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mnist_log
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==>loading data...
==>creating NN...
Conv ( 0): 100 16 28 28
Activation ( 1): 100 16 28 28
Conv ( 2): 100 16 28 28
Activation ( 3): 100 16 28 28
Pooling ( 4): 100 16 14 14
Fc ( 5): 100 128 1 1
Activation ( 6): 100 128 1 1
Fc ( 7): 100 10 1 1
Activation ( 8): 100 10 1 1
SoftMax ( 9): 100 10 1 1
==>training...
SEED:0
Epoch: 1 [ 1/600 ] Loss: -2.194729 Acc: 13.000000%
Epoch: 1 [ 2/600 ] Loss: -2.273352 Acc: 12.000000%
Epoch: 1 [ 3/600 ] Loss: -2.094536 Acc: 22.000000%
Epoch: 1 [ 4/600 ] Loss: -1.822284 Acc: 25.000000%
Epoch: 1 [ 5/600 ] Loss: -1.836182 Acc: 21.000000%
Epoch: 1 [ 6/600 ] Loss: -1.617701 Acc: 22.000000%
Epoch: 1 [ 7/600 ] Loss: -2.102402 Acc: 14.000000%
Epoch: 1 [ 8/600 ] Loss: -2.220934 Acc: 10.000000%
Epoch: 1 [ 9/600 ] Loss: -2.274661 Acc: 9.000000%
Epoch: 1 [ 10/600 ] Loss: -2.265992 Acc: 10.000000%
Epoch: 1 [ 11/600 ] Loss: -2.175612 Acc: 12.000000%
Epoch: 1 [ 12/600 ] Loss: -2.196461 Acc: 8.000000%
Epoch: 1 [ 13/600 ] Loss: -2.307414 Acc: 2.000000%
Epoch: 1 [ 14/600 ] Loss: -2.202640 Acc: 13.000000%
Epoch: 1 [ 15/600 ] Loss: -2.133197 Acc: 8.000000%
Epoch: 1 [ 16/600 ] Loss: -2.061633 Acc: 10.000000%
Epoch: 1 [ 17/600 ] Loss: -2.027287 Acc: 9.000000%
Epoch: 1 [ 18/600 ] Loss: -1.784346 Acc: 13.000000%
Epoch: 1 [ 19/600 ] Loss: -1.889670 Acc: 8.000000%
Epoch: 1 [ 20/600 ] Loss: -2.108692 Acc: 10.000000%
Epoch: 1 [ 21/600 ] Loss: -1.931880 Acc: 8.000000%
Epoch: 1 [ 22/600 ] Loss: -1.970096 Acc: 9.000000%
Epoch: 1 [ 23/600 ] Loss: -2.004333 Acc: 7.000000%
Epoch: 1 [ 24/600 ] Loss: -1.911065 Acc: 11.000000%
Epoch: 1 [ 25/600 ] Loss: -1.857195 Acc: 9.000000%
Epoch: 1 [ 26/600 ] Loss: -1.728421 Acc: 15.000000%
Epoch: 1 [ 27/600 ] Loss: -1.906467 Acc: 7.000000%
Epoch: 1 [ 28/600 ] Loss: -2.146800 Acc: 8.000000%
Epoch: 1 [ 29/600 ] Loss: -1.859845 Acc: 16.000000%
Epoch: 1 [ 30/600 ] Loss: -1.809198 Acc: 13.000000%
Epoch: 1 [ 31/600 ] Loss: -1.838804 Acc: 15.000000%
Epoch: 1 [ 32/600 ] Loss: -1.741202 Acc: 24.000000%
Epoch: 1 [ 33/600 ] Loss: -1.874914 Acc: 14.000000%
Epoch: 1 [ 34/600 ] Loss: -1.827869 Acc: 9.000000%
Epoch: 1 [ 35/600 ] Loss: -1.987286 Acc: 10.000000%
Epoch: 1 [ 36/600 ] Loss: -1.728981 Acc: 10.000000%
