60000 (47%)] Loss: 109.748436 | |
| Train Epoch: 10 [29440/60000 (49%)] Loss: 109.509338 | |
| Train Epoch: 10 [30720/60000 (51%)] Loss: 107.597504 | |
| Train Epoch: 10 [32000/60000 (53%)] Loss: 107.664505 | |
| Train Epoch: 10 [33280/60000 (55%)] Loss: 103.025345 | |
| Train Epoch: 10 [34560/60000 (58%)] Loss: 104.842041 | |
| Train Epoch: 10 [35840/60000 (60%)] Loss: 104.525856 | |
| Train Epoch: 10 [37120/60000 (62%)] Loss: 106.811279 | |
| Train Epoch: 10 [38400/60000 (64%)] Loss: 105.123787 | |
| Train Epoch: 10 [39680/60000 (66%)] Loss: 103.870712 | |
| Train Epoch: 10 [40960/60000 (68%)] Loss: 106.040863 | |
| Train Epoch: 10 [42240/60000 (70%)] Loss: 103.933517 | |
| Train Epoch: 10 [43520/60000 (72%)] Loss: 107.272987 | |
| Train Epoch: 10 [44800/60000 (75%)] Loss: 106.420593 | |
| Train Epoch: 10 [46080/60000 (77%)] Loss: 107.840683 | |
| Train Epoch: 10 [47360/60000 (79%)] Loss: 106.113876 | |
| Train Epoch: 10 [48640/60000 (81%)] Loss: 104.479950 | |
| Train Epoch: 10 [49920/60000 (83%)] Loss: 107.512604 | |
| Train Epoch: 10 [51200/60000 (85%)] Loss: 108.128845 | |
| Train Epoch: 10 [52480/60000 (87%)] Loss: 102.754227 | |
| Train Epoch: 10 [53760/60000 (90%)] Loss: 103.970276 | |
| Train Epoch: 10 [55040/60000 (92%)] Loss: 107.143562 | |
| Train Epoch: 10 [56320/60000 (94%)] Loss: 107.361389 | |
| Train Epoch: 10 [57600/60000 (96%)] Loss: 107.410034 | |
| Train Epoch: 10 [58880/60000 (98%)] Loss: 103.631325 | |
| ====> Epoch: 10 Average loss: 106.4069 | |
| ====> Test set loss: 105.6951 |
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| Train Epoch: 1 [0/60000 (0%)] Loss: 32.582539 | |
| Train Epoch: 1 [1280/60000 (2%)] Loss: 1.903263 | |
| Train Epoch: 1 [2560/60000 (4%)] Loss: 0.286073 | |
| Train Epoch: 1 [3840/60000 (6%)] Loss: 0.099214 | |
| Train Epoch: 1 [5120/60000 (9%)] Loss: 0.059139 | |
| Train Epoch: 1 [6400/60000 (11%)] Loss: 0.041527 | |
| Train Epoch: 1 [7680/60000 (13%)] Loss: 0.040399 | |
| Train Epoch: 1 [8960/60000 (15%)] Loss: 0.023979 | |
| Train Epoch: 1 [10240/60000 (17%)] Loss: 0.024150 | |
| Train Epoch: 1 [11520/60000 (19%)] Loss: 0.022227 | |
| Train Epoch: 1 [12800/60000 (21%)] Loss: 0.019609 | |
| Train Epoch: 1 [14080/60000 (23%)] Loss: 0.018830 | |
| Train Epoch: 1 [15360/60000 (26%)] Loss: 0.017240 | |
| Train Epoch: 1 [16640/60000 (28%)] Loss: 0.016942 | |
| Train Epoch: 1 [17920/60000 (30%)] Loss: 0.013386 | |
| Train Epoch: 1 [19200/60000 (32%)] Loss: 0.012849 | |
| Train Epoch: 1 [20480/60000 (34%)] Loss: 0.012650 | |
| Train Epoch: 1 [21760/60000 (36%)] Loss: 0.012229 | |
| Train Epoch: 1 [23040/60000 (38%)] Loss: 0.010521 | |
| Train Epoch: 1 [24320/60000 (41%)] Loss: 0.011802 | |
| Train Epoch: 1 [25600/60000 (43%)] Loss: 0.010841 | |
| Train Epoch: 1 [26880/60000 (45%)] Loss: 0.010788 | |
| Train Epoch: 1 [28160/60000 (47%)] Loss: 0.011151 | |
| Train Epoch: 1 [29440/60000 (49%)] Loss: 0.009527 | |
| Train Epoch: 1 [30720/60000 (51%)] Loss: 0.009431 | |
| Train Epoch: 1 [32000/60000 (53%)] Loss: 0.008794 | |
| Train Epoch: 1 [33280/60000 (55%)] Loss: 0.008012 | |
| Train Epoch: 1 [34560/60000 (58%)] Loss: 0.008208 | |
| Train Epoch: 1 [35840/60000 (60%)] Loss: 0.008248 | |
| Train Epoch: 1 [37120/60000 (62%)] Loss: 0.008538 | |
| Train Epoch: 1 [38400/60000 (64%)] Loss: 0.008149 | |
| Train Epoch: 1 [39680/60000 (66%)] Loss: 0.007409 | |
| Train Epoch: 1 [40960/60000 (68%)] Loss: 0.008082 | |
| Train Epoch: 1 [42240/60000 (70%)] Loss: 0.007049 | |
| Train Epoch: 1 [43520/60000 (72%)] Loss: 0.007517 | |
| Train Epoch: 1 [44800/60000 (75%)] Loss: 0.007662 | |
