File : train.py f6582527f1a15333cfbdec0506623bdfbc7b219b9d739d381c6949426e24aa1c Model : model.py 0cf3352991a284cbf63f3f0e44c07fc3bffe61c9d720298ad8c18e57681b88c3 PyTorch: 1.11.0+cu113 Device : A100-SXM4-40GB Dtype : torch.float16 Files already downloaded and verified Preprocessing: 6.35 seconds epoch batch train time [sec] validation accuracy 1 97 2.61 0.2200 2 194 4.04 0.7673 3 291 5.47 0.8711 4 388 6.90 0.8979 5 485 8.34 0.9107 6 582 9.77 0.9170 7 679 11.20 0.9266 8 776 12.63 0.9331 9 873 14.06 0.9368 10 970 15.49 0.9404 1 of 1 runs >= 94.0 % accuracy Min accuracy: 0.9404 Max accuracy: 0.9404 Mean accuracy: 0.9404 +- 0.0 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1750 2 194 2.86 0.7731 3 291 4.29 0.8747 4 388 5.72 0.8983 5 485 7.16 0.9131 6 582 8.59 0.9201 7 679 10.02 0.9289 8 776 11.45 0.9351 9 873 12.88 0.9390 10 970 14.31 0.9399 1 of 2 runs >= 94.0 % accuracy Min accuracy: 0.9399000000000001 Max accuracy: 0.9404 Mean accuracy: 0.94015 +- 0.00024999999999997247 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1826 2 194 2.86 0.7749 3 291 4.29 0.8765 4 388 5.73 0.8994 5 485 7.16 0.9108 6 582 8.59 0.9192 7 679 10.02 0.9280 8 776 11.45 0.9334 9 873 12.88 0.9386 10 970 14.31 0.9417 2 of 3 runs >= 94.0 % accuracy Min accuracy: 0.9399000000000001 Max accuracy: 0.9417000000000001 Mean accuracy: 0.9406666666666667 +- 0.0007586537784494201 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1823 2 194 2.86 0.7603 3 291 4.29 0.8788 4 388 5.73 0.8995 5 485 7.16 0.9131 6 582 8.59 0.9219 7 679 10.02 0.9288 8 776 11.45 0.9332 9 873 12.88 0.9373 10 970 14.32 0.9417 3 of 4 runs >= 94.0 % accuracy Min accuracy: 0.9399000000000001 Max accuracy: 0.9417000000000001 Mean accuracy: 0.940925 +- 0.000794905654779253 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1855 2 194 2.86 0.7723 3 291 4.29 0.8809 4 388 5.73 0.8989 5 485 7.16 0.9124 6 582 8.59 0.9221 7 679 10.02 0.9278 8 776 11.45 0.9340 9 873 12.88 0.9373 10 970 14.32 0.9406 4 of 5 runs >= 94.0 % accuracy Min accuracy: 0.9399000000000001 Max accuracy: 0.9417000000000001 Mean accuracy: 0.94086 +- 0.0007227724399837298 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2350 2 194 2.86 0.7790 3 291 4.29 0.8760 4 388 5.73 0.9009 5 485 7.16 0.9133 6 582 8.59 0.9229 7 679 10.02 0.9301 8 776 11.45 0.9367 9 873 12.88 0.9399 10 970 14.31 0.9415 5 of 6 runs >= 94.0 % accuracy Min accuracy: 0.9399000000000001 Max accuracy: 0.9417000000000001 Mean accuracy: 0.9409666666666666 +- 0.000701585505994987 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1847 2 194 2.86 0.7648 3 291 4.29 0.8751 4 388 5.73 0.8963 5 485 7.16 0.9097 6 582 8.59 0.9185 7 679 10.02 0.9262 8 776 11.45 0.9317 9 873 12.88 0.9378 10 970 14.32 0.9402 6 of 7 runs >= 94.0 % accuracy Min accuracy: 0.9399000000000001 Max accuracy: 0.9417000000000001 Mean accuracy: 0.9408571428571427 +- 0.0007027642214999471 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1709 2 194 2.86 0.7574 3 291 4.29 0.8743 4 388 5.73 0.9000 5 485 7.16 0.9133 6 582 8.59 0.9208 7 679 10.02 0.9288 8 776 11.45 0.9339 9 873 12.88 0.9379 10 970 14.32 0.9401 7 of 8 runs >= 94.0 % accuracy Min accuracy: 0.9399000000000001 Max accuracy: 0.9417000000000001 Mean accuracy: 0.9407625 +- 0.0007034513131695864 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2391 2 194 2.86 0.7724 3 291 4.30 0.8747 4 388 5.73 0.8976 5 485 7.16 0.9073 6 582 8.59 0.9189 7 679 10.02 0.9273 8 776 11.45 0.9321 9 873 12.88 0.9378 10 970 14.32 0.9400 8 of 9 runs >= 94.0 % accuracy Min accuracy: 0.9399000000000001 Max accuracy: 0.9417000000000001 Mean accuracy: 0.9406777777777777 +- 0.0007051836290054496 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2016 2 194 2.86 0.7633 3 291 4.29 0.8720 4 388 5.73 0.8971 5 485 7.16 0.9122 6 582 8.59 0.9195 7 679 10.02 0.9273 8 776 11.45 0.9318 9 873 12.88 0.9376 10 970 14.31 0.9414 9 of 10 runs >= 94.0 % accuracy Min accuracy: 0.9399000000000001 Max accuracy: 0.9417000000000001 Mean accuracy: 0.9407499999999999 +- 0.0007032069396699712 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1618 2 194 2.86 0.7815 3 291 4.29 0.8726 4 388 5.73 0.8981 5 485 7.16 0.9126 6 582 8.59 0.9182 7 679 10.02 0.9271 8 776 11.45 0.9331 9 873 12.88 0.9367 10 970 14.31 0.9393 9 of 11 runs >= 94.0 % accuracy Min accuracy: 0.9393 Max accuracy: 0.9417000000000001 Mean accuracy: 0.9406181818181817 +- 0.0007894971723343771 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1863 2 194 2.86 0.7682 3 291 4.29 0.8746 4 388 5.73 0.8963 5 485 7.16 0.9096 6 582 8.59 0.9203 7 679 10.02 0.9262 