File : train.py 86f88a78d9ab160bcc35ec677f85faf945d1131a3ede2282ebc808596e250907 Model : model.py 0cf3352991a284cbf63f3f0e44c07fc3bffe61c9d720298ad8c18e57681b88c3 PyTorch: 1.11.0+cu113 Device : Tesla P100-PCIE-16GB Dtype : torch.float16 Files already downloaded and verified Preprocessing: 3.73 seconds epoch batch train time [sec] validation accuracy 1 97 9.96 0.2183 2 194 18.35 0.7741 3 291 26.74 0.8689 4 388 35.12 0.8988 5 485 43.51 0.9121 6 582 51.89 0.9211 7 679 60.27 0.9273 8 776 68.65 0.9318 9 873 77.04 0.9364 10 970 85.42 0.9405 1 of 1 runs >= 94.0 % accuracy Min accuracy: 0.9405 Max accuracy: 0.9405 Mean accuracy: 0.9405 +- 0.0 Files already downloaded and verified Preprocessing: 1.35 seconds epoch batch train time [sec] validation accuracy 1 97 8.39 0.1883 2 194 16.77 0.7746 3 291 25.16 0.8727 4 388 33.54 0.9000 5 485 41.92 0.9098 6 582 50.31 0.9203 7 679 58.69 0.9279 8 776 67.08 0.9348 9 873 75.46 0.9393 10 970 83.85 0.9428 2 of 2 runs >= 94.0 % accuracy Min accuracy: 0.9405 Max accuracy: 0.9428000000000001 Mean accuracy: 0.9416500000000001 +- 0.0011500000000000399 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.39 0.1840 2 194 16.77 0.7696 3 291 25.16 0.8745 4 388 33.54 0.8971 5 485 41.93 0.9123 6 582 50.31 0.9200 7 679 58.69 0.9282 8 776 67.08 0.9342 9 873 75.46 0.9389 10 970 83.85 0.9414 3 of 3 runs >= 94.0 % accuracy Min accuracy: 0.9405 Max accuracy: 0.9428000000000001 Mean accuracy: 0.9415666666666667 +- 0.0009463379711052599 Files already downloaded and verified Preprocessing: 1.33 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1896 2 194 16.77 0.7562 3 291 25.15 0.8768 4 388 33.54 0.8971 5 485 41.92 0.9150 6 582 50.31 0.9197 7 679 58.69 0.9254 8 776 67.07 0.9341 9 873 75.46 0.9378 10 970 83.84 0.9418 4 of 4 runs >= 94.0 % accuracy Min accuracy: 0.9405 Max accuracy: 0.9428000000000001 Mean accuracy: 0.941625 +- 0.000825757228245719 Files already downloaded and verified Preprocessing: 1.37 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1951 2 194 16.77 0.7719 3 291 25.15 0.8795 4 388 33.54 0.8969 5 485 41.92 0.9098 6 582 50.30 0.9217 7 679 58.69 0.9295 8 776 67.07 0.9363 9 873 75.46 0.9388 10 970 83.84 0.9412 5 of 5 runs >= 94.0 % accuracy Min accuracy: 0.9405 Max accuracy: 0.9428000000000001 Mean accuracy: 0.94154 +- 0.0007578918128598851 Files already downloaded and verified Preprocessing: 1.34 seconds epoch batch train time [sec] validation accuracy 1 97 8.39 0.2589 2 194 16.77 0.7830 3 291 25.15 0.8764 4 388 33.54 0.9010 5 485 41.92 0.9105 6 582 50.30 0.9174 7 679 58.69 0.9261 8 776 67.07 0.9320 9 873 75.45 0.9367 10 970 83.84 0.9390 5 of 6 runs >= 94.0 % accuracy Min accuracy: 0.9390000000000001 Max accuracy: 0.9428000000000001 Mean accuracy: 0.9411166666666667 +- 0.001172485489130782 Files already downloaded and verified Preprocessing: 1.35 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1756 2 194 16.77 0.7820 3 291 25.15 0.8783 4 388 33.54 0.8994 5 485 41.92 0.9105 6 582 50.30 0.9194 7 679 58.68 0.9277 8 776 67.07 0.9334 9 873 75.45 0.9382 10 970 83.84 0.9414 6 of 7 runs >= 94.0 % accuracy Min accuracy: 0.9390000000000001 Max accuracy: 0.9428000000000001 Mean accuracy: 0.9411571428571428 +- 0.0010900290203963118 Files already downloaded and verified Preprocessing: 1.35 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1676 2 194 16.77 0.7640 3 291 25.15 0.8803 4 388 33.53 0.9012 5 485 41.92 0.9124 6 582 50.30 0.9221 7 679 58.68 0.9266 8 776 67.07 0.9328 9 873 75.45 0.9375 10 970 83.83 0.9399 6 of 8 runs >= 94.0 % accuracy Min accuracy: 0.9390000000000001 Max accuracy: 0.9428000000000001 Mean accuracy: 0.941 +- 0.0011011357772772667 Files already downloaded and verified Preprocessing: 1.36 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2273 2 194 16.77 0.7778 3 291 25.15 0.8723 4 388 33.54 0.8976 5 485 41.92 0.9100 6 582 50.30 0.9207 7 679 58.68 0.9291 8 776 67.07 0.9328 9 873 75.45 0.9383 10 970 83.83 0.9421 7 of 9 runs >= 94.0 % accuracy Min accuracy: 0.9390000000000001 Max accuracy: 0.9428000000000001 Mean accuracy: 0.9411222222222223 +- 0.001094204711476465 Files already downloaded and verified Preprocessing: 1.33 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2068 2 194 16.77 0.7633 3 291 25.15 0.8706 4 388 33.54 0.8972 5 485 41.92 0.9108 6 582 50.30 0.9190 7 679 58.68 0.9271 8 776 67.07 0.9327 9 873 75.45 0.9389 10 970 83.84 0.9431 8 of 10 runs >= 94.0 % accuracy Min accuracy: 0.9390000000000001 Max accuracy: 0.9431 Mean accuracy: 0.9413199999999999 +- 0.0011956588142108143 Files already downloaded and verified Preprocessing: 1.34 seconds epoch batch train time [sec] validation accuracy 1 97 8.39 0.1576 2 194 16.77 0.7786 3 291 25.15 0.8768 4 388 33.54 0.9014 5 485 41.92 0.9126 6 582 50.30 0.9199 7 679 58.69 0.9259 8 776 67.07 0.9328 9 873 75.46 0.9383 10 970 83.84 0.9415 9 of 11 runs >= 94.0 % accuracy Min accuracy: 0.9390000000000001 Max accuracy: 0.9431 Mean accuracy: 0.9413363636363635 +- 0.0011411897517883628 Files already downloaded and verified Preprocessing: 1.37 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1953 2 194 16.77 0.7587 3 291 25.15 0.8765 4 388 33.53 0.8995 5 485 41.92 0.9116 6 582 50.30 0.9224 7 679 58.68 0.9285 8 776 67.07 0.9360 9 873 75.45 0.9393 10 970 83.83 0.9423 10 of 12 runs >= 94.0 % accuracy Min accuracy: 0.9390000000000001 Max accuracy: 0.9431 Mean accuracy: 0.9414166666666666 +- 0.001124598693855825 Files already downloaded and verified Preprocessing: 1.34 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2340 2 194 16.77 0.7671 3 291 25.15 0.8800 4 388 33.53 0.9000 5 485 41.92 0.9147 6 582 50.30 0.9215 7 679 58.68 0.9283 8 776 67.07 0.9351 9 873 75.45 0.9377 10 970 83.83 0.9394 10 of 13 runs >= 94.0 % accuracy Min accuracy: 0.9390000000000001 Max accuracy: 0.9431 Mean accuracy: 0.9412615384615385 +- 0.0012067365154628795 Files already downloaded and verified Preprocessing: 1.34 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1725 2 194 16.77 0.7548 3 291 25.15 0.8766 4 388 33.54 0.8988 5 485 41.92 0.9115 6 582 50.30 0.9207 7 679 58.69 0.9280 8 776 67.07 0.9321 9 873 75.45 0.9359 10 970 83.84 0.9384 10 of 14 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9431 Mean accuracy: 0.9410571428571428 +- 0.001376701173984028 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1930 2 194 16.77 0.7692 3 291 25.15 0.8733 4 388 33.53 0.8985 5 485 41.92 0.9106 6 582 50.30 0.9204 7 679 58.68 0.9281 8 776 67.07 0.9334 9 873 75.45 0.9397 10 970 83.83 0.9415 11 of 15 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9431 Mean accuracy: 0.9410866666666666 +- 0.001334599398904246 Files already downloaded and verified Preprocessing: 1.35 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1923 2 194 16.77 0.7746 3 291 25.15 0.8775 4 388 33.53 0.8989 5 485 41.91 0.9139 6 582 50.30 0.9206 7 679 58.68 0.9284 8 776 67.06 0.9357 9 873 75.45 0.9407 10 970 83.83 0.9434 12 of 16 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.94123125 +- 0.0014083317924054731 Files already downloaded and verified Preprocessing: 1.33 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1765 2 194 16.77 0.7611 3 291 25.15 0.8765 4 388 33.53 0.9004 5 485 41.92 0.9116 6 582 50.30 0.9210 7 679 58.68 0.9281 8 776 67.06 0.9363 9 873 75.45 0.9402 10 970 83.83 0.9421 13 of 17 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9412823529411765 +- 0.0013814890917870676 Files already downloaded and verified Preprocessing: 1.33 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2296 2 194 16.77 0.7657 3 291 25.15 0.8742 4 388 33.53 0.8968 5 485 41.91 0.9109 6 582 50.30 0.9209 7 679 58.68 0.9290 8 776 67.06 0.9347 9 873 75.45 0.9396 10 970 83.83 0.9422 14 of 18 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9413333333333332 +- 0.0013589211407093054 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1566 2 194 16.77 0.7418 3 291 25.15 0.8733 4 388 33.53 0.8958 5 485 41.91 0.9107 6 582 50.30 0.9218 7 679 58.68 0.9291 8 776 67.06 0.9347 9 873 75.44 0.9391 10 970 83.83 0.9427 15 of 19 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9414052631578946 +- 0.0013574254595064747 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1636 2 194 16.77 0.7496 3 291 25.15 0.8732 4 388 33.53 0.9000 5 485 41.92 0.9122 6 582 50.30 0.9200 7 679 58.68 0.9292 8 776 67.06 0.9356 9 873 75.45 0.9387 10 970 83.83 0.9414 16 of 20 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9414049999999999 +- 0.0013230551764760303 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2156 2 194 16.77 0.7821 3 291 25.15 0.8759 4 388 33.53 0.9004 5 485 41.92 0.9127 6 582 50.30 0.9224 7 679 58.68 0.9300 8 776 67.06 0.9357 9 873 75.45 0.9384 10 970 83.83 0.9414 17 of 21 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.941404761904762 +- 0.0012911700822919939 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2418 2 194 16.77 0.7750 3 291 25.15 0.8798 4 388 33.53 0.8963 5 485 41.91 0.9123 6 582 50.30 0.9205 7 679 58.68 0.9271 8 776 67.06 0.9340 9 873 75.44 