| Train Epoch: 1 [46080/60000 (77%)] Loss: 0.006980 | |
| Train Epoch: 1 [47360/60000 (79%)] Loss: 0.008302 | |
| Train Epoch: 1 [48640/60000 (81%)] Loss: 0.007289 | |
| Train Epoch: 1 [49920/60000 (83%)] Loss: 0.006245 | |
| Train Epoch: 1 [51200/60000 (85%)] Loss: 0.006826 | |
| Train Epoch: 1 [52480/60000 (87%)] Loss: 0.006303 | |
| Train Epoch: 1 [53760/60000 (90%)] Loss: 0.007201 | |
| Train Epoch: 1 [55040/60000 (92%)] Loss: 0.005981 | |
| Train Epoch: 1 [56320/60000 (94%)] Loss: 0.006054 | |
| Train Epoch: 1 [57600/60000 (96%)] Loss: 0.005998 | |
| Train Epoch: 1 [58880/60000 (98%)] Loss: 0.005884 | |
| ====> Epoch: 1 Average loss: 0.2719 | |
| ====> Test set loss: 0.0061 | |
| Train Epoch: 2 [0/60000 (0%)] Loss: 0.006299 | |
| Train Epoch: 2 [1280/60000 (2%)] Loss: 0.005827 | |
| Train Epoch: 2 [2560/60000 (4%)] Loss: 0.006181 | |
| Train Epoch: 2 [3840/60000 (6%)] Loss: 0.006621 | |
| Train Epoch: 2 [5120/60000 (9%)] Loss: 0.006038 | |
| Train Epoch: 2 [6400/60000 (11%)] Loss: 0.006043 | |
| Train Epoch: 2 [7680/60000 (13%)] Loss: 0.006012 | |
| Train Epoch: 2 [8960/60000 (15%)] Loss: 0.005935 | |
| Train Epoch: 2 [10240/60000 (17%)] Loss: 0.005639 | |
| Train Epoch: 2 [11520/60000 (19%)] Loss: 0.005521 | |
| Train Epoch: 2 [12800/60000 (21%)] Loss: 0.005635 | |
| Train Epoch: 2 [14080/60000 (23%)] Loss: 0.005684 | |
| Train Epoch: 2 [15360/60000 (26%)] Loss: 0.005705 | |
| Train Epoch: 2 [16640/60000 (28%)] Loss: 0.005577 | |
| Train Epoch: 2 [17920/60000 (30%)] Loss: 0.005544 | |
| Train Epoch: 2 [19200/60000 (32%)] Loss: 0.005561 | |
| Train Epoch: 2 [20480/60000 (34%)] Loss: 0.005534 | |
| Train Epoch: 2 [21760/60000 (36%)] Loss: 0.005627 | |
| Train Epoch: 2 [23040/60000 (38%)] Loss: 0.005183 | |
| Train Epoch: 2 [24320/60000 (41%)] Loss: 0.005182 | |
| Train Epoch: 2 [25600/60000 (43%)] Loss: 0.005228 | |
| Train Epoch: 2 [26880/60000 (45%)] Loss: 0.005394 | |
| Train Epoch: 2 [28160/60000 (47%)] Loss: 0.005752 | |
| Train Epoch: 2 [29440/60000 (49%)] Loss: 0.005275 | |
| Train Epoch: 2 [30720/60000 (51%)] Loss: 0.005534 | |
| Train Epoch: 2 [32000/60000 (53%)] Loss: 0.005310 | |
| Train Epoch: 2 [33280/60000 (55%)] Loss: 0.005245 | |
| Train Epoch: 2 [34560/60000 (58%)] Loss: 0.005247 | |
| Train Epoch: 2 [35840/60000 (60%)] Loss: 0.005242 | |
| Train Epoch: 2 [37120/60000 (62%)] Loss: 0.005538 | |
| Train Epoch: 2 [38400/60000 (64%)] Loss: 0.005551 | |
| Train Epoch: 2 [39680/60000 (66%)] Loss: 0.005208 | |
| Train Epoch: 2 [40960/60000 (68%)] Loss: 0.005185 | |
| Train Epoch: 2 [42240/60000 (70%)] Loss: 0.004991 | |
| Train Epoch: 2 [43520/60000 (72%)] Loss: 0.005069 | |
| Train Epoch: 2 [44800/60000 (75%)] Loss: 0.005031 | |
| Train Epoch: 2 [46080/60000 (77%)] Loss: 0.005058 | |
| Train Epoch: 2 [47360/60000 (79%)] Loss: 0.005112 | |
| Train Epoch: 2 [48640/60000 (81%)] Loss: 0.005000 | |
| Train Epoch: 2 [49920/60000 (83%)] Loss: 0.005089 | |
| Train Epoch: 2 [51200/60000 (85%)] Loss: 0.004935 | |
| Train Epoch: 2 [52480/60000 (87%)] Loss: 0.004959 | |
| Train Epoch: 2 [53760/60000 (90%)] Loss: 0.004984 | |
| Train Epoch: 2 [55040/60000 (92%)] Loss: 0.004923 | |
| Train Epoch: 2 [56320/60000 (94%)] Loss: 0.004964 | |
| Train Epoch: 2 [57600/60000 (96%)] Loss: 0.005242 | |
| Train Epoch: 2 [58880/60000 (98%)] Loss: 0.005031 | |
| ====> Epoch: 2 Average loss: 0.0054 | |
| ====> Test set loss: 0.0051 | |
| Train Epoch: 3 [0/60000 (0%)] Loss: 0.005005 | |
| Train Epoch: 3 [1280/60000 (2%)] Loss: 0.005774 | |
| Train Epoch: 3 [2560/60000 (4%)] Loss: 0.005088 | |