8 776 11.45 0.9339 9 873 12.88 0.9392 10 970 14.32 0.9424 10 of 12 runs >= 94.0 % accuracy Min accuracy: 0.9393 Max accuracy: 0.9424 Mean accuracy: 0.9407666666666664 +- 0.000902157906848292 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2488 2 194 2.86 0.7649 3 291 4.30 0.8752 4 388 5.73 0.8987 5 485 7.16 0.9114 6 582 8.59 0.9201 7 679 10.02 0.9285 8 776 11.45 0.9343 9 873 12.88 0.9371 10 970 14.32 0.9400 11 of 13 runs >= 94.0 % accuracy Min accuracy: 0.9393 Max accuracy: 0.9424 Mean accuracy: 0.940707692307692 +- 0.0008905154414603322 Files already downloaded and verified Preprocessing: 1.16 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1639 2 194 2.86 0.7551 3 291 4.29 0.8769 4 388 5.73 0.8994 5 485 7.16 0.9134 6 582 8.59 0.9239 7 679 10.02 0.9295 8 776 11.45 0.9362 9 873 12.88 0.9427 10 970 14.32 0.9437 12 of 14 runs >= 94.0 % accuracy Min accuracy: 0.9393 Max accuracy: 0.9437000000000001 Mean accuracy: 0.9409214285714284 +- 0.001153366854925543 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1894 2 194 2.86 0.7581 3 291 4.29 0.8751 4 388 5.73 0.8988 5 485 7.16 0.9123 6 582 8.59 0.9181 7 679 10.02 0.9268 8 776 11.45 0.9326 9 873 12.88 0.9372 10 970 14.31 0.9401 13 of 15 runs >= 94.0 % accuracy Min accuracy: 0.9393 Max accuracy: 0.9437000000000001 Mean accuracy: 0.9408666666666664 +- 0.0011329411085999024 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1954 2 194 2.86 0.7762 3 291 4.30 0.8809 4 388 5.73 0.9007 5 485 7.16 0.9116 6 582 8.59 0.9191 7 679 10.02 0.9281 8 776 11.45 0.9331 9 873 12.89 0.9382 10 970 14.32 0.9399 13 of 16 runs >= 94.0 % accuracy Min accuracy: 0.9393 Max accuracy: 0.9437000000000001 Mean accuracy: 0.9408062499999997 +- 0.0011216443007923751 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1811 2 194 2.86 0.7517 3 291 4.29 0.8720 4 388 5.73 0.8982 5 485 7.16 0.9123 6 582 8.59 0.9206 7 679 10.02 0.9275 8 776 11.45 0.9339 9 873 12.88 0.9369 10 970 14.32 0.9386 13 of 17 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9437000000000001 Mean accuracy: 0.940676470588235 +- 0.001205638425831252 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2231 2 194 2.86 0.7598 3 291 4.29 0.8750 4 388 5.73 0.8980 5 485 7.16 0.9117 6 582 8.59 0.9219 7 679 10.02 0.9281 8 776 11.45 0.9345 9 873 12.88 0.9390 10 970 14.31 0.9400 14 of 18 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9437000000000001 Mean accuracy: 0.9406388888888887 +- 0.0011818718152381616 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1511 2 194 2.86 0.7385 3 291 4.30 0.8708 4 388 5.73 0.8956 5 485 7.16 0.9111 6 582 8.59 0.9205 7 679 10.02 0.9294 8 776 11.45 0.9353 9 873 12.88 0.9393 10 970 14.32 0.9429 15 of 19 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9437000000000001 Mean accuracy: 0.940757894736842 +- 0.0012562751079339411 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1677 2 194 2.86 0.7383 3 291 4.29 0.8695 4 388 5.73 0.8973 5 485 7.16 0.9098 6 582 8.59 0.9175 7 679 10.02 0.9266 8 776 11.45 0.9333 9 873 12.88 0.9389 10 970 14.31 0.9418 16 of 20 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9437000000000001 Mean accuracy: 0.9408099999999999 +- 0.0012453513560437605 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2051 2 194 2.86 0.7653 3 291 4.29 0.8757 4 388 5.73 0.9009 5 485 7.16 0.9141 6 582 8.59 0.9214 7 679 10.02 0.9283 8 776 11.45 0.9339 9 873 12.88 0.9407 10 970 14.32 0.9419 17 of 21 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9437000000000001 Mean accuracy: 0.9408619047619047 +- 0.0012373074416714115 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2169 2 194 2.86 0.7749 3 291 4.29 0.8800 4 388 5.73 0.8976 5 485 7.16 0.9109 6 582 8.59 0.9191 7 679 10.02 0.9282 8 776 11.45 0.9330 9 873 12.88 0.9379 10 970 14.32 0.9408 18 of 22 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9437000000000001 Mean accuracy: 0.9408590909090908 +- 0.0012089285605290504 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1385 2 194 2.86 0.7481 3 291 4.29 0.8719 4 388 5.73 0.8993 5 485 7.16 0.9103 6 582 8.59 0.9226 7 679 10.02 0.9296 8 776 11.45 0.9358 9 873 12.88 0.9399 10 970 14.32 0.9421 19 of 23 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9437000000000001 Mean accuracy: 0.9409130434782608 +- 0.0012091334834162717 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1937 2 194 2.86 0.7671 3 291 4.29 0.8770 4 388 5.73 0.8984 5 485 7.16 0.9132 6 582 8.59 0.9207 7 679 10.02 0.9302 8 776 11.45 0.9339 9 873 12.88 0.9376 10 970 14.31 0.9388 19 of 24 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9437000000000001 