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- PyTorch version 2.0.1+cu118 @ NVIDIA GeForce RTX 3090
- DeepSpam_model(
- (convl): ModuleList(
- (0): Conv1d(256, 128, kernel_size=(2,), stride=(1,), padding=valid)
- (1): Conv1d(256, 128, kernel_size=(3,), stride=(1,), padding=valid)
- (2): Conv1d(256, 128, kernel_size=(4,), stride=(1,), padding=valid)
- (3): Conv1d(256, 128, kernel_size=(5,), stride=(1,), padding=valid)
- )
- (l_dr2): Dropout(p=0.5, inplace=True)
- (l_hid): Linear(in_features=512, out_features=32, bias=True)
- (l_fc): Linear(in_features=32, out_features=2, bias=True)
- )
- MODEL: vocab=262144 embed=256 params=475746
- 82.079 (1/14) ham: 95.165/1.734 spam: 98.016/0.570 [model/deepspam.pt.TEST5]
- 82.638 (2/15) ham: 97.679/0.967 spam: 96.282/1.390 [model/deepspam.pt.TEST6]
- 87.240 (1/15) ham: 96.602/1.402 spam: 97.250/0.945 [model/deepspam.pt.TEST7joooo]
- 79.048 (1/11) ham: 96.795/1.292 spam: 96.680/0.797 [model/deepspam.pt.TEST8]
- 80.223 (1/14) ham: 95.890/1.485 spam: 97.469/0.523 [model/deepspam-1698859669.pt]
- 76.713 (3/12) ham: 97.203/1.223 spam: 96.352/0.867 [model/deepspam-1698859923.pt]
- 72.383 (2/11) ham: 96.878/1.202 spam: 95.844/1.023 [model/deepspam-1698860176.pt]
- 83.792 (2/15) ham: 97.431/1.236 spam: 96.774/1.211 [model/deepspam-1698860430.pt]
- 86.324 (2/15) ham: 96.160/1.444 spam: 97.649/0.711 [model/deepspam-1698860684.pt]
- 72.363 (3/11) ham: 98.446/0.808 spam: 95.063/2.382 [model/deepspam-1698860938.pt]
- 69.167 (3/9) ham: 97.451/0.898 spam: 93.470/1.476 [model/deepspam-1698861192.pt]
- 68.079 (3/10) ham: 96.484/1.243 spam: 95.540/0.695 [model/deepspam-1698861446.pt]
- 70.221 (2/10) ham: 97.327/1.167 spam: 96.266/0.781 [model/deepspam-1698861716.pt]
- 79.336 (1/13) ham: 97.292/1.202 spam: 96.969/0.875 [model/deepspam-1698861986.pt]
- 73.036 (3/12) ham: 97.935/0.974 spam: 94.868/2.203 [model/deepspam-1698862256.pt]
- 79.475 (3/14) ham: 97.265/1.160 spam: 96.383/0.976 [model/deepspam-1698862526.pt]
- 72.341 (3/11) ham: 97.472/0.932 spam: 95.251/1.500 [model/deepspam-1698862796.pt]
- 71.313 (4/12) ham: 98.570/0.815 spam: 94.306/2.609 [model/deepspam-1698863065.pt]
- 77.140 (2/11) ham: 96.505/1.098 spam: 95.673/1.000 [model/deepspam-1698863335.pt]
- 76.864 (1/12) ham: 95.497/1.547 spam: 96.079/0.570 [model/deepspam-1698863634.pt]
- 67.678 (2/11) ham: 95.897/1.271 spam: 95.915/1.031 [model/deepspam-1698863932.pt]
- 77.790 (1/12) ham: 97.030/1.236 spam: 95.962/1.070 [model/deepspam-1698864231.pt]
- 65.658 (2/8) ham: 96.926/1.071 spam: 94.805/1.094 [model/deepspam-1698864530.pt]
- 78.712 (3/14) ham: 97.741/1.147 spam: 96.594/1.570 [model/deepspam-1698864828.pt]
- 68.883 (5/10) ham: 98.204/0.891 spam: 94.235/2.265 [model/deepspam-1698865127.pt]
- 71.171 (2/11) ham: 95.932/1.271 spam: 96.337/0.766 [model/deepspam-1698865426.pt]