| Train Epoch: 3 [3840/60000 (6%)] Loss: 0.005183 | |
| Train Epoch: 3 [5120/60000 (9%)] Loss: 0.005050 | |
| Train Epoch: 3 [6400/60000 (11%)] Loss: 0.004864 | |
| Train Epoch: 3 [7680/60000 (13%)] Loss: 0.004927 | |
| Train Epoch: 3 [8960/60000 (15%)] Loss: 0.004794 | |
| Train Epoch: 3 [10240/60000 (17%)] Loss: 0.004988 | |
| Train Epoch: 3 [11520/60000 (19%)] Loss: 0.005289 | |
| Train Epoch: 3 [12800/60000 (21%)] Loss: 0.005264 | |
| Train Epoch: 3 [14080/60000 (23%)] Loss: 0.005004 | |
| Train Epoch: 3 [15360/60000 (26%)] Loss: 0.005195 | |
| Train Epoch: 3 [16640/60000 (28%)] Loss: 0.004889 | |
| Train Epoch: 3 [17920/60000 (30%)] Loss: 0.004907 | |
| Train Epoch: 3 [19200/60000 (32%)] Loss: 0.004810 | |
| Train Epoch: 3 [20480/60000 (34%)] Loss: 0.004804 | |
| Train Epoch: 3 [21760/60000 (36%)] Loss: 0.004910 | |
| Train Epoch: 3 [23040/60000 (38%)] Loss: 0.004830 | |
| Train Epoch: 3 [24320/60000 (41%)] Loss: 0.004770 | |
| Train Epoch: 3 [25600/60000 (43%)] Loss: 0.005179 | |
| Train Epoch: 3 [26880/60000 (45%)] Loss: 0.004893 | |
| Train Epoch: 3 [28160/60000 (47%)] Loss: 0.004837 | |
| Train Epoch: 3 [29440/60000 (49%)] Loss: 0.004765 | |
| Train Epoch: 3 [30720/60000 (51%)] Loss: 0.005052 | |
| Train Epoch: 3 [32000/60000 (53%)] Loss: 0.004762 | |
| Train Epoch: 3 [33280/60000 (55%)] Loss: 0.004795 | |
| Train Epoch: 3 [34560/60000 (58%)] Loss: 0.004996 | |
| Train Epoch: 3 [35840/60000 (60%)] Loss: 0.004730 | |
| Train Epoch: 3 [37120/60000 (62%)] Loss: 0.004739 | |
| Train Epoch: 3 [38400/60000 (64%)] Loss: 0.004727 | |
| Train Epoch: 3 [39680/60000 (66%)] Loss: 0.004774 | |
| Train Epoch: 3 [40960/60000 (68%)] Loss: 0.004667 | |
| Train Epoch: 3 [42240/60000 (70%)] Loss: 0.005097 | |
| Train Epoch: 3 [43520/60000 (72%)] Loss: 0.004690 | |
| Train Epoch: 3 [44800/60000 (75%)] Loss: 0.004618 | |
| Train Epoch: 3 [46080/60000 (77%)] Loss: 0.004661 | |
| Train Epoch: 3 [47360/60000 (79%)] Loss: 0.004626 | |
| Train Epoch: 3 [48640/60000 (81%)] Loss: 0.004693 | |
| Train Epoch: 3 [49920/60000 (83%)] Loss: 0.004707 | |
| Train Epoch: 3 [51200/60000 (85%)] Loss: 0.006026 | |
| Train Epoch: 3 [52480/60000 (87%)] Loss: 0.005219 | |
| Train Epoch: 3 [53760/60000 (90%)] Loss: 0.005065 | |
| Train Epoch: 3 [55040/60000 (92%)] Loss: 0.005025 | |
| Train Epoch: 3 [56320/60000 (94%)] Loss: 0.004700 | |
| Train Epoch: 3 [57600/60000 (96%)] Loss: 0.004818 | |
| Train Epoch: 3 [58880/60000 (98%)] Loss: 0.004767 | |
| ====> Epoch: 3 Average loss: 0.0049 | |
| ====> Test set loss: 0.0047 | |
| Train Epoch: 4 [0/60000 (0%)] Loss: 0.004633 | |
| Train Epoch: 4 [1280/60000 (2%)] Loss: 0.004771 | |
| Train Epoch: 4 [2560/60000 (4%)] Loss: 0.004635 | |
| Train Epoch: 4 [3840/60000 (6%)] Loss: 0.004762 | |
| Train Epoch: 4 [5120/60000 (9%)] Loss: 0.004700 | |
| Train Epoch: 4 [6400/60000 (11%)] Loss: 0.004590 | |
| Train Epoch: 4 [7680/60000 (13%)] Loss: 0.004539 | |
| Train Epoch: 4 [8960/60000 (15%)] Loss: 0.004644 | |
| Train Epoch: 4 [10240/60000 (17%)] Loss: 0.004716 | |
| Train Epoch: 4 [11520/60000 (19%)] Loss: 0.004622 | |
| Train Epoch: 4 [12800/60000 (21%)] Loss: 0.004721 | |
| Train Epoch: 4 [14080/60000 (23%)] Loss: 0.004679 | |
| Train Epoch: 4 [15360/60000 (26%)] Loss: 0.004568 | |
| Train Epoch: 4 [16640/60000 (28%)] Loss: 0.004608 | |
| Train Epoch: 4 [17920/60000 (30%)] Loss: 0.004676 | |
| Train Epoch: 4 [19200/60000 (32%)] Loss: 0.004708 | |
| Train Epoch: 4 [20480/60000 (34%)] Loss: 0.004957 | |
| Train Epoch: 4 [21760/60000 (36%)] Loss: 0.004747 | |
| Train Epoch: 4 [23040/60000 (38%)] Loss: 0.004762 | |