0.9384 10 970 83.83 0.9413 18 of 22 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9413999999999999 +- 0.001261672771291431 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1365 2 194 16.77 0.7367 3 291 25.15 0.8721 4 388 33.53 0.8988 5 485 41.92 0.9093 6 582 50.30 0.9197 7 679 58.68 0.9288 8 776 67.07 0.9345 9 873 75.45 0.9382 10 970 83.83 0.9412 19 of 23 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.941391304347826 +- 0.0012346141954960033 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1828 2 194 16.77 0.7584 3 291 25.15 0.8750 4 388 33.53 0.9013 5 485 41.91 0.9130 6 582 50.30 0.9209 7 679 58.68 0.9261 8 776 67.06 0.9321 9 873 75.44 0.9379 10 970 83.83 0.9391 19 of 24 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9412958333333332 +- 0.0012924392850558086 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1716 2 194 16.77 0.7875 3 291 25.15 0.8739 4 388 33.53 0.9006 5 485 41.91 0.9120 6 582 50.29 0.9227 7 679 58.67 0.9296 8 776 67.05 0.9349 9 873 75.43 0.9381 10 970 83.82 0.9405 20 of 25 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9412639999999999 +- 0.0012758934124761424 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1719 2 194 16.77 0.7652 3 291 25.15 0.8793 4 388 33.53 0.9002 5 485 41.91 0.9111 6 582 50.29 0.9204 7 679 58.67 0.9279 8 776 67.06 0.9337 9 873 75.44 0.9392 10 970 83.82 0.9402 21 of 26 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9412230769230768 +- 0.0012677380499589118 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2125 2 194 16.77 0.7705 3 291 25.15 0.8770 4 388 33.53 0.8998 5 485 41.91 0.9107 6 582 50.29 0.9200 7 679 58.67 0.9286 8 776 67.05 0.9344 9 873 75.44 0.9378 10 970 83.82 0.9405 22 of 27 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9411962962962962 +- 0.0012515121169510055 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1776 2 194 16.76 0.7447 3 291 25.15 0.8718 4 388 33.53 0.9007 5 485 41.91 0.9143 6 582 50.29 0.9199 7 679 58.67 0.9270 8 776 67.05 0.9338 9 873 75.44 0.9374 10 970 83.82 0.9419 23 of 28 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9412214285714285 +- 0.0012358794274457724 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.41 0.1977 2 194 16.79 0.7662 3 291 25.17 0.8749 4 388 33.55 0.8978 5 485 41.93 0.9119 6 582 50.31 0.9204 7 679 58.70 0.9276 8 776 67.08 0.9352 9 873 75.46 0.9395 10 970 83.84 0.9411 24 of 29 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9412172413793103 +- 0.0012145863395489032 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1735 2 194 16.77 0.7464 3 291 25.15 0.8715 4 388 33.53 0.9001 5 485 41.91 0.9103 6 582 50.29 0.9219 7 679 58.67 0.9297 8 776 67.05 0.9361 9 873 75.43 0.9395 10 970 83.82 0.9417 25 of 30 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9412333333333333 +- 0.0011973118038153528 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1698 2 194 16.76 0.7590 3 291 25.15 0.8752 4 388 33.53 0.8999 5 485 41.91 0.9103 6 582 50.29 0.9205 7 679 58.67 0.9274 8 776 67.05 0.9346 9 873 75.43 0.9393 10 970 83.82 0.9412 26 of 31 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.941232258064516 +- 0.0011778567459788494 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2070 2 194 16.77 0.7572 3 291 25.15 0.8736 4 388 33.53 0.9013 5 485 41.91 0.9129 6 582 50.29 0.9218 7 679 58.67 0.9284 8 776 67.05 0.9349 9 873 75.44 0.9384 10 970 83.82 0.9410 27 of 32 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9412249999999999 +- 0.001160010775812025 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2345 2 194 16.77 0.7870 3 291 25.15 0.8761 4 388 33.53 0.8994 5 485 41.91 0.9085 6 582 50.30 0.9184 7 679 58.68 0.9289 8 776 67.06 0.9320 9 873 75.44 0.9382 10 970 83.83 0.9410 28 of 33 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9412181818181816 +- 0.0011429506061743373 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1765 2 194 16.77 0.7703 3 291 25.15 0.8779 4 388 33.53 0.8997 5 485 41.91 0.9122 6 582 50.30 0.9198 7 679 58.68 0.9267 8 776 67.06 0.9325 9 873 75.45 0.9367 10 970 83.83 0.9393 28 of 34 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9411617647058822 +- 0.0011717294171393138 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1325 2 194 16.77 0.7603 3 291 25.15 0.8734 4 388 33.53 0.8991 5 485 41.91 0.9128 6 582 50.30 0.9198 7 679 58.68 0.9281 8 776 67.06 0.9325 9 873 75.44 0.9382 10 970 83.83 0.9411 29 of 35 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9411599999999999 +- 0.0011549149628559616 