- 81.392 (1/13) ham: 95.635/1.354 spam: 97.000/0.695 [model/deepspam-1698865760.pt]
- 67.733 (4/10) ham: 96.526/1.195 spam: 95.821/0.820 [model/deepspam-1698866094.pt]
- 77.778 (2/14) ham: 97.348/1.057 spam: 96.102/1.461 [model/deepspam-1698866429.pt]
- 84.392 (1/14) ham: 96.049/1.299 spam: 97.204/0.750 [model/deepspam-1698866763.pt]
- 80.651 (2/13) ham: 97.838/1.050 spam: 95.735/2.023 [model/deepspam-1698867097.pt]
- 72.120 (4/12) ham: 97.817/0.884 spam: 94.805/2.062 [model/deepspam-1698867431.pt]
- 62.679 (5/10) ham: 94.979/1.319 spam: 94.673/0.664 [model/deepspam-1698867765.pt]
- 78.977 (1/11) ham: 95.282/1.651 spam: 97.633/0.383 [model/deepspam-1698868275.pt]
- 74.910 (1/11) ham: 97.693/0.926 spam: 94.993/1.219 [model/deepspam-1698868785.pt]
- 80.257 (0/13) ham: 95.131/1.672 spam: 97.313/0.359 [model/deepspam-1698869294.pt]
- 78.414 (2/13) ham: 97.306/1.105 spam: 95.501/1.156 [model/deepspam-1698869804.pt]
- 80.816 (1/12) ham: 97.893/0.905 spam: 95.821/1.484 [model/deepspam-1698870313.pt]
- 70.704 (4/11) ham: 98.563/0.808 spam: 94.595/2.562 [model/deepspam-1698870823.pt]
- 81.947 (1/14) ham: 95.061/1.409 spam: 96.165/0.750 [model/deepspam-1698874019.pt]
- 71.372 (3/11) ham: 97.679/1.029 spam: 94.688/1.547 [model/deepspam-1698874265.pt]
- 74.328 (3/11) ham: 97.051/1.064 spam: 95.954/1.367 [model/deepspam-1698874511.pt]
- 80.229 (2/13) ham: 96.450/1.444 spam: 96.844/0.641 [model/deepspam-1698875039.pt-JOOO]
- 75.896 (2/12) ham: 96.118/1.423 spam: 94.556/1.008 [model/deepspam-1698875286.pt]
- 76.270 (1/11) ham: 97.334/0.877 spam: 96.165/1.039 [model/deepspam-1698875532.pt]
- 82.373 (2/13) ham: 96.139/1.506 spam: 97.071/0.476 [model/deepspam-1698875779.pt]
- 80.840 (2/13) ham: 96.111/1.278 spam: 96.305/0.812 [model/deepspam-1698876025.pt]
- 80.868 (1/13) ham: 97.099/0.960 spam: 95.212/1.531 [model/deepspam-1698876272.pt]
- 76.612 (2/13) ham: 97.707/0.981 spam: 94.759/1.758 [model/deepspam-1698876518.pt]
- 83.599 (0/12) ham: 94.474/1.934 spam: 96.868/0.711 [model/deepspam-1698876764.pt-Jo]
- 70.769 (5/11) ham: 96.457/1.388 spam: 96.454/0.922 [model/deepspam-1698877027.pt]
- 86.033 (0/14) ham: 95.655/1.423 spam: 97.211/0.320 [model/deepspam-1698877289.pt]
- 72.856 (2/11) ham: 95.828/1.368 spam: 95.774/0.726 [model/deepspam-1698877552.pt]
- 79.107 (2/14) ham: 97.610/0.946 spam: 94.712/1.953 [model/deepspam-1698877814.pt]
- 80.805 (3/13) ham: 97.665/1.119 spam: 96.485/1.429 [model/deepspam-1698878076.pt-Jo]
- 67.295 (4/11) ham: 98.163/0.739 spam: 93.485/2.382 [model/deepspam-1698878339.pt]
- 64.567 (4/8) ham: 95.725/1.188 spam: 96.165/0.726 [model/deepspam-1698878601.pt]
- 80.814 (0/12) ham: 94.405/1.340 spam: 95.032/0.539 [model/deepspam-1698878892.pt]
- 64.533 (3/8) ham: 94.364/1.817 spam: 96.157/0.586 [model/deepspam-1698879183.pt]