| Train Epoch: 4 [24320/60000 (41%)] Loss: 0.004743 | |
| Train Epoch: 4 [25600/60000 (43%)] Loss: 0.004751 | |
| Train Epoch: 4 [26880/60000 (45%)] Loss: 0.004777 | |
| Train Epoch: 4 [28160/60000 (47%)] Loss: 0.004667 | |
| Train Epoch: 4 [29440/60000 (49%)] Loss: 0.004645 | |
| Train Epoch: 4 [30720/60000 (51%)] Loss: 0.004657 | |
| Train Epoch: 4 [32000/60000 (53%)] Loss: 0.004548 | |
| Train Epoch: 4 [33280/60000 (55%)] Loss: 0.004734 | |
| Train Epoch: 4 [34560/60000 (58%)] Loss: 0.004623 | |
| Train Epoch: 4 [35840/60000 (60%)] Loss: 0.004685 | |
| Train Epoch: 4 [37120/60000 (62%)] Loss: 0.005004 | |
| Train Epoch: 4 [38400/60000 (64%)] Loss: 0.004688 | |
| Train Epoch: 4 [39680/60000 (66%)] Loss: 0.004513 | |
| Train Epoch: 4 [40960/60000 (68%)] Loss: 0.004648 | |
| Train Epoch: 4 [42240/60000 (70%)] Loss: 0.004615 | |
| Train Epoch: 4 [43520/60000 (72%)] Loss: 0.004671 | |
| Train Epoch: 4 [44800/60000 (75%)] Loss: 0.004580 | |
| Train Epoch: 4 [46080/60000 (77%)] Loss: 0.004507 | |
| Train Epoch: 4 [47360/60000 (79%)] Loss: 0.004552 | |
| Train Epoch: 4 [48640/60000 (81%)] Loss: 0.004512 | |
| Train Epoch: 4 [49920/60000 (83%)] Loss: 0.004573 | |
| Train Epoch: 4 [51200/60000 (85%)] Loss: 0.004559 | |
| Train Epoch: 4 [52480/60000 (87%)] Loss: 0.004655 | |
| Train Epoch: 4 [53760/60000 (90%)] Loss: 0.004602 | |
| Train Epoch: 4 [55040/60000 (92%)] Loss: 0.004573 | |
| Train Epoch: 4 [56320/60000 (94%)] Loss: 0.004420 | |
| Train Epoch: 4 [57600/60000 (96%)] Loss: 0.004497 | |
| Train Epoch: 4 [58880/60000 (98%)] Loss: 0.004490 | |
| ====> Epoch: 4 Average loss: 0.0046 | |
| ====> Test set loss: 0.0046 | |
| Train Epoch: 5 [0/60000 (0%)] Loss: 0.004507 | |
| Train Epoch: 5 [1280/60000 (2%)] Loss: 0.004618 | |
| Train Epoch: 5 [2560/60000 (4%)] Loss: 0.004564 | |
| Train Epoch: 5 [3840/60000 (6%)] Loss: 0.004502 | |
| Train Epoch: 5 [5120/60000 (9%)] Loss: 0.004583 | |
| Train Epoch: 5 [6400/60000 (11%)] Loss: 0.004606 | |
| Train Epoch: 5 [7680/60000 (13%)] Loss: 0.004765 | |
| Train Epoch: 5 [8960/60000 (15%)] Loss: 0.005707 | |
| Train Epoch: 5 [10240/60000 (17%)] Loss: 0.009778 | |
| Train Epoch: 5 [11520/60000 (19%)] Loss: 2.149063 | |
| Train Epoch: 5 [12800/60000 (21%)] Loss: 0.128289 | |
| Train Epoch: 5 [14080/60000 (23%)] Loss: 0.040367 | |
| Train Epoch: 5 [15360/60000 (26%)] Loss: 0.021932 | |
| Train Epoch: 5 [16640/60000 (28%)] Loss: 0.013951 | |
| Train Epoch: 5 [17920/60000 (30%)] Loss: 0.009150 | |
| Train Epoch: 5 [19200/60000 (32%)] Loss: 0.008539 | |
| Train Epoch: 5 [20480/60000 (34%)] Loss: 0.006987 | |
| Train Epoch: 5 [21760/60000 (36%)] Loss: 0.007026 | |
| Train Epoch: 5 [23040/60000 (38%)] Loss: 0.006205 | |
| Train Epoch: 5 [24320/60000 (41%)] Loss: 0.006349 | |
| Train Epoch: 5 [25600/60000 (43%)] Loss: 0.006247 | |
| Train Epoch: 5 [26880/60000 (45%)] Loss: 0.005876 | |
| Train Epoch: 5 [28160/60000 (47%)] Loss: 0.006075 | |
| Train Epoch: 5 [29440/60000 (49%)] Loss: 0.005686 | |
| Train Epoch: 5 [30720/60000 (51%)] Loss: 0.005505 | |
| Train Epoch: 5 [32000/60000 (53%)] Loss: 0.005756 | |
| Train Epoch: 5 [33280/60000 (55%)] Loss: 0.005244 | |
| Train Epoch: 5 [34560/60000 (58%)] Loss: 0.005740 | |
| Train Epoch: 5 [35840/60000 (60%)] Loss: 0.005310 | |
| Train Epoch: 5 [37120/60000 (62%)] Loss: 0.005304 | |
| Train Epoch: 5 [38400/60000 (64%)] Loss: 0.005356 | |
| Train Epoch: 5 [39680/60000 (66%)] Loss: 0.005155 | |
| Train Epoch: 5 [40960/60000 (68%)] Loss: 0.005331 | |
| Train Epoch: 5 [42240/60000 (70%)] Loss: 0.005404 | |
| Train Epoch: 5 [43520/60000 (72%)] Loss: 0.005019 | |
