start_time: 1656.452864792 end_time: 2112.491744542 Epoch: 01 | Epoch Time: 7m 36s Train Loss: 4.104 | Train Acc @1: 1.84% | Train Acc @5: 1.84% Valid Loss: 4.096 | Valid Acc @1: 1.85% | Valid Acc @5: 1.85% start_time: 2112.497949667 end_time: 2528.894926208 Epoch: 02 | Epoch Time: 6m 56s Train Loss: 4.098 | Train Acc @1: 1.75% | Train Acc @5: 1.75% Valid Loss: 4.086 | Valid Acc @1: 3.41% | Valid Acc @5: 3.41% start_time: 2528.895455167 end_time: 2936.974337584 Epoch: 03 | Epoch Time: 6m 48s Train Loss: 4.081 | Train Acc @1: 2.86% | Train Acc @5: 2.86% Valid Loss: 4.071 | Valid Acc @1: 4.20% | Valid Acc @5: 4.20% start_time: 2936.974866542 end_time: 3370.232034209 Epoch: 04 | Epoch Time: 7m 13s Train Loss: 4.056 | Train Acc @1: 3.12% | Train Acc @5: 3.12% Valid Loss: 4.042 | Valid Acc @1: 3.41% | Valid Acc @5: 3.41% start_time: 3370.232601542 end_time: 3814.722865459 Epoch: 05 | Epoch Time: 7m 24s Train Loss: 4.009 | Train Acc @1: 7.89% | Train Acc @5: 7.89% Valid Loss: 3.996 | Valid Acc @1: 9.17% | Valid Acc @5: 9.17% start_time: 3814.723312751 end_time: 4223.534499167 Epoch: 06 | Epoch Time: 6m 48s Train Loss: 3.939 | Train Acc @1: 13.38% | Train Acc @5: 13.38% Valid Loss: 3.916 | Valid Acc @1: 14.29% | Valid Acc @5: 14.29% start_time: 4223.534945584 end_time: 4672.540647084 Epoch: 07 | Epoch Time: 7m 29s Train Loss: 3.805 | Train Acc @1: 24.33% | Train Acc @5: 24.33% Valid Loss: 3.776 | Valid Acc @1: 27.95% | Valid Acc @5: 27.95% start_time: 4672.541432001 end_time: 5106.739244334 Epoch: 08 | Epoch Time: 7m 14s Train Loss: 3.591 | Train Acc @1: 35.77% | Train Acc @5: 35.77% Valid Loss: 3.552 | Valid Acc @1: 36.20% | Valid Acc @5: 36.20% start_time: 5106.739727251 end_time: 5528.472861001 Epoch: 09 | Epoch Time: 7m 1s Train Loss: 3.279 | Train Acc @1: 46.59% | Train Acc @5: 46.59% Valid Loss: 3.184 | Valid Acc @1: 42.39% | Valid Acc @5: 42.39% start_time: 5528.473360959 end_time: 5930.116782126 Epoch: 10 | Epoch Time: 6m 41s Train Loss: 2.870 | Train Acc @1: 55.46% | Train Acc @5: 55.46% Valid Loss: 2.843 | Valid Acc @1: 50.93% | Valid Acc @5: 50.93% start_time: 5930.117363459 end_time: 6318.132768626 Epoch: 11 | Epoch Time: 6m 28s Train Loss: 2.515 | Train Acc @1: 62.85% | Train Acc @5: 62.85% Valid Loss: 2.534 | Valid Acc @1: 55.41% | Valid Acc @5: 55.41% start_time: 6318.137562001 end_time: 6696.279914542 Epoch: 12 | Epoch Time: 6m 18s Train Loss: 2.174 | Train Acc @1: 70.85% | Train Acc @5: 70.85% Valid Loss: 2.238 | Valid Acc @1: 58.83% | Valid Acc @5: 58.83% start_time: 6696.280412 end_time: 7062.893651 Epoch: 13 | Epoch Time: 6m 6s Train Loss: 1.897 | Train Acc @1: 74.77% | Train Acc @5: 74.77% Valid Loss: 1.996 | Valid Acc @1: 61.17% | Valid Acc @5: 61.17% start_time: 7062.894284834 end_time: 7504.088661751 Epoch: 14 | Epoch Time: 7m 21s Train Loss: 1.615 | Train Acc @1: 78.14% | Train Acc @5: 78.14% Valid Loss: 1.761 | Valid Acc @1: 63.66% | Valid Acc @5: 63.66% start_time: 7504.093729334 end_time: 7895.663281792 Epoch: 15 | Epoch Time: 6m 31s Train Loss: 1.409 | Train Acc @1: 79.42% | Train Acc @5: 79.42% Valid Loss: 1.579 | Valid Acc @1: 66.44% | Valid Acc @5: 66.44% start_time: 