Epoch: 1 [ 37/600 ] Loss: -1.818012 Acc: 12.000000%
Epoch: 1 [ 38/600 ] Loss: -1.827001 Acc: 10.000000%
Epoch: 1 [ 39/600 ] Loss: -1.869106 Acc: 10.000000%
Epoch: 1 [ 40/600 ] Loss: -1.952060 Acc: 6.000000%
Epoch: 1 [ 41/600 ] Loss: -1.791863 Acc: 9.000000%
Epoch: 1 [ 42/600 ] Loss: -1.930182 Acc: 7.000000%
Epoch: 1 [ 43/600 ] Loss: -1.688839 Acc: 13.000000%
Epoch: 1 [ 44/600 ] Loss: -1.720901 Acc: 11.000000%
Epoch: 1 [ 45/600 ] Loss: -1.851577 Acc: 8.000000%
Epoch: 1 [ 46/600 ] Loss: -1.700282 Acc: 11.000000%
Epoch: 1 [ 47/600 ] Loss: -1.712776 Acc: 11.000000%
Epoch: 1 [ 48/600 ] Loss: -1.798912 Acc: 11.000000%
Epoch: 1 [ 49/600 ] Loss: -1.843817 Acc: 8.000000%
Epoch: 1 [ 50/600 ] Loss: -1.793219 Acc: 10.000000%
Epoch: 1 [ 51/600 ] Loss: -1.695359 Acc: 11.000000%
Epoch: 1 [ 52/600 ] Loss: -1.666391 Acc: 13.000000%
Epoch: 1 [ 53/600 ] Loss: -1.648076 Acc: 14.000000%
Epoch: 1 [ 54/600 ] Loss: -1.599032 Acc: 13.000000%
Epoch: 1 [ 55/600 ] Loss: -1.757854 Acc: 10.000000%
Epoch: 1 [ 56/600 ] Loss: -1.726677 Acc: 10.000000%
Epoch: 1 [ 57/600 ] Loss: -1.563409 Acc: 16.000000%
Epoch: 1 [ 58/600 ] Loss: -2.008556 Acc: 6.000000%
Epoch: 1 [ 59/600 ] Loss: -1.711237 Acc: 10.000000%
Epoch: 1 [ 60/600 ] Loss: -1.860516 Acc: 9.000000%
Epoch: 1 [ 61/600 ] Loss: -1.797813 Acc: 9.000000%
Epoch: 1 [ 62/600 ] Loss: -1.861635 Acc: 7.000000%
Epoch: 1 [ 63/600 ] Loss: -1.930329 Acc: 7.000000%
Epoch: 1 [ 64/600 ] Loss: -1.622647 Acc: 13.000000%
Epoch: 1 [ 65/600 ] Loss: -1.674807 Acc: 11.000000%
Epoch: 1 [ 66/600 ] Loss: -2.044277 Acc: 4.000000%
Epoch: 1 [ 67/600 ] Loss: -1.548819 Acc: 15.000000%
Epoch: 1 [ 68/600 ] Loss: -1.632148 Acc: 12.000000%
Epoch: 1 [ 69/600 ] Loss: -1.880868 Acc: 8.000000%
Epoch: 1 [ 70/600 ] Loss: -1.621408 Acc: 14.000000%
Epoch: 1 [ 71/600 ] Loss: -1.636111 Acc: 12.000000%
Epoch: 1 [ 72/600 ] Loss: -1.701686 Acc: 11.000000%
Epoch: 1 [ 73/600 ] Loss: -1.885782 Acc: 10.000000%
Epoch: 1 [ 74/600 ] Loss: -1.607504 Acc: 12.000000%
Epoch: 1 [ 75/600 ] Loss: -1.790578 Acc: 9.000000%
Epoch: 1 [ 76/600 ] Loss: -1.854800 Acc: 10.000000%
Epoch: 1 [ 77/600 ] Loss: -1.840806 Acc: 9.000000%
Epoch: 1 [ 78/600 ] Loss: -1.844164 Acc: 8.000000%
Epoch: 1 [ 79/600 ] Loss: -1.595097 Acc: 14.000000%
Epoch: 1 [ 80/600 ] Loss: -1.675287 Acc: 13.000000%