| Train Epoch: 5 [44800/60000 (75%)] Loss: 0.005085 | |
| Train Epoch: 5 [46080/60000 (77%)] Loss: 0.005103 | |
| Train Epoch: 5 [47360/60000 (79%)] Loss: 0.006137 | |
| Train Epoch: 5 [48640/60000 (81%)] Loss: 0.004943 | |
| Train Epoch: 5 [49920/60000 (83%)] Loss: 0.004968 | |
| Train Epoch: 5 [51200/60000 (85%)] Loss: 0.005041 | |
| Train Epoch: 5 [52480/60000 (87%)] Loss: 0.004831 | |
| Train Epoch: 5 [53760/60000 (90%)] Loss: 0.004895 | |
| Train Epoch: 5 [55040/60000 (92%)] Loss: 0.004764 | |
| Train Epoch: 5 [56320/60000 (94%)] Loss: 0.004856 | |
| Train Epoch: 5 [57600/60000 (96%)] Loss: 0.005218 | |
| Train Epoch: 5 [58880/60000 (98%)] Loss: 0.004764 | |
| ====> Epoch: 5 Average loss: 0.0520 | |
| ====> Test set loss: 0.0049 | |
| Train Epoch: 6 [0/60000 (0%)] Loss: 0.004807 | |
| Train Epoch: 6 [1280/60000 (2%)] Loss: 0.004767 | |
| Train Epoch: 6 [2560/60000 (4%)] Loss: 0.004736 | |
| Train Epoch: 6 [3840/60000 (6%)] Loss: 0.004792 | |
| Train Epoch: 6 [5120/60000 (9%)] Loss: 0.004667 | |
| Train Epoch: 6 [6400/60000 (11%)] Loss: 0.004737 | |
| Train Epoch: 6 [7680/60000 (13%)] Loss: 0.005408 | |
| Train Epoch: 6 [8960/60000 (15%)] Loss: 0.004668 | |
| Train Epoch: 6 [10240/60000 (17%)] Loss: 0.004836 | |
| Train Epoch: 6 [11520/60000 (19%)] Loss: 0.004659 | |
| Train Epoch: 6 [12800/60000 (21%)] Loss: 0.004656 | |
| Train Epoch: 6 [14080/60000 (23%)] Loss: 0.004659 | |
| Train Epoch: 6 [15360/60000 (26%)] Loss: 0.004639 | |
| Train Epoch: 6 [16640/60000 (28%)] Loss: 0.004660 | |
| Train Epoch: 6 [17920/60000 (30%)] Loss: 0.004600 | |
| Train Epoch: 6 [19200/60000 (32%)] Loss: 0.004719 | |
| Train Epoch: 6 [20480/60000 (34%)] Loss: 0.004702 | |
| Train Epoch: 6 [21760/60000 (36%)] Loss: 0.004615 | |
| Train Epoch: 6 [23040/60000 (38%)] Loss: 0.004548 | |
| Train Epoch: 6 [24320/60000 (41%)] Loss: 0.004582 | |
| Train Epoch: 6 [25600/60000 (43%)] Loss: 0.004623 | |
| Train Epoch: 6 [26880/60000 (45%)] Loss: 0.004691 | |
| Train Epoch: 6 [28160/60000 (47%)] Loss: 0.004614 | |
| Train Epoch: 6 [29440/60000 (49%)] Loss: 0.004547 | |
| Train Epoch: 6 [30720/60000 (51%)] Loss: 0.004648 | |
| Train Epoch: 6 [32000/60000 (53%)] Loss: 0.004883 | |
| Train Epoch: 6 [33280/60000 (55%)] Loss: 0.004596 | |
| Train Epoch: 6 [34560/60000 (58%)] Loss: 0.004589 | |
| Train Epoch: 6 [35840/60000 (60%)] Loss: 0.004583 | |
| Train Epoch: 6 [37120/60000 (62%)] Loss: 0.004555 | |
| Train Epoch: 6 [38400/60000 (64%)] Loss: 0.004586 | |
| Train Epoch: 6 [39680/60000 (66%)] Loss: 0.004584 | |
| Train Epoch: 6 [40960/60000 (68%)] Loss: 0.004615 | |
| Train Epoch: 6 [42240/60000 (70%)] Loss: 0.004529 | |
| Train Epoch: 6 [43520/60000 (72%)] Loss: 0.004575 | |
| Train Epoch: 6 [44800/60000 (75%)] Loss: 0.004524 | |
| Train Epoch: 6 [46080/60000 (77%)] Loss: 0.004505 | |
| Train Epoch: 6 [47360/60000 (79%)] Loss: 0.004558 | |
| Train Epoch: 6 [48640/60000 (81%)] Loss: 0.004528 | |
| Train Epoch: 6 [49920/60000 (83%)] Loss: 0.004519 | |
| Train Epoch: 6 [51200/60000 (85%)] Loss: 0.004511 | |
| Train Epoch: 6 [52480/60000 (87%)] Loss: 0.004525 | |
| Train Epoch: 6 [53760/60000 (90%)] Loss: 0.004550 | |
| Train Epoch: 6 [55040/60000 (92%)] Loss: 0.004550 | |
| Train Epoch: 6 [56320/60000 (94%)] Loss: 0.004496 | |
| Train Epoch: 6 [57600/60000 (96%)] Loss: 0.004528 | |
| Train Epoch: 6 [58880/60000 (98%)] Loss: 0.004476 | |
| ====> Epoch: 6 Average loss: 0.0046 | |
| ====> Test set loss: 0.0046 | |
| Train Epoch: 7 [0/60000 (0%)] Loss: 0.004514 | |
| Train Epoch: 7 [1280/60000 (2%)] Loss: 0.004504 | |
| Train Epoch: 7 [2560/60000 (4%)] Loss: 0.004545 | |