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1759 2 194 16.77 0.7756 3 291 25.15 0.8741 4 388 33.53 0.8987 5 485 41.91 0.9117 6 582 50.30 0.9202 7 679 58.68 0.9284 8 776 67.06 0.9336 9 873 75.45 0.9397 10 970 83.83 0.9432 30 of 36 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9412166666666665 +- 0.0011870832602082645 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1695 2 194 16.77 0.7587 3 291 25.15 0.8744 4 388 33.53 0.8971 5 485 41.91 0.9111 6 582 50.29 0.9196 7 679 58.68 0.9278 8 776 67.06 0.9343 9 873 75.44 0.9392 10 970 83.83 0.9417 31 of 37 runs >= 94.0 % accuracy Min accuracy: 0.9384 Max accuracy: 0.9434 Mean accuracy: 0.9412297297297295 +- 0.0011735519806460731 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1254 2 194 16.77 0.7464 3 291 25.15 0.8760 4 388 33.53 0.8988 5 485 41.91 0.9139 6 582 50.30 0.9204 7 679 58.68 0.9270 8 776 67.06 0.9327 9 873 75.44 0.9358 10 970 83.83 0.9366 31 of 38 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9411078947368419 +- 0.0013748457480841016 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1924 2 194 16.77 0.7740 3 291 25.15 0.8756 4 388 33.53 0.8989 5 485 41.92 0.9107 6 582 50.30 0.9201 7 679 58.68 0.9288 8 776 67.06 0.9338 9 873 75.45 0.9387 10 970 83.83 0.9420 32 of 39 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.941130769230769 +- 0.0013644109927005042 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2172 2 194 16.77 0.7571 3 291 25.15 0.8762 4 388 33.53 0.8985 5 485 41.92 0.9115 6 582 50.30 0.9201 7 679 58.68 0.9283 8 776 67.06 0.9348 9 873 75.44 0.9379 10 970 83.83 0.9404 33 of 40 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9411124999999997 +- 0.0013520701719955232 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1521 2 194 16.77 0.7526 3 291 25.15 0.8716 4 388 33.53 0.8968 5 485 41.91 0.9122 6 582 50.30 0.9215 7 679 58.68 0.9288 8 776 67.06 0.9325 9 873 75.44 0.9363 10 970 83.83 0.9385 33 of 41 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9410487804878045 +- 0.0013949599087200878 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1304 2 194 16.77 0.7688 3 291 25.15 0.8754 4 388 33.53 0.8967 5 485 41.91 0.9119 6 582 50.29 0.9200 7 679 58.68 0.9259 8 776 67.06 0.9322 9 873 75.44 0.9380 10 970 83.82 0.9414 34 of 42 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9410571428571425 +- 0.0013792929274058666 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1666 2 194 16.77 0.7524 3 291 25.15 0.8704 4 388 33.53 0.8974 5 485 41.91 0.9109 6 582 50.30 0.9216 7 679 58.68 0.9293 8 776 67.06 0.9339 9 873 75.44 0.9377 10 970 83.83 0.9401 35 of 43 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9410348837209299 +- 0.001370771930028334 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1364 2 194 16.77 0.7617 3 291 25.15 0.8733 4 388 33.53 0.8999 5 485 41.91 0.9102 6 582 50.30 0.9209 7 679 58.68 0.9266 8 776 67.06 0.9318 9 873 75.44 0.9358 10 970 83.83 0.9383 35 of 44 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.940972727272727 +- 0.0014150752688563725 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1609 2 194 16.77 0.7789 3 291 25.15 0.8798 4 388 33.53 0.8992 5 485 41.91 0.9109 6 582 50.29 0.9206 7 679 58.67 0.9276 8 776 67.06 0.9332 9 873 75.44 0.9374 10 970 83.82 0.9400 36 of 45 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9409511111111107 +- 0.001406591186319645 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1521 2 194 16.77 0.7581 3 291 25.15 0.8720 4 388 33.53 0.8964 5 485 41.91 0.9126 6 582 50.29 0.9198 7 679 58.67 0.9292 8 776 67.06 0.9351 9 873 75.44 0.9380 10 970 83.82 0.9406 37 of 46 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9409434782608692 +- 0.0013921600629352097 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1743 2 194 16.77 0.7826 3 291 25.15 0.8786 4 388 33.53 0.9006 5 485 41.91 0.9125 6 582 50.29 0.9208 7 679 58.67 0.9284 8 776 67.06 0.9344 9 873 75.44 0.9386 10 970 83.82 0.9402 38 of 47 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9409276595744678 +- 0.0013814426821661717 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1795 2 194 16.77 0.7730 3 291 25.15 0.8805 4 388 33.53 0.9000 5 485 41.91 0.9122 6 582 50.29 0.9224 7 679 58.67 0.9272 8 776 67.06 0.9333 9 873 75.44 0.9360 10 970 83.82 0.9380 38 of 48 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9408666666666664 +- 0.0014295006898292243 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1302 2 194 16.77 0.7725 3 291 25.15 0.8744 4 388 33.53 0.9009 5 485 41.91 0.9104 6 582 