Mean accuracy: 0.9408249999999999 +- 0.0012567318727556903 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1742 2 194 2.86 0.7835 3 291 4.29 0.8715 4 388 5.73 0.9001 5 485 7.16 0.9076 6 582 8.59 0.9186 7 679 10.02 0.9259 8 776 11.45 0.9344 9 873 12.88 0.9387 10 970 14.31 0.9422 20 of 25 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9437000000000001 Mean accuracy: 0.9408799999999999 +- 0.0012604761005271072 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1694 2 194 2.86 0.7748 3 291 4.29 0.8763 4 388 5.73 0.8980 5 485 7.16 0.9105 6 582 8.59 0.9214 7 679 10.02 0.9286 8 776 11.45 0.9353 9 873 12.88 0.9401 10 970 14.32 0.9432 21 of 26 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9437000000000001 Mean accuracy: 0.9409692307692308 +- 0.0013140569097760556 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2075 2 194 2.86 0.7711 3 291 4.29 0.8775 4 388 5.73 0.9025 5 485 7.16 0.9130 6 582 8.59 0.9185 7 679 10.02 0.9285 8 776 11.45 0.9347 9 873 12.88 0.9377 10 970 14.31 0.9400 22 of 27 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9437000000000001 Mean accuracy: 0.9409333333333334 +- 0.001302419401074905 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1658 2 194 2.86 0.7553 3 291 4.29 0.8735 4 388 5.73 0.8976 5 485 7.16 0.9133 6 582 8.59 0.9219 7 679 10.02 0.9284 8 776 11.45 0.9345 9 873 12.88 0.9379 10 970 14.32 0.9405 23 of 28 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9437000000000001 Mean accuracy: 0.9409178571428571 +- 0.0012814761497776687 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1990 2 194 2.86 0.7628 3 291 4.29 0.8770 4 388 5.73 0.8993 5 485 7.16 0.9130 6 582 8.59 0.9223 7 679 10.02 0.9284 8 776 11.45 0.9336 9 873 12.88 0.9385 10 970 14.31 0.9424 24 of 29 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9437000000000001 Mean accuracy: 0.9409689655172414 +- 0.001287902183123281 Files already downloaded and verified Preprocessing: 1.30 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1776 2 194 2.86 0.7540 3 291 4.29 0.8721 4 388 5.73 0.8991 5 485 7.16 0.9127 6 582 8.59 0.9215 7 679 10.02 0.9278 8 776 11.45 0.9356 9 873 12.88 0.9391 10 970 14.31 0.9438 25 of 30 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9410633333333334 +- 0.0013644249908131912 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1706 2 194 2.86 0.7568 3 291 4.29 0.8783 4 388 5.73 0.9007 5 485 7.16 0.9121 6 582 8.59 0.9215 7 679 10.02 0.9264 8 776 11.45 0.9336 9 873 12.88 0.9386 10 970 14.32 0.9402 26 of 31 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9410354838709678 +- 0.0013508774656345519 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1975 2 194 2.86 0.7504 3 291 4.29 0.8703 4 388 5.73 0.8995 5 485 7.16 0.9133 6 582 8.59 0.9207 7 679 10.02 0.9271 8 776 11.45 0.9335 9 873 12.88 0.9376 10 970 14.31 0.9404 27 of 32 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.941015625 +- 0.0013341920249255808 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2214 2 194 2.86 0.7783 3 291 4.29 0.8785 4 388 5.73 0.9015 5 485 7.16 0.9117 6 582 8.59 0.9215 7 679 10.02 0.9281 8 776 11.45 0.9332 9 873 12.88 0.9373 10 970 14.32 0.9387 27 of 33 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409454545454546 +- 0.001372476396902734 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1526 2 194 2.86 0.7857 3 291 4.30 0.8825 4 388 5.73 0.9006 5 485 7.16 0.9116 6 582 8.59 0.9216 7 679 10.02 0.9292 8 776 11.45 0.9344 9 873 12.88 0.9377 10 970 14.32 0.9409 28 of 34 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409441176470589 +- 0.001352164099088963 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1339 2 194 2.86 0.7638 3 291 4.30 0.8749 4 388 5.73 0.8977 5 485 7.16 0.9115 6 582 8.59 0.9203 7 679 10.02 0.9270 8 776 11.45 0.9335 9 873 12.89 0.9372 10 970 14.32 0.9387 28 of 35 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9408799999999999 +- 0.0013841552348944548 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1608 2 194 2.86 0.7766 3 291 4.29 0.8748 4 388 5.73 0.8990 5 485 7.16 0.9151 6 582 8.59 0.9228 7 679 10.02 0.9298 8 776 11.45 0.9352 9 873 12.89 0.9407 10 970 14.32 0.9431 29 of 36 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409416666666667 +- 0.0014127150770374389 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1548 2 194 2.86 0.7627 3 291 4.29 0.8766 4 388 5.73 0.8994 5 485 7.16 0.9129 6 582 8.59 0.9186 7 679 10.02 0.9283 8 776 11.45 0.9340 9 873 12.88 0.9376 10 970 14.32 0.9406 30 of 37 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409324324324325 +- 