Epoch: 1 [ 81/600 ] Loss: -1.628815 Acc: 13.000000%
Epoch: 1 [ 82/600 ] Loss: -1.631393 Acc: 13.000000%
Epoch: 1 [ 83/600 ] Loss: -1.565511 Acc: 15.000000%
Epoch: 1 [ 84/600 ] Loss: -1.682507 Acc: 12.000000%
Epoch: 1 [ 85/600 ] Loss: -2.216961 Acc: 4.000000%
Epoch: 1 [ 86/600 ] Loss: -1.891551 Acc: 8.000000%
Epoch: 1 [ 87/600 ] Loss: -1.951011 Acc: 6.000000%
Epoch: 1 [ 88/600 ] Loss: -1.913171 Acc: 12.000000%
Epoch: 1 [ 89/600 ] Loss: -1.668597 Acc: 23.000000%
Epoch: 1 [ 90/600 ] Loss: -1.519058 Acc: 20.000000%
Epoch: 1 [ 91/600 ] Loss: -1.580850 Acc: 14.000000%
Epoch: 1 [ 92/600 ] Loss: -1.728543 Acc: 10.000000%
Epoch: 1 [ 93/600 ] Loss: -1.830880 Acc: 9.000000%
Epoch: 1 [ 94/600 ] Loss: -2.016056 Acc: 5.000000%
Epoch: 1 [ 95/600 ] Loss: -1.632370 Acc: 18.000000%
Epoch: 1 [ 96/600 ] Loss: -1.861001 Acc: 7.000000%
Epoch: 1 [ 97/600 ] Loss: -1.833002 Acc: 9.000000%
Epoch: 1 [ 98/600 ] Loss: -1.618380 Acc: 12.000000%
Epoch: 1 [ 99/600 ] Loss: -1.556321 Acc: 13.000000%
Epoch: 1 [ 100/600 ] Loss: -1.710266 Acc: 12.000000%
Epoch: 1 [ 101/600 ] Loss: -1.750834 Acc: 10.000000%
Epoch: 1 [ 102/600 ] Loss: -1.714719 Acc: 10.000000%
Epoch: 1 [ 103/600 ] Loss: -1.732877 Acc: 15.000000%
Epoch: 1 [ 104/600 ] Loss: -1.647766 Acc: 12.000000%
Epoch: 1 [ 105/600 ] Loss: -2.273759 Acc: 5.000000%
Epoch: 1 [ 106/600 ] Loss: -2.104989 Acc: 8.000000%
Epoch: 1 [ 107/600 ] Loss: -1.926590 Acc: 7.000000%
Epoch: 1 [ 108/600 ] Loss: -1.933765 Acc: 8.000000%
Epoch: 1 [ 109/600 ] Loss: -1.740789 Acc: 10.000000%
Epoch: 1 [ 110/600 ] Loss: -1.896820 Acc: 12.000000%
Epoch: 1 [ 111/600 ] Loss: -1.433208 Acc: 25.000000%
Epoch: 1 [ 112/600 ] Loss: -1.769473 Acc: 14.000000%
Epoch: 1 [ 113/600 ] Loss: -1.564777 Acc: 17.000000%
Epoch: 1 [ 114/600 ] Loss: -1.768585 Acc: 13.000000%
Epoch: 1 [ 115/600 ] Loss: -1.603899 Acc: 17.000000%
Epoch: 1 [ 116/600 ] Loss: -1.451837 Acc: 20.000000%
Epoch: 1 [ 117/600 ] Loss: -1.722672 Acc: 12.000000%
Epoch: 1 [ 118/600 ] Loss: -1.570763 Acc: 21.000000%
Epoch: 1 [ 119/600 ] Loss: -1.470724 Acc: 20.000000%
Epoch: 1 [ 120/600 ] Loss: -1.520800 Acc: 16.000000%
Epoch: 1 [ 121/600 ] Loss: -1.816057 Acc: 10.000000%
Epoch: 1 [ 122/600 ] Loss: -1.441108 Acc: 18.000000%
Epoch: 1 [ 123/600 ] Loss: -1.591320 Acc: 18.000000%
Epoch: 1 [ 124/600 ] Loss: -1.519259 Acc: 18.000000%