50.30 0.9218 7 679 58.68 0.9285 8 776 67.06 0.9344 9 873 75.44 0.9383 10 970 83.83 0.9403 39 of 49 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.940855102040816 +- 0.0014171055905943639 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2323 2 194 16.77 0.7674 3 291 25.15 0.8729 4 388 33.53 0.8974 5 485 41.91 0.9120 6 582 50.29 0.9206 7 679 58.67 0.9291 8 776 67.06 0.9330 9 873 75.44 0.9385 10 970 83.82 0.9413 40 of 50 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9408639999999997 +- 0.001404244992869836 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2032 2 194 16.77 0.7778 3 291 25.15 0.8746 4 388 33.53 0.9015 5 485 41.91 0.9117 6 582 50.29 0.9218 7 679 58.67 0.9295 8 776 67.06 0.9343 9 873 75.44 0.9384 10 970 83.82 0.9411 41 of 51 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9408686274509801 +- 0.00139079469398437 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2075 2 194 16.77 0.7787 3 291 25.15 0.8763 4 388 33.53 0.8991 5 485 41.91 0.9118 6 582 50.29 0.9220 7 679 58.67 0.9287 8 776 67.06 0.9336 9 873 75.44 0.9393 10 970 83.82 0.9416 42 of 52 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9408826923076921 +- 0.0013810142808048684 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1834 2 194 16.77 0.7662 3 291 25.15 0.8784 4 388 33.53 0.8978 5 485 41.91 0.9120 6 582 50.29 0.9216 7 679 58.67 0.9273 8 776 67.06 0.9351 9 873 75.44 0.9386 10 970 83.82 0.9418 43 of 53 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9408999999999997 +- 0.0013736056394868924 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1876 2 194 16.77 0.7738 3 291 25.15 0.8746 4 388 33.53 0.9011 5 485 41.91 0.9116 6 582 50.29 0.9196 7 679 58.67 0.9277 8 776 67.06 0.9349 9 873 75.44 0.9384 10 970 83.82 0.9415 44 of 54 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9409111111111108 +- 0.0013632296437975523 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1535 2 194 16.77 0.7717 3 291 25.15 0.8765 4 388 33.53 0.9010 5 485 41.91 0.9125 6 582 50.30 0.9234 7 679 58.68 0.9277 8 776 67.06 0.9347 9 873 75.44 0.9389 10 970 83.82 0.9417 45 of 55 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9409254545454542 +- 0.0013548858632664769 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1505 2 194 16.77 0.7702 3 291 25.15 0.8777 4 388 33.53 0.8981 5 485 41.91 0.9105 6 582 50.30 0.9200 7 679 58.68 0.9284 8 776 67.06 0.9354 9 873 75.44 0.9385 10 970 83.82 0.9403 46 of 56 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9409142857142854 +- 0.0013452865562278372 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1656 2 194 16.77 0.7657 3 291 25.15 0.8764 4 388 33.53 0.9018 5 485 41.91 0.9114 6 582 50.29 0.9185 7 679 58.68 0.9267 8 776 67.06 0.9340 9 873 75.44 0.9377 10 970 83.82 0.9411 47 of 57 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9409175438596488 +- 0.0013336564705386735 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1637 2 194 16.77 0.7757 3 291 25.15 0.8769 4 388 33.53 0.9035 5 485 41.91 0.9120 6 582 50.30 0.9191 7 679 58.68 0.9278 8 776 67.06 0.9334 9 873 75.44 0.9367 10 970 83.83 0.9422 48 of 58 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9409396551724134 +- 0.001332606941451337 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2329 2 194 16.77 0.7731 3 291 25.15 0.8785 4 388 33.53 0.8970 5 485 41.91 0.9107 6 582 50.30 0.9187 7 679 58.68 0.9280 8 776 67.06 0.9348 9 873 75.44 0.9403 10 970 83.83 0.9429 49 of 59 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9409728813559318 +- 0.0013452780581427036 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2039 2 194 16.77 0.7801 3 291 25.15 0.8770 4 388 33.53 0.8986 5 485 41.91 0.9103 6 582 50.29 0.9190 7 679 58.68 0.9253 8 776 67.06 0.9344 9 873 75.44 0.9371 10 970 83.82 0.9402 50 of 60 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9409599999999997 +- 0.0013376845667047253 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2142 2 194 16.77 0.7742 3 291 25.15 0.8754 4 388 33.53 0.8977 5 485 41.91 0.9109 6 582 50.30 0.9202 7 679 58.68 0.9287 8 776 67.06 0.9338 9 873 75.44 0.9381 10 970 83.82 0.9401 51 of 61 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9409459016393439 +- 0.0013311616731867151 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1682 2 194 16.77 0.7908 3 291 25.15 0.8779 4 388 33.53 0.8970 5 485 41.91 0.9098 6 582 50.30 0.9193 7 679 58.68 0.9262 8 776 67.06 0.9332 9 873 75.44 0.9382 10 970 83.83 0.9405 52 of 62 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.940938709677419 +- 0.0013215771173121645 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2225 2 194 16.77 0.7677 3 291 25.15 0.8717 4 388 33.53 0.8947 5 485 41.91 0.9096 6 582 50.29 0.9196 7 679 58.68 0.9278 8 776 67.06 0.9315 9 873 75.44 0.9352 10 970 83.82 0.9388 52 of 63 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9409047619047616 +- 0.0013380189776608198 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1942 2 194 16.77 0.7633 3 291 25.15 0.8802 4 388 33.53 0.9019 5 485 41.91 0.9142 6 582 50.29 0.9212 7 679 58.68 0.9282 8 776 67.06 0.9341 9 873 75.44 0.9392 10 970 83.82 0.9405 53 of 64 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9408984374999997 +- 0.0013284732999175243 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1798 2 194 16.77 0.7404 3 291 25.15 0.8756 4 388 33.53 0.8997 5 485 41.91 0.9122 6 582 50.29 0.9220 7 679 58.68 0.9274 8 776 67.06 0.9345 9 873 75.44 0.9383 10 970 83.83 0.9398 53 of 65 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9408815384615381 +- 0.001325128998967772 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1694 2 194 16.77 0.7854 3 291 25.15 0.8782 4 388 33.53 0.8982 5 485 41.91 0.9113 6 582 50.29 0.9212 7 679 58.67 0.9261 8 776 67.06 0.9350 9 873 75.44 0.9390 10 970 83.82 0.9389 53 of 66 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9408515151515148 +- 0.0013371433168402089 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1861 2 194 16.77 0.7683 3 291 25.15 0.8805 4 388 33.53 0.9002 5 485 41.91 0.9124 6 582 50.29 0.9206 7 679 58.68 0.9284 8 776 67.06 0.9336 9 873 75.44 0.9393 10 970 83.82 0.9418 54 of 67 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9408656716417907 +- 0.0013321010493253605 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1867 2 194 16.77 0.7632 3 291 25.15 0.8763 4 388 33.53 0.8988 5 485 41.91 0.9131 6 582 50.29 0.9209 7 679 58.67 0.9279 8 776 67.06 0.9331 9 873 75.44 0.9381 10 970 83.82 0.9404 55 of 68 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9408588235294113 +- 0.0013234575143870496 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1635 2 194 16.77 0.7892 3 291 25.15 0.8791 4 388 33.53 0.8993 5 485 41.91 0.9117 6 582 50.29 0.9209 7 679 58.68 0.9276 8 776 67.06 0.9363 9 873 75.44 0.9387 10 970 83.82 0.9427 56 of 69 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9408855072463763 +- 0.0013321308377138024 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1834 2 194 16.77 0.7837 3 291 25.15 0.8775 4 388 33.53 0.8984 5 485 41.91 0.9134 6 582 50.29 0.9219 7 679 58.67 0.9288 8 776 67.06 0.9330 9 873 75.44 0.9364 10 970 83.82 0.9389 56 of 70 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9408571428571424 +- 0.0013434041439111153 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1898 2 194 16.77 0.7501 3 291 25.15 0.8768 4 388 33.53 0.9008 5 485 41.91 0.9119 6 582 50.29 0.9205 7 679 58.68 0.9258 8 776 67.06 0.9325 9 873 75.44 0.9382 10 970 83.82 0.9402 57 of 71 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9408478873239433 +- 0.0013361558434585158 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2717 2 194 16.77 0.7899 3 291 25.15 0.8754 4 388 33.53 0.8981 5 485 41.91 0.9138 6 582 50.30 0.9220 7 679 58.68 0.9278 8 776 67.06 0.9339 9 873 75.44 0.9384 10 970 83.82 0.9414 58 of 72 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9408555555555552 +- 0.0013284168615403436 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2068 2 194 16.77 0.7802 3 291 25.15 0.8781 4 388 33.53 0.8996 5 485 41.91 0.9140 6 582 50.30 0.9216 7 679 58.68 0.9280 8 776 67.06 0.9335 9 873 75.44 0.9387 10 970 83.83 0.9428 59 of 73 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9408821917808217 +- 0.0013385068828918626 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1775 2 194 16.77 0.7809 3 291 25.15 0.8761 4 388 33.53 0.8968 5 485 41.91 0.9111 6 582 50.29 0.9209 7 679 58.67 0.9280 8 776 67.06 0.9331 9 873 75.44 0.9385 10 970 83.82 0.9424 60 of 74 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9409027027027026 +- 0.0013409328109589289 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1966 2 194 16.77 0.7746 3 291 25.15 0.8780 4 388 33.53 0.8998 5 485 41.91 0.9114 6 582 50.30 0.9220 7 679 58.68 0.9281 8 776 67.06 0.9344 9 873 75.44 0.9375 10 970 83.83 0.9400 61 of 75 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9408906666666664 +- 0.0013359813704622633 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1727 2 194 16.77 0.7745 3 291 25.15 0.8747 4 388 33.53 