0.0013945945945945983 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1331 2 194 2.86 0.7475 3 291 4.29 0.8756 4 388 5.73 0.8987 5 485 7.16 0.9111 6 582 8.59 0.9212 7 679 10.02 0.9299 8 776 11.45 0.9353 9 873 12.88 0.9381 10 970 14.32 0.9400 31 of 38 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409078947368421 +- 0.0013841930156987322 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1920 2 194 2.86 0.7703 3 291 4.30 0.8717 4 388 5.73 0.8999 5 485 7.16 0.9127 6 582 8.59 0.9215 7 679 10.02 0.9291 8 776 11.45 0.9335 9 873 12.88 0.9372 10 970 14.32 0.9409 32 of 39 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409076923076923 +- 0.001366332282179358 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2233 2 194 2.86 0.7744 3 291 4.29 0.8774 4 388 5.73 0.9004 5 485 7.16 0.9103 6 582 8.59 0.9180 7 679 10.02 0.9274 8 776 11.45 0.9324 9 873 12.88 0.9362 10 970 14.32 0.9401 33 of 40 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9408875 +- 0.0013550253687662117 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1517 2 194 2.86 0.7652 3 291 4.30 0.8746 4 388 5.73 0.9017 5 485 7.16 0.9127 6 582 8.59 0.9223 7 679 10.02 0.9287 8 776 11.45 0.9352 9 873 12.88 0.9385 10 970 14.32 0.9417 34 of 41 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409073170731707 +- 0.0013442543030141032 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1398 2 194 2.86 0.7663 3 291 4.29 0.8771 4 388 5.73 0.9026 5 485 7.16 0.9138 6 582 8.59 0.9227 7 679 10.02 0.9285 8 776 11.45 0.9327 9 873 12.88 0.9382 10 970 14.31 0.9410 35 of 42 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409095238095239 +- 0.0013282300295272198 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1710 2 194 2.86 0.7369 3 291 4.30 0.8745 4 388 5.73 0.8990 5 485 7.16 0.9128 6 582 8.59 0.9217 7 679 10.02 0.9298 8 776 11.45 0.9341 9 873 12.88 0.9372 10 970 14.32 0.9415 36 of 43 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409232558139534 +- 0.0013157078224644379 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1305 2 194 2.86 0.7610 3 291 4.29 0.8699 4 388 5.73 0.9012 5 485 7.16 0.9139 6 582 8.59 0.9224 7 679 10.02 0.9303 8 776 11.45 0.9345 9 873 12.88 0.9401 10 970 14.31 0.9424 37 of 44 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409568181818181 +- 0.0013191591204718153 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1573 2 194 2.86 0.7738 3 291 4.30 0.8788 4 388 5.73 0.8990 5 485 7.16 0.9100 6 582 8.59 0.9157 7 679 10.02 0.9245 8 776 11.45 0.9314 9 873 12.89 0.9369 10 970 14.32 0.9404 38 of 45 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409444444444444 +- 0.0013069992018284683 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1518 2 194 2.86 0.7656 3 291 4.29 0.8689 4 388 5.73 0.8969 5 485 7.16 0.9113 6 582 8.59 0.9207 7 679 10.02 0.9282 8 776 11.45 0.9349 9 873 12.88 0.9388 10 970 14.31 0.9423 39 of 46 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409739130434782 +- 0.0013077419607540432 Files already downloaded and verified Preprocessing: 1.21 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1756 2 194 2.86 0.7715 3 291 4.30 0.8784 4 388 5.73 0.8988 5 485 7.16 0.9130 6 582 8.59 0.9207 7 679 10.02 0.9282 8 776 11.45 0.9339 9 873 12.89 0.9380 10 970 14.32 0.9420 40 of 47 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.940995744680851 +- 0.0013022006654544492 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1981 2 194 2.86 0.7759 3 291 4.29 0.8776 4 388 5.73 0.8999 5 485 7.16 0.9135 6 582 8.59 0.9210 7 679 10.02 0.9299 8 776 11.45 0.9345 9 873 12.88 0.9395 10 970 14.31 0.9415 41 of 48 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9410062499999999 +- 0.001290575816254126 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1363 2 194 2.86 0.7775 3 291 4.30 0.8744 4 388 5.73 0.8985 5 485 7.16 0.9094 6 582 8.59 0.9211 7 679 10.02 0.9283 8 776 11.45 0.9341 9 873 12.88 0.9398 10 970 14.32 0.9426 42 of 49 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.941038775510204 +- 0.0012970636109415849 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2250 2 194 2.86 0.7678 3 291 4.29 0.8731 4 388 5.73 0.9009 5 485 7.16 0.9141 6 582 8.59 0.9226 7 679 10.02 0.9290 8 776 11.45 0.9354 9 873 12.88 0.9384 10 970 14.32 0.9398 42 of 50 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9410139999999998 +- 0.0012956866905236 Files already downloaded and verified Preprocessing: 1.16 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1939 2 194 2.86 0.7838 3 291 4.29 0.8782 4 388 5.73 0.9011 5 485 7.16 0.9123 6 582 8.59 0.9210 7 679 