- 81.430 (1/13) ham: 95.987/1.381 spam: 96.852/0.851 [model/deepspam-1698879474.pt-Jo]
- 82.849 (1/13) ham: 95.966/1.381 spam: 96.454/1.000 [model/deepspam-1698879765.pt]
- 69.403 (4/12) ham: 98.363/0.794 spam: 93.564/2.648 [model/deepspam-1698880056.pt]
- 77.225 (2/13) ham: 98.135/0.939 spam: 95.095/1.922 [model/deepspam-1698880346.pt-JOOO]
- 72.807 (1/9) ham: 93.694/1.817 spam: 95.696/0.266 [model/deepspam-1698880637.pt]
- 82.112 (1/14) ham: 93.259/1.464 spam: 96.001/0.297 [model/deepspam-1698880963.pt]
- 77.624 (2/12) ham: 95.428/1.347 spam: 96.383/0.594 [model/deepspam-1698881289.pt]
- 68.595 (4/11) ham: 95.642/1.381 spam: 96.844/0.726 [model/deepspam-1698881615.pt]
- 89.991 (0/16) ham: 95.752/1.471 spam: 97.321/0.531 [model/deepspam-1698881941.pt]
- 69.121 (3/10) ham: 97.244/1.036 spam: 94.712/1.289 [model/deepspam-1698882267.pt]
- 72.078 (4/13) ham: 98.308/0.843 spam: 95.219/2.203 [model/deepspam-1698882593.pt]
- 67.300 (2/9) ham: 95.034/1.720 spam: 96.094/0.687 [model/deepspam-1698882918.pt]
- 81.221 (0/11) ham: 92.458/1.893 spam: 97.391/0.273 [model/deepspam-1698883421.pt]
- 78.689 (2/12) ham: 94.391/1.899 spam: 98.125/0.336 [model/deepspam-1698883923.pt]
- 67.503 (2/10) ham: 95.780/1.326 spam: 95.305/1.031 [model/deepspam-1698884425.pt]
- 74.508 (3/12) ham: 98.253/0.891 spam: 95.587/1.836 [model/deepspam-1698884927.pt]
- 73.816 (2/10) ham: 96.056/1.326 spam: 96.805/0.664 [model/deepspam-1698885430.pt]
- 68.465 (4/12) ham: 97.831/0.912 spam: 94.735/1.883 [model/deepspam-1698885932.pt]
- 66.968 (1/9) ham: 93.646/1.741 spam: 95.805/0.469 [model/deepspam-1698886434.pt]
- 69.502 (1/8) ham: 93.901/2.148 spam: 96.969/0.476 [model/deepspam-1698887008.pt]
- 81.435 (1/13) ham: 96.319/1.547 spam: 97.321/0.758 [model/deepspam-1698888154.pt]
- 85.485 (1/15) ham: 95.345/1.734 spam: 97.797/0.445 [model/deepspam-1698889299.pt]
- 76.387 (2/12) ham: 97.831/0.932 spam: 95.641/1.461 [model/deepspam-1698889872.pt]
- 76.654 (1/10) ham: 95.282/1.381 spam: 96.415/0.594 [model/deepspam-1698890445.pt]
- 83.744 (0/13) ham: 92.188/2.728 spam: 98.524/0.250 [model/deepspam-1698891094.pt]
- 73.699 (2/11) ham: 95.752/1.347 spam: 96.040/0.906 [model/deepspam-1698891743.pt]
- 77.452 (0/11) ham: 95.448/1.602 spam: 97.000/0.453 [model/deepspam-1698892391.pt]
- 71.878 (2/11) ham: 96.940/1.057 spam: 95.821/1.101 [model/deepspam-1698893039.pt]
- 83.036 (1/13) ham: 95.490/1.644 spam: 97.321/0.656 [model/deepspam-1698893687.pt]
- 80.579 (1/13) ham: 92.485/2.466 spam: 97.227/0.258 [model/deepspam-1698894982.pt]
- 66.564 (3/9) ham: 95.289/1.437 spam: 95.509/0.820 [model/deepspam-1698896122.pt]
- 77.323 (0/9) ham: 94.744/1.678 spam: 97.133/0.391 [model/deepspam-1698897261.pt]
- 76.793 (1/9) ham: 95.835/1.520 spam: 97.204/0.601 [model/deepspam-1698898399.pt]