0.9003 5 485 41.91 0.9128 6 582 50.29 0.9226 7 679 58.67 0.9278 8 776 67.06 0.9336 9 873 75.44 0.9369 10 970 83.82 0.9407 62 of 76 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9434 Mean accuracy: 0.9408881578947368 +- 0.0013273407432733571 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1865 2 194 16.77 0.7655 3 291 25.15 0.8717 4 388 33.53 0.8978 5 485 41.91 0.9140 6 582 50.30 0.9232 7 679 58.68 0.9304 8 776 67.06 0.9364 9 873 75.44 0.9405 10 970 83.82 0.9435 63 of 77 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9435 Mean accuracy: 0.9409220779220778 +- 0.001351442075059024 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2233 2 194 16.77 0.7653 3 291 25.15 0.8776 4 388 33.53 0.9003 5 485 41.91 0.9148 6 582 50.30 0.9229 7 679 58.68 0.9290 8 776 67.06 0.9338 9 873 75.44 0.9377 10 970 83.82 0.9398 63 of 78 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9435 Mean accuracy: 0.9409076923076923 +- 0.0013486716380856857 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1690 2 194 16.77 0.7789 3 291 25.15 0.8756 4 388 33.53 0.8999 5 485 41.91 0.9114 6 582 50.30 0.9200 7 679 58.68 0.9282 8 776 67.06 0.9351 9 873 75.44 0.9386 10 970 83.82 0.9411 64 of 79 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9435 Mean accuracy: 0.9409101265822786 +- 0.0013402809961101032 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1467 2 194 16.77 0.7810 3 291 25.15 0.8784 4 388 33.53 0.8990 5 485 41.91 0.9114 6 582 50.30 0.9204 7 679 58.68 0.9272 8 776 67.06 0.9346 9 873 75.44 0.9383 10 970 83.83 0.9406 65 of 80 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9435 Mean accuracy: 0.94090625 +- 0.0013323235108261063 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1904 2 194 16.77 0.7659 3 291 25.15 0.8766 4 388 33.53 0.9017 5 485 41.91 0.9155 6 582 50.29 0.9233 7 679 58.68 0.9298 8 776 67.06 0.9355 9 873 75.44 0.9393 10 970 83.83 0.9418 66 of 81 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9435 Mean accuracy: 0.9409172839506174 +- 0.0013277466405885844 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2094 2 194 16.77 0.7563 3 291 25.15 0.8759 4 388 33.53 0.8991 5 485 41.91 0.9136 6 582 50.29 0.9182 7 679 58.67 0.9278 8 776 67.06 0.9332 9 873 75.44 0.9372 10 970 83.82 0.9405 67 of 82 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9435 Mean accuracy: 0.9409121951219513 +- 0.0013204203177723237 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1654 2 194 16.77 0.7718 3 291 25.15 0.8765 4 388 33.53 0.8998 5 485 41.91 0.9105 6 582 50.29 0.9196 7 679 58.68 0.9261 8 776 67.06 0.9321 9 873 75.44 0.9361 10 970 83.83 0.9378 67 of 83 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9435 Mean accuracy: 0.9408746987951808 +- 0.0013556524569278267 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1831 2 194 16.77 0.7600 3 291 25.15 0.8758 4 388 33.53 0.9003 5 485 41.91 0.9126 6 582 50.30 0.9209 7 679 58.68 0.9286 8 776 67.06 0.9345 9 873 75.44 0.9400 10 970 83.83 0.9416 68 of 84 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9435 Mean accuracy: 0.9408833333333333 +- 0.0013498530196296094 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1735 2 194 16.77 0.7721 3 291 25.15 0.8775 4 388 33.53 0.9012 5 485 41.91 0.9110 6 582 50.30 0.9210 7 679 58.68 0.9287 8 776 67.06 0.9360 9 873 75.44 0.9410 10 970 83.82 0.9436 69 of 85 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9436 Mean accuracy: 0.9409152941176471 +- 0.0013734889778656161 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2085 2 194 16.77 0.7808 3 291 25.15 0.8788 4 388 33.53 0.9009 5 485 41.91 0.9117 6 582 50.29 0.9229 7 679 58.68 0.9280 8 776 67.06 0.9341 9 873 75.44 0.9383 10 970 83.82 0.9418 70 of 86 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9436 Mean accuracy: 0.9409255813953489 +- 0.001368770119020587 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2021 2 194 16.77 0.7647 3 291 25.15 0.8786 4 388 33.53 0.8994 5 485 41.91 0.9118 6 582 50.29 0.9191 7 679 58.68 0.9276 8 776 67.06 0.9348 9 873 75.44 0.9390 10 970 83.82 0.9415 71 of 87 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9436 Mean accuracy: 0.9409321839080461 +- 0.0013622576133970725 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1871 2 194 16.77 0.7743 3 291 25.15 0.8779 4 388 33.53 0.9008 5 485 41.91 0.9143 6 582 50.29 0.9210 7 679 58.68 0.9317 8 776 67.06 0.9375 9 873 75.44 0.9412 10 970 83.82 0.9422 72 of 88 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9436 Mean accuracy: 0.9409465909090909 +- 