10.02 0.9266 8 776 11.45 0.9322 9 873 12.88 0.9383 10 970 14.32 0.9413 43 of 51 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9410196078431371 +- 0.0012835336652158391 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2084 2 194 2.86 0.7610 3 291 4.29 0.8758 4 388 5.73 0.8994 5 485 7.16 0.9115 6 582 8.59 0.9219 7 679 10.02 0.9290 8 776 11.45 0.9323 9 873 12.88 0.9375 10 970 14.32 0.9402 44 of 52 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9410038461538459 +- 0.00127610608711115 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1918 2 194 2.86 0.7624 3 291 4.29 0.8777 4 388 5.73 0.8997 5 485 7.16 0.9119 6 582 8.59 0.9217 7 679 10.02 0.9295 8 776 11.45 0.9339 9 873 12.88 0.9382 10 970 14.31 0.9391 44 of 53 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409679245283017 +- 0.0012902791251194902 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2120 2 194 2.86 0.7683 3 291 4.29 0.8776 4 388 5.73 0.8995 5 485 7.16 0.9099 6 582 8.59 0.9215 7 679 10.02 0.9284 8 776 11.45 0.9339 9 873 12.88 0.9380 10 970 14.32 0.9414 45 of 54 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409759259259258 +- 0.001279602829756342 Files already downloaded and verified Preprocessing: 1.17 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1534 2 194 2.86 0.7741 3 291 4.29 0.8761 4 388 5.73 0.8978 5 485 7.16 0.9095 6 582 8.59 0.9205 7 679 10.02 0.9260 8 776 11.45 0.9334 9 873 12.88 0.9379 10 970 14.31 0.9407 46 of 55 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.940970909090909 +- 0.0012684525615199195 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1579 2 194 2.86 0.7788 3 291 4.29 0.8765 4 388 5.73 0.8975 5 485 7.16 0.9115 6 582 8.59 0.9200 7 679 10.02 0.9275 8 776 11.45 0.9358 9 873 12.88 0.9399 10 970 14.32 0.9412 47 of 56 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409749999999999 +- 0.0012574421315852723 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1582 2 194 2.86 0.7814 3 291 4.29 0.8789 4 388 5.73 0.8995 5 485 7.16 0.9148 6 582 8.59 0.9203 7 679 10.02 0.9287 8 776 11.45 0.9341 9 873 12.88 0.9384 10 970 14.31 0.9397 47 of 57 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409526315789473 +- 0.0012575533560105088 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1567 2 194 2.86 0.7726 3 291 4.29 0.8755 4 388 5.73 0.9026 5 485 7.16 0.9118 6 582 8.59 0.9182 7 679 10.02 0.9266 8 776 11.45 0.9323 9 873 12.88 0.9373 10 970 14.32 0.9409 48 of 58 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409517241379309 +- 0.0012466840679496254 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2288 2 194 2.86 0.7648 3 291 4.29 0.8718 4 388 5.73 0.8973 5 485 7.16 0.9102 6 582 8.59 0.9193 7 679 10.02 0.9270 8 776 11.45 0.9327 9 873 12.88 0.9372 10 970 14.31 0.9416 49 of 59 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409627118644067 +- 0.0012389030556846066 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1764 2 194 2.86 0.7733 3 291 4.29 0.8805 4 388 5.72 0.8990 5 485 7.16 0.9105 6 582 8.59 0.9215 7 679 10.02 0.9280 8 776 11.45 0.9341 9 873 12.88 0.9378 10 970 14.32 0.9408 50 of 60 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.94096 +- 0.0012287120628256764 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2281 2 194 2.86 0.7761 3 291 4.29 0.8799 4 388 5.73 0.8993 5 485 7.16 0.9090 6 582 8.59 0.9209 7 679 10.02 0.9291 8 776 11.45 0.9350 9 873 12.88 0.9379 10 970 14.31 0.9404 51 of 61 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409508196721311 +- 0.0012206720737954772 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1591 2 194 2.86 0.7880 3 291 4.29 0.8783 4 388 5.73 0.8986 5 485 7.16 0.9093 6 582 8.59 0.9216 7 679 10.02 0.9277 8 776 11.45 0.9344 9 873 12.88 0.9398 10 970 14.32 0.9438 52 of 62 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409967741935483 +- 0.0012628651170454254 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2074 2 194 2.86 0.7707 3 291 4.29 0.8757 4 388 5.73 0.8971 5 485 7.16 0.9089 6 582 8.59 0.9189 7 679 10.02 0.9280 8 776 11.45 0.9325 9 873 12.88 0.9373 10 970 14.31 0.9411 53 of 63 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409984126984127 +- 0.0012528687162493164 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2003 2 194 2.86 0.7585 3 291 4.29 0.8755 4 388 5.73 0.9012 5 485 7.16 0.9132 6 582 8.59 0.9218 7 679 10.02 0.9283 8 776 11.45 0.9340 9 873 12.88 0.9391 10 970 14.32 0.9406 54 of 64 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409921875 +- 0.0012440237999506885 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1777 2 194 