| Train Epoch: 7 [3840/60000 (6%)] Loss: 0.004580 | |
| Train Epoch: 7 [5120/60000 (9%)] Loss: 0.004503 | |
| Train Epoch: 7 [6400/60000 (11%)] Loss: 0.004450 | |
| Train Epoch: 7 [7680/60000 (13%)] Loss: 0.004482 | |
| Train Epoch: 7 [8960/60000 (15%)] Loss: 0.004488 | |
| Train Epoch: 7 [10240/60000 (17%)] Loss: 0.004478 | |
| Train Epoch: 7 [11520/60000 (19%)] Loss: 0.004486 | |
| Train Epoch: 7 [12800/60000 (21%)] Loss: 0.004484 | |
| Train Epoch: 7 [14080/60000 (23%)] Loss: 0.004449 | |
| Train Epoch: 7 [15360/60000 (26%)] Loss: 0.004524 | |
| Train Epoch: 7 [16640/60000 (28%)] Loss: 0.004504 | |
| Train Epoch: 7 [17920/60000 (30%)] Loss: 0.004544 | |
| Train Epoch: 7 [19200/60000 (32%)] Loss: 0.004409 | |
| Train Epoch: 7 [20480/60000 (34%)] Loss: 0.004486 | |
| Train Epoch: 7 [21760/60000 (36%)] Loss: 0.004475 | |
| Train Epoch: 7 [23040/60000 (38%)] Loss: 0.004482 | |
| Train Epoch: 7 [24320/60000 (41%)] Loss: 0.004470 | |
| Train Epoch: 7 [25600/60000 (43%)] Loss: 0.004527 | |
| Train Epoch: 7 [26880/60000 (45%)] Loss: 0.004426 | |
| Train Epoch: 7 [28160/60000 (47%)] Loss: 0.004540 | |
| Train Epoch: 7 [29440/60000 (49%)] Loss: 0.004453 | |
| Train Epoch: 7 [30720/60000 (51%)] Loss: 0.004447 | |
| Train Epoch: 7 [32000/60000 (53%)] Loss: 0.004491 | |
| Train Epoch: 7 [33280/60000 (55%)] Loss: 0.004553 | |
| Train Epoch: 7 [34560/60000 (58%)] Loss: 0.004528 | |
| Train Epoch: 7 [35840/60000 (60%)] Loss: 0.004535 | |
| Train Epoch: 7 [37120/60000 (62%)] Loss: 0.004632 | |
| Train Epoch: 7 [38400/60000 (64%)] Loss: 0.004437 | |
| Train Epoch: 7 [39680/60000 (66%)] Loss: 0.004426 | |
| Train Epoch: 7 [40960/60000 (68%)] Loss: 0.004439 | |
| Train Epoch: 7 [42240/60000 (70%)] Loss: 0.004516 | |
| Train Epoch: 7 [43520/60000 (72%)] Loss: 0.004418 | |
| Train Epoch: 7 [44800/60000 (75%)] Loss: 0.004517 | |
| Train Epoch: 7 [46080/60000 (77%)] Loss: 0.004555 | |
| Train Epoch: 7 [47360/60000 (79%)] Loss: 0.004431 | |
| Train Epoch: 7 [48640/60000 (81%)] Loss: 0.004515 | |
| Train Epoch: 7 [49920/60000 (83%)] Loss: 0.004450 | |
| Train Epoch: 7 [51200/60000 (85%)] Loss: 0.004425 | |
| Train Epoch: 7 [52480/60000 (87%)] Loss: 0.004420 | |
| Train Epoch: 7 [53760/60000 (90%)] Loss: 0.004440 | |
| Train Epoch: 7 [55040/60000 (92%)] Loss: 0.004481 | |
| Train Epoch: 7 [56320/60000 (94%)] Loss: 0.004434 | |
| Train Epoch: 7 [57600/60000 (96%)] Loss: 0.004491 | |
| Train Epoch: 7 [58880/60000 (98%)] Loss: 0.004455 | |
| ====> Epoch: 7 Average loss: 0.0045 | |
| ====> Test set loss: 0.0045 | |
| Train Epoch: 8 [0/60000 (0%)] Loss: 0.004437 | |
| Train Epoch: 8 [1280/60000 (2%)] Loss: 0.004460 | |
| Train Epoch: 8 [2560/60000 (4%)] Loss: 0.004431 | |
| Train Epoch: 8 [3840/60000 (6%)] Loss: 0.004426 | |
| Train Epoch: 8 [5120/60000 (9%)] Loss: 0.004444 | |
| Train Epoch: 8 [6400/60000 (11%)] Loss: 0.004423 | |
| Train Epoch: 8 [7680/60000 (13%)] Loss: 0.004403 | |
| Train Epoch: 8 [8960/60000 (15%)] Loss: 0.004440 | |
| Train Epoch: 8 [10240/60000 (17%)] Loss: 0.004400 | |
| Train Epoch: 8 [11520/60000 (19%)] Loss: 0.004398 | |
| Train Epoch: 8 [12800/60000 (21%)] Loss: 0.004438 | |
| Train Epoch: 8 [14080/60000 (23%)] Loss: 0.004409 | |
| Train Epoch: 8 [15360/60000 (26%)] Loss: 0.004452 | |
| Train Epoch: 8 [16640/60000 (28%)] Loss: 0.004483 | |
| Train Epoch: 8 [17920/60000 (30%)] Loss: 0.004462 | |
| Train Epoch: 8 [19200/60000 (32%)] Loss: 0.004476 | |
| Train Epoch: 8 [20480/60000 (34%)] Loss: 0.004473 | |
| Train Epoch: 8 [21760/60000 (36%)] Loss: 0.004481 | |
| Train Epoch: 8 [23040/60000 (38%)] Loss: 0.004442 | |