- 73.043 (2/10) ham: 96.035/1.361 spam: 96.274/0.680 [model/deepspam-1698899536.pt]
- 80.165 (1/13) ham: 96.899/1.195 spam: 97.110/0.594 [model/deepspam-1698900672.pt]
- 66.203 (3/9) ham: 96.312/1.071 spam: 95.868/1.094 [model/deepspam-1698901809.pt]
- 77.463 (3/13) ham: 96.588/1.312 spam: 96.672/1.094 [model/deepspam-1698920931.pt]
- 65.650 (3/8) ham: 97.444/1.043 spam: 95.024/1.187 [model/deepspam-1698921177.pt]
- 70.329 (3/10) ham: 96.781/1.257 spam: 96.391/1.015 [model/deepspam-1698921424.pt]
- 76.069 (3/12) ham: 98.342/0.629 spam: 94.587/1.469 [model/deepspam-1698921671.pt]
- 73.817 (2/11) ham: 97.078/1.160 spam: 95.680/1.672 [model/deepspam-1698921918.pt]
- 70.711 (5/12) ham: 97.900/0.884 spam: 94.329/2.281 [model/deepspam-1698922411.pt]
- 71.004 (4/12) ham: 95.296/1.561 spam: 96.297/0.781 [model/deepspam-1698922657.pt]
- 75.472 (1/10) ham: 94.378/1.402 spam: 95.891/0.492 [model/deepspam-1698922920.pt]
- 73.810 (2/12) ham: 96.774/1.250 spam: 96.243/1.125 [model/deepspam-1698923182.pt]
- 85.726 (1/14) ham: 95.752/1.450 spam: 96.743/0.922 [model/deepspam-1698923445.pt-Joooo]
- 79.225 (2/13) ham: 97.147/1.209 spam: 96.774/1.375 [model/deepspam-1698923708.pt-Joooooooooooooo]
- 70.615 (5/12) ham: 97.845/0.981 spam: 95.344/1.687 [model/deepspam-1698923970.pt]
- 76.269 (2/12) ham: 98.266/0.801 spam: 94.126/2.312 [model/deepspam-1698924233.pt-JOOO93]
- 74.649 (2/11) ham: 96.588/1.153 spam: 96.274/0.867 [model/deepspam-1698924495.pt]
- 70.268 (3/10) ham: 97.251/1.043 spam: 95.227/1.375 [model/deepspam-1698925077.pt]
- 71.555 (1/10) ham: 98.225/0.808 spam: 94.751/1.758 [model/deepspam-1698925369.pt]
- 73.000 (4/13) ham: 97.693/1.022 spam: 95.844/1.609 [model/deepspam-1698925951.pt]
- 76.016 (3/13) ham: 97.707/0.870 spam: 95.149/1.609 [model/deepspam-1698926242.pt]
- 66.465 (3/7) ham: 94.840/1.547 spam: 94.009/0.570 [model/deepspam-1698926533.pt]
- 79.446 (1/10) ham: 93.369/1.782 spam: 97.024/0.211 [model/deepspam-1698926859.pt]
- 70.864 (1/9) ham: 94.530/1.782 spam: 96.485/0.391 [model/deepspam-1698927185.pt]
- 87.829 (1/15) ham: 97.838/1.022 spam: 96.102/1.601 [model/deepspam-1698928164.pt]
- 75.245 (2/12) ham: 97.990/0.946 spam: 95.055/2.226 [model/deepspam-1698928490.pt]
- 75.508 (1/11) ham: 96.028/1.395 spam: 96.032/0.594 [model/deepspam-1698928816.pt]
- 91.939 (0/17) ham: 91.062/3.219 spam: 98.446/0.195 [model/deepspam-1698929321.pt]
- 62.389 (2/7) ham: 94.585/1.243 spam: 94.040/0.383 [model/deepspam-1698929822.pt]
- 81.501 (1/14) ham: 95.310/1.975 spam: 97.875/0.547 [model/deepspam-1698930323.pt]
- 70.024 (2/10) ham: 96.692/1.105 spam: 95.087/1.015 [model/deepspam-1698930825.pt]
- 76.958 (2/12) ham: 96.989/1.153 spam: 96.321/1.125 [model/deepspam-1698931326.pt]
- 70.241 (4/11) ham: 97.845/0.960 spam: 95.774/1.414 [model/deepspam-1698931827.pt]