2.86 0.7455 3 291 4.29 0.8687 4 388 5.73 0.8964 5 485 7.16 0.9086 6 582 8.59 0.9202 7 679 10.02 0.9305 8 776 11.45 0.9350 9 873 12.88 0.9387 10 970 14.31 0.9414 55 of 65 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409984615384616 +- 0.0012354373013001455 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1714 2 194 2.86 0.7786 3 291 4.29 0.8730 4 388 5.73 0.9006 5 485 7.16 0.9120 6 582 8.59 0.9218 7 679 10.02 0.9298 8 776 11.45 0.9357 9 873 12.89 0.9399 10 970 14.32 0.9408 56 of 66 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409954545454546 +- 0.0012262818671214433 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1950 2 194 2.86 0.7619 3 291 4.29 0.8790 4 388 5.73 0.8987 5 485 7.16 0.9116 6 582 8.59 0.9226 7 679 10.02 0.9288 8 776 11.45 0.9352 9 873 12.88 0.9395 10 970 14.31 0.9415 57 of 67 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9410029850746269 +- 0.0012186327240785646 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1849 2 194 2.86 0.7589 3 291 4.29 0.8778 4 388 5.73 0.8996 5 485 7.16 0.9118 6 582 8.59 0.9210 7 679 10.02 0.9282 8 776 11.45 0.9347 9 873 12.89 0.9400 10 970 14.32 0.9419 58 of 68 runs >= 94.0 % accuracy Min accuracy: 0.9386 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9410161764705882 +- 0.0012144485911815442 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1663 2 194 2.86 0.7818 3 291 4.29 0.8776 4 388 5.73 0.8995 5 485 7.16 0.9130 6 582 8.59 0.9203 7 679 10.02 0.9278 8 776 11.45 0.9325 9 873 12.88 0.9367 10 970 14.31 0.9380 58 of 69 runs >= 94.0 % accuracy Min accuracy: 0.9380000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409724637681158 +- 0.0012583499729742719 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1706 2 194 2.86 0.7743 3 291 4.29 0.8780 4 388 5.73 0.8990 5 485 7.16 0.9110 6 582 8.59 0.9216 7 679 10.02 0.9284 8 776 11.45 0.9355 9 873 12.88 0.9381 10 970 14.32 0.9403 59 of 70 runs >= 94.0 % accuracy Min accuracy: 0.9380000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.940962857142857 +- 0.0012518753279519065 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1936 2 194 2.86 0.7535 3 291 4.29 0.8758 4 388 5.73 0.8978 5 485 7.16 0.9110 6 582 8.59 0.9195 7 679 10.02 0.9275 8 776 11.45 0.9349 9 873 12.88 0.9395 10 970 14.31 0.9408 60 of 71 runs >= 94.0 % accuracy Min accuracy: 0.9380000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409605633802814 +- 0.0012431761767932648 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2558 2 194 2.86 0.7785 3 291 4.29 0.8749 4 388 5.73 0.9016 5 485 7.16 0.9118 6 582 8.59 0.9228 7 679 10.02 0.9280 8 776 11.45 0.9330 9 873 12.88 0.9382 10 970 14.32 0.9420 61 of 72 runs >= 94.0 % accuracy Min accuracy: 0.9380000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409749999999997 +- 0.0012404916140161704 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2024 2 194 2.86 0.7858 3 291 4.29 0.8788 4 388 5.73 0.8996 5 485 7.16 0.9103 6 582 8.59 0.9211 7 679 10.02 0.9271 8 776 11.45 0.9324 9 873 12.88 0.9382 10 970 14.31 0.9415 62 of 73 runs >= 94.0 % accuracy Min accuracy: 0.9380000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409821917808217 +- 0.0012334762621337761 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1816 2 194 2.86 0.7755 3 291 4.29 0.8742 4 388 5.73 0.8991 5 485 7.16 0.9107 6 582 8.59 0.9207 7 679 10.02 0.9287 8 776 11.46 0.9351 9 873 12.89 0.9388 10 970 14.32 0.9408 63 of 74 runs >= 94.0 % accuracy Min accuracy: 0.9380000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409797297297294 +- 0.001225294198509046 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2062 2 194 2.86 0.7855 3 291 4.29 0.8772 4 388 5.73 0.8995 5 485 7.16 0.9118 6 582 8.59 0.9197 7 679 10.02 0.9270 8 776 11.45 0.9324 9 873 12.88 0.9362 10 970 14.32 0.9394 63 of 75 runs >= 94.0 % accuracy Min accuracy: 0.9380000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409586666666665 +- 0.00123051136614914 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1848 2 194 2.86 0.7730 3 291 4.29 0.8757 4 388 5.73 0.8957 5 485 7.16 0.9118 6 582 8.59 0.9203 7 679 10.02 0.9267 8 776 11.45 0.9350 9 873 12.89 0.9383 10 970 14.32 0.9409 64 of 76 runs >= 94.0 % accuracy Min accuracy: 0.9380000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409578947368419 +- 0.0012224073700666859 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1839 2 194 2.86 0.7664 3 291 4.30 0.8727 4 388 5.73 0.8976 5 485 7.16 0.9112 6 582 8.59 0.9210 7 679 10.02 0.9275 8 776 11.45 0.9340 9 873 12.88 0.9384 10 970 14.32 0.9409 65 of 77 runs >= 94.0 % accuracy