Epoch: 1 [ 125/600 ] Loss: -1.896970 Acc: 6.000000%
Epoch: 1 [ 126/600 ] Loss: -1.541479 Acc: 14.000000%
Epoch: 1 [ 127/600 ] Loss: -1.691137 Acc: 14.000000%
Epoch: 1 [ 128/600 ] Loss: -1.661677 Acc: 13.000000%
Epoch: 1 [ 129/600 ] Loss: -1.691549 Acc: 19.000000%
Epoch: 1 [ 130/600 ] Loss: -1.757111 Acc: 15.000000%
Epoch: 1 [ 131/600 ] Loss: -1.552206 Acc: 24.000000%
Epoch: 1 [ 132/600 ] Loss: -1.587419 Acc: 21.000000%
Epoch: 1 [ 133/600 ] Loss: -1.228889 Acc: 27.000000%
Epoch: 1 [ 134/600 ] Loss: -1.643500 Acc: 21.000000%
Epoch: 1 [ 135/600 ] Loss: -1.250738 Acc: 28.000000%
Epoch: 1 [ 136/600 ] Loss: -1.318904 Acc: 29.000000%
Epoch: 1 [ 137/600 ] Loss: -1.348726 Acc: 23.000000%
Epoch: 1 [ 138/600 ] Loss: -1.544330 Acc: 21.000000%
Epoch: 1 [ 139/600 ] Loss: -1.387120 Acc: 21.000000%
Epoch: 1 [ 140/600 ] Loss: -1.495347 Acc: 20.000000%
Epoch: 1 [ 141/600 ] Loss: -1.406245 Acc: 20.000000%
Epoch: 1 [ 142/600 ] Loss: -1.422742 Acc: 21.000000%
Epoch: 1 [ 143/600 ] Loss: -1.680616 Acc: 14.000000%
Epoch: 1 [ 144/600 ] Loss: -1.702319 Acc: 13.000000%
Epoch: 1 [ 145/600 ] Loss: -1.479359 Acc: 17.000000%
Epoch: 1 [ 146/600 ] Loss: -1.423824 Acc: 19.000000%
Epoch: 1 [ 147/600 ] Loss: -1.757002 Acc: 12.000000%
Epoch: 1 [ 148/600 ] Loss: -1.503343 Acc: 17.000000%
Epoch: 1 [ 149/600 ] Loss: -1.466006 Acc: 20.000000%
Epoch: 1 [ 150/600 ] Loss: -1.565447 Acc: 14.000000%
Epoch: 1 [ 151/600 ] Loss: -1.398857 Acc: 20.000000%
Epoch: 1 [ 152/600 ] Loss: -1.371824 Acc: 21.000000%
Epoch: 1 [ 153/600 ] Loss: -1.330008 Acc: 20.000000%
Epoch: 1 [ 154/600 ] Loss: -1.627267 Acc: 13.000000%
Epoch: 1 [ 155/600 ] Loss: -1.389532 Acc: 18.000000%
Epoch: 1 [ 156/600 ] Loss: -1.182210 Acc: 24.000000%
Epoch: 1 [ 157/600 ] Loss: -1.365950 Acc: 21.000000%
Epoch: 1 [ 158/600 ] Loss: -1.421827 Acc: 21.000000%
Epoch: 1 [ 159/600 ] Loss: -1.508605 Acc: 19.000000%
Epoch: 1 [ 160/600 ] Loss: -1.493289 Acc: 21.000000%
Epoch: 1 [ 161/600 ] Loss: -1.666157 Acc: 15.000000%
Epoch: 1 [ 162/600 ] Loss: -1.303329 Acc: 21.000000%
Epoch: 1 [ 163/600 ] Loss: -1.528258 Acc: 17.000000%
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Epoch: 1 [ 167/600 ] Loss: -1.428087 Acc: 18.000000%
Epoch: 1 [ 168/600 ] Loss: -1.513648 Acc: 16.000000%
Epoch: 1 [ 169/600 ] Loss: -1.757203 Acc: 12.000000%