| Train Epoch: 8 [24320/60000 (41%)] Loss: 0.004443 | |
| Train Epoch: 8 [25600/60000 (43%)] Loss: 0.004461 | |
| Train Epoch: 8 [26880/60000 (45%)] Loss: 0.004411 | |
| Train Epoch: 8 [28160/60000 (47%)] Loss: 0.004417 | |
| Train Epoch: 8 [29440/60000 (49%)] Loss: 0.004446 | |
| Train Epoch: 8 [30720/60000 (51%)] Loss: 0.004459 | |
| Train Epoch: 8 [32000/60000 (53%)] Loss: 0.004435 | |
| Train Epoch: 8 [33280/60000 (55%)] Loss: 0.004415 | |
| Train Epoch: 8 [34560/60000 (58%)] Loss: 0.004403 | |
| Train Epoch: 8 [35840/60000 (60%)] Loss: 0.004411 | |
| Train Epoch: 8 [37120/60000 (62%)] Loss: 0.004443 | |
| Train Epoch: 8 [38400/60000 (64%)] Loss: 0.004458 | |
| Train Epoch: 8 [39680/60000 (66%)] Loss: 0.004413 | |
| Train Epoch: 8 [40960/60000 (68%)] Loss: 0.004378 | |
| Train Epoch: 8 [42240/60000 (70%)] Loss: 0.004390 | |
| Train Epoch: 8 [43520/60000 (72%)] Loss: 0.004435 | |
| Train Epoch: 8 [44800/60000 (75%)] Loss: 0.004373 | |
| Train Epoch: 8 [46080/60000 (77%)] Loss: 0.004426 | |
| Train Epoch: 8 [47360/60000 (79%)] Loss: 0.004434 | |
| Train Epoch: 8 [48640/60000 (81%)] Loss: 0.004391 | |
| Train Epoch: 8 [49920/60000 (83%)] Loss: 0.004397 | |
| Train Epoch: 8 [51200/60000 (85%)] Loss: 0.004525 | |
| Train Epoch: 8 [52480/60000 (87%)] Loss: 0.004475 | |
| Train Epoch: 8 [53760/60000 (90%)] Loss: 0.004390 | |
| Train Epoch: 8 [55040/60000 (92%)] Loss: 0.004388 | |
| Train Epoch: 8 [56320/60000 (94%)] Loss: 0.004420 | |
| Train Epoch: 8 [57600/60000 (96%)] Loss: 0.004397 | |
| Train Epoch: 8 [58880/60000 (98%)] Loss: 0.004409 | |
| ====> Epoch: 8 Average loss: 0.0044 | |
| ====> Test set loss: 0.0045 | |
| Train Epoch: 9 [0/60000 (0%)] Loss: 0.004437 | |
| Train Epoch: 9 [1280/60000 (2%)] Loss: 0.004451 | |
| Train Epoch: 9 [2560/60000 (4%)] Loss: 0.004396 | |
| Train Epoch: 9 [3840/60000 (6%)] Loss: 0.004391 | |
| Train Epoch: 9 [5120/60000 (9%)] Loss: 0.004387 | |
| Train Epoch: 9 [6400/60000 (11%)] Loss: 0.004410 | |
| Train Epoch: 9 [7680/60000 (13%)] Loss: 0.004380 | |
| Train Epoch: 9 [8960/60000 (15%)] Loss: 0.004374 | |
| Train Epoch: 9 [10240/60000 (17%)] Loss: 0.004402 | |
| Train Epoch: 9 [11520/60000 (19%)] Loss: 0.004430 | |
| Train Epoch: 9 [12800/60000 (21%)] Loss: 0.004401 | |
| Train Epoch: 9 [14080/60000 (23%)] Loss: 0.004408 | |
| Train Epoch: 9 [15360/60000 (26%)] Loss: 0.004417 | |
| Train Epoch: 9 [16640/60000 (28%)] Loss: 0.004373 | |
| Train Epoch: 9 [17920/60000 (30%)] Loss: 0.004405 | |
| Train Epoch: 9 [19200/60000 (32%)] Loss: 0.004389 | |
| Train Epoch: 9 [20480/60000 (34%)] Loss: 0.004395 | |
| Train Epoch: 9 [21760/60000 (36%)] Loss: 0.004431 | |
| Train Epoch: 9 [23040/60000 (38%)] Loss: 0.004421 | |
| Train Epoch: 9 [24320/60000 (41%)] Loss: 0.004383 | |
| Train Epoch: 9 [25600/60000 (43%)] Loss: 0.004392 | |
| Train Epoch: 9 [26880/60000 (45%)] Loss: 0.004399 | |
| Train Epoch: 9 [28160/60000 (47%)] Loss: 0.004376 | |
| Train Epoch: 9 [29440/60000 (49%)] Loss: 0.004425 | |
| Train Epoch: 9 [30720/60000 (51%)] Loss: 0.004400 | |
| Train Epoch: 9 [32000/60000 (53%)] Loss: 0.004364 | |
| Train Epoch: 9 [33280/60000 (55%)] Loss: 0.004366 | |
| Train Epoch: 9 [34560/60000 (58%)] Loss: 0.004385 | |
| Train Epoch: 9 [35840/60000 (60%)] Loss: 0.004384 | |
| Train Epoch: 9 [37120/60000 (62%)] Loss: 0.004399 | |
| Train Epoch: 9 [38400/60000 (64%)] Loss: 0.004407 | |
| Train Epoch: 9 [39680/60000 (66%)] Loss: 0.004407 | |
| Train Epoch: 9 [40960/60000 (68%)] Loss: 0.004379 | |
| Train Epoch: 9 [42240/60000 (70%)] Loss: 0.004388 | |