Min accuracy: 0.9380000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409571428571426 +- 0.0012144614082215085 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2224 2 194 2.86 0.7789 3 291 4.29 0.8746 4 388 5.72 0.9005 5 485 7.16 0.9117 6 582 8.59 0.9220 7 679 10.02 0.9293 8 776 11.45 0.9324 9 873 12.88 0.9396 10 970 14.32 0.9413 66 of 78 runs >= 94.0 % accuracy Min accuracy: 0.9380000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409615384615382 +- 0.0012072676045655868 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1626 2 194 2.86 0.7808 3 291 4.29 0.8801 4 388 5.73 0.9013 5 485 7.16 0.9120 6 582 8.59 0.9210 7 679 10.02 0.9273 8 776 11.45 0.9309 9 873 12.88 0.9373 10 970 14.31 0.9395 66 of 79 runs >= 94.0 % accuracy Min accuracy: 0.9380000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409430379746833 +- 0.0012106785987387404 Files already downloaded and verified Preprocessing: 4.87 seconds epoch batch train time [sec] validation accuracy 1 97 1.46 0.1603 2 194 2.89 0.7822 3 291 4.33 0.8754 4 388 5.76 0.8994 5 485 7.19 0.9122 6 582 8.62 0.9206 7 679 10.06 0.9268 8 776 11.49 0.9343 9 873 12.92 0.9391 10 970 14.35 0.9427 67 of 80 runs >= 94.0 % accuracy Min accuracy: 0.9380000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409649999999997 +- 0.0012188211517692017 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1789 2 194 2.86 0.7684 3 291 4.29 0.8763 4 388 5.73 0.9000 5 485 7.16 0.9121 6 582 8.59 0.9199 7 679 10.02 0.9268 8 776 11.45 0.9335 9 873 12.88 0.9375 10 970 14.31 0.9403 68 of 81 runs >= 94.0 % accuracy Min accuracy: 0.9380000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409567901234565 +- 0.0012134979814625029 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2120 2 194 2.86 0.7553 3 291 4.29 0.8746 4 388 5.73 0.8971 5 485 7.16 0.9116 6 582 8.59 0.9206 7 679 10.02 0.9287 8 776 11.45 0.9344 9 873 12.89 0.9387 10 970 14.32 0.9404 69 of 82 runs >= 94.0 % accuracy Min accuracy: 0.9380000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409499999999996 +- 0.0012076231442534504 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1668 2 194 2.86 0.7615 3 291 4.29 0.8732 4 388 5.73 0.9000 5 485 7.16 0.9112 6 582 8.59 0.9186 7 679 10.02 0.9258 8 776 11.45 0.9341 9 873 12.88 0.9380 10 970 14.31 0.9421 70 of 83 runs >= 94.0 % accuracy Min accuracy: 0.9380000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409638554216864 +- 0.0012068657318690286 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1906 2 194 2.86 0.7623 3 291 4.29 0.8724 4 388 5.73 0.8991 5 485 7.16 0.9102 6 582 8.59 0.9211 7 679 10.02 0.9287 8 776 11.45 0.9357 9 873 12.89 0.9394 10 970 14.32 0.9421 71 of 84 runs >= 94.0 % accuracy Min accuracy: 0.9380000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409773809523805 +- 0.0012059723591632458 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1760 2 194 2.86 0.7717 3 291 4.29 0.8754 4 388 5.73 0.9013 5 485 7.16 0.9114 6 582 8.59 0.9196 7 679 10.02 0.9262 8 776 11.45 0.9319 9 873 12.88 0.9358 10 970 14.31 0.9379 71 of 85 runs >= 94.0 % accuracy Min accuracy: 0.9379000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409411764705877 +- 0.0012439305936423105 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2114 2 194 2.86 0.7834 3 291 4.29 0.8785 4 388 5.73 0.9012 5 485 7.16 0.9110 6 582 8.59 0.9215 7 679 10.02 0.9285 8 776 11.45 0.9354 9 873 12.88 0.9391 10 970 14.32 0.9417 72 of 86 runs >= 94.0 % accuracy Min accuracy: 0.9379000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409499999999995 +- 0.0012393499796639477 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1915 2 194 2.86 0.7640 3 291 4.29 0.8795 4 388 5.73 0.9007 5 485 7.16 0.9126 6 582 8.59 0.9205 7 679 10.02 0.9266 8 776 11.45 0.9350 9 873 12.88 0.9394 10 970 14.31 0.9415 73 of 87 runs >= 94.0 % accuracy Min accuracy: 0.9379000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409563218390801 +- 0.0012336005752180202 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1896 2 194 2.86 0.7769 3 291 4.29 0.8762 4 388 5.72 0.8991 5 485 7.16 0.9128 6 582 8.59 0.9217 7 679 10.02 0.9296 8 776 11.45 0.9363 9 873 12.88 0.9396 10 970 14.32 0.9413 74 of 88 runs >= 94.0 % accuracy Min accuracy: 0.9379000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409602272727269 +- 0.0012271122580276247 Files already downloaded and verified Preprocessing: 1.19 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1637 2 194 2.86 0.7730 3 291 4.29 0.8763 4 388 5.73 0.8981 5 485 7.16 0.9110 6 582 8.59 0.9217 7 679 10.02 0.9269 8 