Epoch: 1 [ 170/600 ] Loss: -1.717582 Acc: 17.000000%
Epoch: 1 [ 171/600 ] Loss: -1.414358 Acc: 18.000000%
Epoch: 1 [ 172/600 ] Loss: -1.683082 Acc: 14.000000%
Epoch: 1 [ 173/600 ] Loss: -1.605686 Acc: 17.000000%
Epoch: 1 [ 174/600 ] Loss: -1.323378 Acc: 20.000000%
Epoch: 1 [ 175/600 ] Loss: -1.515567 Acc: 18.000000%
Epoch: 1 [ 176/600 ] Loss: -1.417125 Acc: 18.000000%
Epoch: 1 [ 177/600 ] Loss: -1.684468 Acc: 13.000000%
Epoch: 1 [ 178/600 ] Loss: -1.752249 Acc: 12.000000%
Epoch: 1 [ 179/600 ] Loss: -1.687869 Acc: 14.000000%
Epoch: 1 [ 180/600 ] Loss: -1.436782 Acc: 16.000000%
Epoch: 1 [ 181/600 ] Loss: -1.518455 Acc: 17.000000%
Epoch: 1 [ 182/600 ] Loss: -1.438929 Acc: 17.000000%
Epoch: 1 [ 183/600 ] Loss: -1.164483 Acc: 25.000000%
Epoch: 1 [ 184/600 ] Loss: -1.600284 Acc: 14.000000%
Epoch: 1 [ 185/600 ] Loss: -1.553145 Acc: 16.000000%
Epoch: 1 [ 186/600 ] Loss: -1.333060 Acc: 20.000000%
Epoch: 1 [ 187/600 ] Loss: -1.449544 Acc: 17.000000%
Epoch: 1 [ 188/600 ] Loss: -1.352689 Acc: 19.000000%
Epoch: 1 [ 189/600 ] Loss: -1.458602 Acc: 19.000000%
Epoch: 1 [ 190/600 ] Loss: -1.409550 Acc: 19.000000%
Epoch: 1 [ 191/600 ] Loss: -1.345622 Acc: 22.000000%
Epoch: 1 [ 192/600 ] Loss: -1.394725 Acc: 19.000000%
Epoch: 1 [ 193/600 ] Loss: -1.432245 Acc: 16.000000%
Epoch: 1 [ 194/600 ] Loss: -1.509963 Acc: 16.000000%
Epoch: 1 [ 195/600 ] Loss: -1.425383 Acc: 20.000000%
Epoch: 1 [ 196/600 ] Loss: -1.346799 Acc: 22.000000%
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Epoch: 1 [ 198/600 ] Loss: -1.219408 Acc: 23.000000%
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Epoch: 1 [ 572/600 ] Loss: -1.110926 Acc: 31.000000%
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Epoch: 1 [ 574/600 ] Loss: -1.168468 Acc: 26.000000%
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Epoch: 1 [ 580/600 ] Loss: -1.149388 Acc: 25.000000%
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Epoch: 1 [ 599/600 ] Loss: -1.076851 Acc: 31.000000%
Epoch: 1 [ 600/600 ] Loss: -1.151403 Acc: 35.000000%
Epoch: 1 [Acc on Test] 38.380001%
Epoch: 2 [ 1/600 ] Loss: -1.016794 Acc: 39.000000%
Epoch: 2 [ 2/600 ] Loss: -0.958943 Acc: 43.000000%
Epoch: 2 [ 3/600 ] Loss: -0.786078 Acc: 48.000000%
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