0.0013611449778867949 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1602 2 194 16.77 0.7761 3 291 25.15 0.8784 4 388 33.53 0.8988 5 485 41.91 0.9115 6 582 50.29 0.9213 7 679 58.67 0.9277 8 776 67.06 0.9336 9 873 75.44 0.9376 10 970 83.82 0.9413 73 of 89 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9436 Mean accuracy: 0.9409505617977528 +- 0.001353988995980844 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1528 2 194 16.77 0.7758 3 291 25.15 0.8769 4 388 33.53 0.9015 5 485 41.91 0.9150 6 582 50.30 0.9225 7 679 58.68 0.9279 8 776 67.06 0.9353 9 873 75.45 0.9391 10 970 83.83 0.9410 74 of 90 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9436 Mean accuracy: 0.9409511111111112 +- 0.0013464557957380333 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1469 2 194 16.77 0.7698 3 291 25.15 0.8761 4 388 33.53 0.8977 5 485 41.91 0.9116 6 582 50.30 0.9201 7 679 58.68 0.9282 8 776 67.06 0.9343 9 873 75.45 0.9381 10 970 83.83 0.9412 75 of 91 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9436 Mean accuracy: 0.9409538461538461 +- 0.0013392886165085479 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1856 2 194 16.77 0.7583 3 291 25.15 0.8759 4 388 33.53 0.9009 5 485 41.91 0.9100 6 582 50.29 0.9209 7 679 58.67 0.9257 8 776 67.06 0.9337 9 873 75.44 0.9380 10 970 83.82 0.9426 76 of 92 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9436 Mean accuracy: 0.9409717391304347 +- 0.001342881885362232 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1997 2 194 16.77 0.7691 3 291 25.15 0.8740 4 388 33.53 0.8997 5 485 41.91 0.9119 6 582 50.29 0.9213 7 679 58.68 0.9298 8 776 67.06 0.9357 9 873 75.44 0.9395 10 970 83.82 0.9419 77 of 93 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9436 Mean accuracy: 0.9409817204301076 +- 0.0013390693475468685 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1701 2 194 16.77 0.7776 3 291 25.15 0.8770 4 388 33.53 0.9011 5 485 41.91 0.9122 6 582 50.29 0.9210 7 679 58.67 0.9281 8 776 67.06 0.9331 9 873 75.44 0.9377 10 970 83.82 0.9402 78 of 94 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9436 Mean accuracy: 0.9409734042553193 +- 0.001334339866424902 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2069 2 194 16.77 0.7783 3 291 25.15 0.8775 4 388 33.53 0.9025 5 485 41.91 0.9138 6 582 50.30 0.9222 7 679 58.68 0.9309 8 776 67.06 0.9368 9 873 75.44 0.9413 10 970 83.83 0.9444 79 of 95 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9444 Mean accuracy: 0.9410094736842106 +- 0.001372594445736019 Files already downloaded and verified Preprocessing: 1.31 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1579 2 194 16.77 0.7725 3 291 25.15 0.8786 4 388 33.53 0.8998 5 485 41.91 0.9115 6 582 50.29 0.9201 7 679 58.68 0.9275 8 776 67.06 0.9333 9 873 75.44 0.9366 10 970 83.83 0.9401 80 of 96 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9444 Mean accuracy: 0.9410000000000002 +- 0.001368545456558408 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.2063 2 194 16.77 0.7808 3 291 25.15 0.8783 4 388 33.53 0.8991 5 485 41.91 0.9125 6 582 50.30 0.9227 7 679 58.68 0.9253 8 776 67.06 0.9315 9 873 75.44 0.9353 10 970 83.83 0.9386 80 of 97 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9444 Mean accuracy: 0.9409752577319588 +- 0.001382887381855016 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1519 2 194 16.77 0.7667 3 291 25.15 0.8728 4 388 33.53 0.9021 5 485 41.91 0.9114 6 582 50.30 0.9203 7 679 58.68 0.9277 8 776 67.06 0.9333 9 873 75.44 0.9405 10 970 83.83 0.9427 81 of 98 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9444 Mean accuracy: 0.9409928571428572 +- 0.0013866896420126984 Files already downloaded and verified Preprocessing: 1.32 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1389 2 194 16.77 0.7433 3 291 25.15 0.8699 4 388 33.53 0.8942 5 485 41.91 0.9110 6 582 50.29 0.9202 7 679 58.68 0.9262 8 776 67.06 0.9320 9 873 75.44 0.9358 10 970 83.82 0.9402 82 of 99 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9444 Mean accuracy: 0.9409848484848486 +- 0.0013819444386763934 Files already downloaded and verified Preprocessing: 1.33 seconds epoch batch train time [sec] validation accuracy 1 97 8.38 0.1503 2 194 16.77 0.7679 3 291 25.15 0.8743 4 388 33.53 0.8981 5 485 41.91 0.9114 6 582 50.30 0.9235 7 679 58.68 0.9301 8 776 67.06 0.9363 9 873 75.44 0.9392 10 970 83.83 0.9443 83 of 100 runs >= 94.0 % accuracy Min accuracy: 0.9366000000000001 Max accuracy: 0.9444 Mean accuracy: 0.9410180000000001 +- 0.0014140282882601739