| Train Epoch: 9 [43520/60000 (72%)] Loss: 0.004385 | |
| Train Epoch: 9 [44800/60000 (75%)] Loss: 0.004542 | |
| Train Epoch: 9 [46080/60000 (77%)] Loss: 0.004420 | |
| Train Epoch: 9 [47360/60000 (79%)] Loss: 0.004430 | |
| Train Epoch: 9 [48640/60000 (81%)] Loss: 0.004403 | |
| Train Epoch: 9 [49920/60000 (83%)] Loss: 0.004386 | |
| Train Epoch: 9 [51200/60000 (85%)] Loss: 0.004417 | |
| Train Epoch: 9 [52480/60000 (87%)] Loss: 0.004391 | |
| Train Epoch: 9 [53760/60000 (90%)] Loss: 0.004362 | |
| Train Epoch: 9 [55040/60000 (92%)] Loss: 0.004462 | |
| Train Epoch: 9 [56320/60000 (94%)] Loss: 0.004399 | |
| Train Epoch: 9 [57600/60000 (96%)] Loss: 0.004398 | |
| Train Epoch: 9 [58880/60000 (98%)] Loss: 0.004367 | |
| ====> Epoch: 9 Average loss: 0.0044 | |
| ====> Test set loss: 0.0044 | |
| Train Epoch: 10 [0/60000 (0%)] Loss: 0.004323 | |
| Train Epoch: 10 [1280/60000 (2%)] Loss: 0.004355 | |
| Train Epoch: 10 [2560/60000 (4%)] Loss: 0.004386 | |
| Train Epoch: 10 [3840/60000 (6%)] Loss: 0.004397 | |
| Train Epoch: 10 [5120/60000 (9%)] Loss: 0.004358 | |
| Train Epoch: 10 [6400/60000 (11%)] Loss: 0.004411 | |
| Train Epoch: 10 [7680/60000 (13%)] Loss: 0.004365 | |
| Train Epoch: 10 [8960/60000 (15%)] Loss: 0.004434 | |
| Train Epoch: 10 [10240/60000 (17%)] Loss: 0.004377 | |
| Train Epoch: 10 [11520/60000 (19%)] Loss: 0.004390 | |
| Train Epoch: 10 [12800/60000 (21%)] Loss: 0.004371 | |
| Train Epoch: 10 [14080/60000 (23%)] Loss: 0.004403 | |
| Train Epoch: 10 [15360/60000 (26%)] Loss: 0.004381 | |
| Train Epoch: 10 [16640/60000 (28%)] Loss: 0.004358 | |
| Train Epoch: 10 [17920/60000 (30%)] Loss: 0.004396 | |
| Train Epoch: 10 [19200/60000 (32%)] Loss: 0.004381 | |
| Train Epoch: 10 [20480/60000 (34%)] Loss: 0.004423 | |
| Train Epoch: 10 [21760/60000 (36%)] Loss: 0.004344 | |
| Train Epoch: 10 [23040/60000 (38%)] Loss: 0.004355 | |
| Train Epoch: 10 [24320/60000 (41%)] Loss: 0.004377 | |
| Train Epoch: 10 [25600/60000 (43%)] Loss: 0.004378 | |
| Train Epoch: 10 [26880/60000 (45%)] Loss: 0.004405 | |
| Train Epoch: 10 [28160/60000 (47%)] Loss: 0.004376 | |
| Train Epoch: 10 [29440/60000 (49%)] Loss: 0.004337 | |
| Train Epoch: 10 [30720/60000 (51%)] Loss: 0.004411 | |
| Train Epoch: 10 [32000/60000 (53%)] Loss: 0.004388 | |
| Train Epoch: 10 [33280/60000 (55%)] Loss: 0.004386 | |
| Train Epoch: 10 [34560/60000 (58%)] Loss: 0.004352 | |
| Train Epoch: 10 [35840/60000 (60%)] Loss: 0.004383 | |
| Train Epoch: 10 [37120/60000 (62%)] Loss: 0.004365 | |
| Train Epoch: 10 [38400/60000 (64%)] Loss: 0.004387 | |
| Train Epoch: 10 [39680/60000 (66%)] Loss: 0.004340 | |
| Train Epoch: 10 [40960/60000 (68%)] Loss: 0.004392 | |
| Train Epoch: 10 [42240/60000 (70%)] Loss: 0.004356 | |
| Train Epoch: 10 [43520/60000 (72%)] Loss: 0.004353 | |
| Train Epoch: 10 [44800/60000 (75%)] Loss: 0.004366 | |
| Train Epoch: 10 [46080/60000 (77%)] Loss: 0.004395 | |
| Train Epoch: 10 [47360/60000 (79%)] Loss: 0.004378 | |
| Train Epoch: 10 [48640/60000 (81%)] Loss: 0.004434 | |
| Train Epoch: 10 [49920/60000 (83%)] Loss: 0.004351 | |
| Train Epoch: 10 [51200/60000 (85%)] Loss: 0.004349 | |
| Train Epoch: 10 [52480/60000 (87%)] Loss: 0.004360 | |
| Train Epoch: 10 [53760/60000 (90%)] Loss: 0.004375 | |
| Train Epoch: 10 [55040/60000 (92%)] Loss: 0.004343 | |
| Train Epoch: 10 [56320/60000 (94%)] Loss: 0.004380 | |
| Train Epoch: 10 [57600/60000 (96%)] Loss: 0.004387 | |
| Train Epoch: 10 [58880/60000 (98%)] Loss: 0.004382 | |
| ====> Epoch: 10 Average loss: 0.0044 | |
| ====> Test set loss: 0.0044 |
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