7895.663534959 end_time: 8282.745573751 Epoch: 16 | Epoch Time: 6m 27s Train Loss: 1.233 | Train Acc @1: 82.71% | Train Acc @5: 82.71% Valid Loss: 1.454 | Valid Acc @1: 69.85% | Valid Acc @5: 69.85% start_time: 8282.749959667 end_time: 8661.259036167 Epoch: 17 | Epoch Time: 6m 18s Train Loss: 1.089 | Train Acc @1: 84.98% | Train Acc @5: 84.98% Valid Loss: 1.353 | Valid Acc @1: 72.34% | Valid Acc @5: 72.34% start_time: 8661.259581792 end_time: 9051.624623876 Epoch: 18 | Epoch Time: 6m 30s Train Loss: 0.979 | Train Acc @1: 87.28% | Train Acc @5: 87.28% Valid Loss: 1.278 | Valid Acc @1: 72.34% | Valid Acc @5: 72.34% start_time: 9051.625152167 end_time: 9450.257678042 Epoch: 19 | Epoch Time: 6m 38s Train Loss: 0.885 | Train Acc @1: 88.49% | Train Acc @5: 88.49% Valid Loss: 1.214 | Valid Acc @1: 74.05% | Valid Acc @5: 74.05% start_time: 9450.258148875 end_time: 9877.956314292 Epoch: 20 | Epoch Time: 7m 7s Train Loss: 0.804 | Train Acc @1: 89.21% | Train Acc @5: 89.21% Valid Loss: 1.163 | Valid Acc @1: 75.61% | Valid Acc @5: 75.61% start_time: 9877.956740292 end_time: 10320.09785925 Epoch: 21 | Epoch Time: 7m 22s Train Loss: 0.784 | Train Acc @1: 89.28% | Train Acc @5: 89.28% Valid Loss: 1.140 | Valid Acc @1: 76.53% | Valid Acc @5: 76.53% start_time: 10320.098300667 end_time: 10766.085048292 Epoch: 22 | Epoch Time: 7m 25s Train Loss: 0.704 | Train Acc @1: 90.96% | Train Acc @5: 90.96% Valid Loss: 1.105 | Valid Acc @1: 76.53% | Valid Acc @5: 76.53% start_time: 10766.085539292 end_time: 11190.726035042 Epoch: 23 | Epoch Time: 7m 4s Train Loss: 0.702 | Train Acc @1: 90.20% | Train Acc @5: 90.20% Valid Loss: 1.079 | Valid Acc @1: 75.75% | Valid Acc @5: 75.75% start_time: 11190.726554042 end_time: 11603.3960295 Epoch: 24 | Epoch Time: 6m 52s Train Loss: 0.676 | Train Acc @1: 90.96% | Train Acc @5: 90.96% Valid Loss: 1.070 | Valid Acc @1: 75.90% | Valid Acc @5: 75.90% start_time: 11603.396565417 end_time: 12019.400806875 Epoch: 25 | Epoch Time: 6m 56s Train Loss: 0.648 | Train Acc @1: 91.43% | Train Acc @5: 91.43% Valid Loss: 1.055 | Valid Acc @1: 75.75% | Valid Acc @5: 75.75% start_time: 12019.401226458 end_time: 12454.363668875 Epoch: 26 | Epoch Time: 7m 14s Train Loss: 0.640 | Train Acc @1: 91.50% | Train Acc @5: 91.50% Valid Loss: 1.051 | Valid Acc @1: 75.75% | Valid Acc @5: 75.75% start_time: 12454.364195458 end_time: 12918.746255125 Epoch: 27 | Epoch Time: 7m 44s Train Loss: 0.617 | Train Acc @1: 91.95% | Train Acc @5: 91.95% Valid Loss: 1.046 | Valid Acc @1: 76.53% | Valid Acc @5: 76.53% start_time: 12918.746861417 end_time: 13361.349328042 Epoch: 28 | Epoch Time: 7m 22s Train Loss: 0.623 | Train Acc @1: 92.35% | Train Acc @5: 92.35% Valid Loss: 1.039 | Valid Acc @1: 75.75% | Valid Acc @5: 75.75% start_time: 13361.34993525 end_time: 13795.669343042 Epoch: 29 | Epoch Time: 7m 14s Train Loss: 0.624 | Train Acc @1: 90.94% | Train Acc @5: 90.94% Valid Loss: 1.047 | Valid Acc @1: 76.53% | Valid Acc @5: 76.53% start_time: 13795.670270667 end_time: 14229.22744425 Epoch: 30 | Epoch Time: 7m 13s Train Loss: 0.627 | Train Acc @1: 91.40% | Train Acc @5: 91.40% Valid Loss: 1.047 | Valid Acc @1: 77.31% | Valid Acc @5: 77.31%