- 78.335 (1/11) ham: 89.550/2.127 spam: 95.930/0.094 [model/deepspam-1698932328.pt]
- 81.761 (1/13) ham: 93.735/1.927 spam: 97.305/0.273 [model/deepspam-1698932901.pt]
- 76.837 (2/12) ham: 96.277/1.160 spam: 96.212/0.711 [model/deepspam-1698933474.pt]
- 77.846 (1/11) ham: 95.966/1.285 spam: 96.719/0.961 [model/deepspam-1698934045.pt]
- 76.235 (1/13) ham: 97.437/0.981 spam: 95.883/1.297 [model/deepspam-1698935187.pt]
- 73.894 (3/10) ham: 96.588/1.174 spam: 96.266/1.195 [model/deepspam-1698935758.pt]
- 68.089 (2/8) ham: 93.659/1.685 spam: 95.813/0.383 [model/deepspam-1698936328.pt]
- 75.033 (2/10) ham: 96.464/1.112 spam: 95.477/1.031 [model/deepspam-1698936977.pt]
- 73.283 (3/10) ham: 95.324/1.644 spam: 96.844/0.492 [model/deepspam-1698937625.pt]
- 75.281 (2/10) ham: 93.977/2.120 spam: 97.485/0.375 [model/deepspam-1698938273.pt]
- 70.984 (2/10) ham: 96.837/1.098 spam: 95.204/0.953 [model/deepspam-1698938920.pt]
- 75.164 (1/12) ham: 96.830/1.105 spam: 95.493/1.078 [model/deepspam-1698939568.pt]
- 85.083 (1/14) ham: 97.120/1.299 spam: 97.219/0.922 [model/deepspam-1698940215.pt.qrvajooo9797]
- 68.321 (2/9) ham: 94.785/1.437 spam: 94.930/0.414 [model/deepspam-1698940862.pt]
- 85.869 (0/13) ham: 92.430/2.901 spam: 98.336/0.211 [model/deepspam-1698941999.pt]
- 71.318 (1/10) ham: 94.599/1.478 spam: 96.235/0.641 [model/deepspam-1698943136.pt]
- 59.246 (4/8) ham: 95.745/1.299 spam: 95.399/0.844 [model/deepspam-1698944272.pt]
- 65.167 (3/8) ham: 96.056/1.264 spam: 95.516/0.805 [model/deepspam-1698945407.pt]
- 80.988 (1/13) ham: 96.560/1.471 spam: 97.329/0.648 [model/deepspam-1698946542.pt]
- 67.915 (3/9) ham: 96.940/1.223 spam: 96.141/0.961 [model/deepspam-1698947677.pt]
- 74.069 (2/11) ham: 94.930/1.285 spam: 94.891/0.437 [model/deepspam-1698948813.pt]
- 71.663 (4/11) ham: 97.555/1.195 spam: 96.696/0.992 [model/deepspam-1698949060.pt]
- 70.137 (2/10) ham: 96.913/1.160 spam: 94.563/1.125 [model/deepspam-1698949306.pt]
- 65.826 (5/10) ham: 97.748/0.877 spam: 93.017/1.742 [model/deepspam-1698949552.pt]
- 75.658 (3/12) ham: 98.052/0.974 spam: 95.688/2.093 [model/deepspam-1698949798.pt]
- 71.617 (2/11) ham: 97.044/0.905 spam: 94.493/1.383 [model/deepspam-1698950043.pt]
- 68.858 (4/11) ham: 98.508/0.774 spam: 93.884/2.671 [model/deepspam-1698950289.pt]
- 68.896 (2/10) ham: 95.517/1.609 spam: 96.586/0.609 [model/deepspam-1698950541.pt]
- 79.684 (2/14) ham: 95.883/1.140 spam: 95.540/0.492 [model/deepspam-1698950803.pt]
- 82.002 (1/13) ham: 94.378/1.734 spam: 96.704/0.476 [model/deepspam-1698951065.pt]
- 68.489 (2/10) ham: 96.795/0.912 spam: 94.915/0.937 [model/deepspam-1698951326.pt]
- 79.207 (2/13) ham: 97.790/1.036 spam: 96.001/1.367 [model/deepspam-1698951595.pt]
- 69.647 (3/11) ham: 98.197/0.774 spam: 93.915/2.211 [model/deepspam-1698951867.pt]
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