776 11.45 0.9325 9 873 12.88 0.9384 10 970 14.32 0.9418 75 of 89 runs >= 94.0 % accuracy Min accuracy: 0.9379000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409696629213479 +- 0.0012234051295858975 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1619 2 194 2.86 0.7752 3 291 4.29 0.8743 4 388 5.73 0.9001 5 485 7.16 0.9114 6 582 8.59 0.9221 7 679 10.02 0.9284 8 776 11.45 0.9351 9 873 12.89 0.9388 10 970 14.32 0.9417 76 of 90 runs >= 94.0 % accuracy Min accuracy: 0.9379000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409777777777774 +- 0.0012189957412903276 Files already downloaded and verified Preprocessing: 1.21 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1508 2 194 2.86 0.7641 3 291 4.29 0.8788 4 388 5.73 0.9009 5 485 7.16 0.9135 6 582 8.59 0.9217 7 679 10.02 0.9273 8 776 11.45 0.9355 9 873 12.88 0.9369 10 970 14.32 0.9399 76 of 91 runs >= 94.0 % accuracy Min accuracy: 0.9379000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409659340659335 +- 0.001217475299767027 Files already downloaded and verified Preprocessing: 2.33 seconds epoch batch train time [sec] validation accuracy 1 97 1.45 0.1757 2 194 2.89 0.7658 3 291 4.32 0.8735 4 388 5.75 0.8987 5 485 7.18 0.9091 6 582 8.61 0.9202 7 679 10.05 0.9292 8 776 11.48 0.9349 9 873 12.91 0.9373 10 970 14.34 0.9400 77 of 92 runs >= 94.0 % accuracy Min accuracy: 0.9379000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409554347826081 +- 0.0012149757673764164 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2004 2 194 2.86 0.7658 3 291 4.29 0.8757 4 388 5.73 0.9004 5 485 7.16 0.9131 6 582 8.59 0.9219 7 679 10.02 0.9304 8 776 11.45 0.9354 9 873 12.88 0.9385 10 970 14.32 0.9410 78 of 93 runs >= 94.0 % accuracy Min accuracy: 0.9379000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409559139784941 +- 0.0012084347260915502 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1777 2 194 2.86 0.7851 3 291 4.29 0.8757 4 388 5.73 0.9008 5 485 7.16 0.9122 6 582 8.59 0.9200 7 679 10.02 0.9287 8 776 11.45 0.9337 9 873 12.88 0.9388 10 970 14.32 0.9422 79 of 94 runs >= 94.0 % accuracy Min accuracy: 0.9379000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409691489361697 +- 0.001208747073814997 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2026 2 194 2.86 0.7886 3 291 4.29 0.8795 4 388 5.73 0.8995 5 485 7.16 0.9102 6 582 8.59 0.9238 7 679 10.02 0.9288 8 776 11.45 0.9331 9 873 12.88 0.9374 10 970 14.32 0.9423 80 of 95 runs >= 94.0 % accuracy Min accuracy: 0.9379000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409831578947364 +- 0.0012100154528442541 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1473 2 194 2.86 0.7702 3 291 4.29 0.8831 4 388 5.73 0.9019 5 485 7.16 0.9123 6 582 8.59 0.9206 7 679 10.02 0.9281 8 776 11.45 0.9342 9 873 12.88 0.9395 10 970 14.32 0.9430 81 of 96 runs >= 94.0 % accuracy Min accuracy: 0.9379000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9410041666666662 +- 0.0012209897510717378 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.2115 2 194 2.86 0.7763 3 291 4.30 0.8766 4 388 5.73 0.8973 5 485 7.16 0.9102 6 582 8.59 0.9186 7 679 10.02 0.9270 8 776 11.45 0.9322 9 873 12.89 0.9379 10 970 14.32 0.9404 82 of 97 runs >= 94.0 % accuracy Min accuracy: 0.9379000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409979381443294 +- 0.0012162117440985179 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1600 2 194 2.86 0.7649 3 291 4.29 0.8754 4 388 5.72 0.9016 5 485 7.16 0.9099 6 582 8.59 0.9211 7 679 10.02 0.9281 8 776 11.45 0.9342 9 873 12.88 0.9391 10 970 14.32 0.9390 82 of 98 runs >= 94.0 % accuracy Min accuracy: 0.9379000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409775510204076 +- 0.0012265374036281819 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1522 2 194 2.86 0.7512 3 291 4.29 0.8724 4 388 5.73 0.8958 5 485 7.16 0.9115 6 582 8.59 0.9215 7 679 10.02 0.9285 8 776 11.45 0.9346 9 873 12.88 0.9387 10 970 14.32 0.9410 83 of 99 runs >= 94.0 % accuracy Min accuracy: 0.9379000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409777777777772 +- 0.0012203291123858678 Files already downloaded and verified Preprocessing: 1.18 seconds epoch batch train time [sec] validation accuracy 1 97 1.43 0.1557 2 194 2.86 0.7767 3 291 4.29 0.8756 4 388 5.73 0.8975 5 485 7.16 0.9118 6 582 8.59 0.9204 7 679 10.02 0.9294 8 776 11.45 0.9373 9 873 12.88 0.9401 10 970 14.32 0.9427 84 of 100 runs >= 94.0 % accuracy Min accuracy: 0.9379000000000001 Max accuracy: 0.9438000000000001 Mean accuracy: 0.9409949999999995 +- 0.0012262442660416419