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nohup.out
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INFO:root:epoch[0/500] batch[0/469] loss:0.9005 marin_loss:0.8097 re_loss:0.0908 acc:0.0625
INFO:root:epoch[0/500] batch[1/469] loss:0.6799 marin_loss:0.6335 re_loss:0.0465 acc:0.0938
INFO:root:epoch[0/500] batch[2/469] loss:0.5826 marin_loss:0.5527 re_loss:0.0299 acc:0.1328
INFO:root:epoch[0/500] batch[3/469] loss:0.5777 marin_loss:0.5450 re_loss:0.0327 acc:0.2734
INFO:root:epoch[0/500] batch[4/469] loss:0.4381 marin_loss:0.4086 re_loss:0.0295 acc:0.4453
INFO:root:epoch[0/500] batch[5/469] loss:0.3641 marin_loss:0.3307 re_loss:0.0334 acc:0.5625
INFO:root:epoch[0/500] batch[6/469] loss:0.3090 marin_loss:0.2753 re_loss:0.0337 acc:0.6875
INFO:root:epoch[0/500] batch[7/469] loss:0.2490 marin_loss:0.2173 re_loss:0.0317 acc:0.8125
INFO:root:epoch[0/500] batch[8/469] loss:0.2369 marin_loss:0.2061 re_loss:0.0308 acc:0.7422
INFO:root:epoch[0/500] batch[9/469] loss:0.2118 marin_loss:0.1802 re_loss:0.0316 acc:0.7969
INFO:root:epoch[0/500] batch[10/469] loss:0.2052 marin_loss:0.1749 re_loss:0.0303 acc:0.7812
INFO:root:epoch[0/500] batch[11/469] loss:0.1843 marin_loss:0.1548 re_loss:0.0295 acc:0.8438
INFO:root:epoch[0/500] batch[12/469] loss:0.1543 marin_loss:0.1269 re_loss:0.0274 acc:0.8438
INFO:root:epoch[0/500] batch[13/469] loss:0.1336 marin_loss:0.1061 re_loss:0.0276 acc:0.9062
INFO:root:epoch[0/500] batch[14/469] loss:0.1454 marin_loss:0.1171 re_loss:0.0283 acc:0.8750
INFO:root:epoch[0/500] batch[15/469] loss:0.1425 marin_loss:0.1168 re_loss:0.0257 acc:0.8828
INFO:root:epoch[0/500] batch[16/469] loss:0.1182 marin_loss:0.0911 re_loss:0.0271 acc:0.9297
INFO:root:epoch[0/500] batch[17/469] loss:0.1036 marin_loss:0.0778 re_loss:0.0258 acc:0.9375
INFO:root:epoch[0/500] batch[18/469] loss:0.1228 marin_loss:0.0989 re_loss:0.0239 acc:0.8906
INFO:root:epoch[0/500] batch[19/469] loss:0.1051 marin_loss:0.0806 re_loss:0.0245 acc:0.9297
INFO:root:Test==> acc:0.9268 loss:0.0987 margin_loss:0.0249, reconstruct_loss:0.0738
INFO:root:epoch[0/500] batch[20/469] loss:0.1104 marin_loss:0.0854 re_loss:0.0250 acc:0.9141
INFO:root:epoch[0/500] batch[21/469] loss:0.0878 marin_loss:0.0622 re_loss:0.0256 acc:0.9688
INFO:root:epoch[0/500] batch[22/469] loss:0.0886 marin_loss:0.0650 re_loss:0.0236 acc:0.9453
INFO:root:epoch[0/500] batch[23/469] loss:0.1010 marin_loss:0.0762 re_loss:0.0248 acc:0.9375
INFO:root:epoch[0/500] batch[24/469] loss:0.1087 marin_loss:0.0852 re_loss:0.0235 acc:0.8828
INFO:root:epoch[0/500] batch[25/469] loss:0.1240 marin_loss:0.1019 re_loss:0.0221 acc:0.8828
INFO:root:epoch[0/500] batch[26/469] loss:0.1101 marin_loss:0.0877 re_loss:0.0223 acc:0.9062
INFO:root:epoch[0/500] batch[27/469] loss:0.0788 marin_loss:0.0566 re_loss:0.0222 acc:0.9453
INFO:root:epoch[0/500] batch[28/469] loss:0.0866 marin_loss:0.0651 re_loss:0.0215 acc:0.9141
INFO:root:epoch[0/500] batch[29/469] loss:0.0737 marin_loss:0.0512 re_loss:0.0226 acc:0.9609
INFO:root:epoch[0/500] batch[30/469] loss:0.1054 marin_loss:0.0826 re_loss:0.0228 acc:0.8906
INFO:root:epoch[0/500] batch[31/469] loss:0.0690 marin_loss:0.0477 re_loss:0.0213 acc:0.9297
INFO:root:epoch[0/500] batch[32/469] loss:0.0796 marin_loss:0.0571 re_loss:0.0225 acc:0.9531
INFO:root:epoch[0/500] batch[33/469] loss:0.0835 marin_loss:0.0625 re_loss:0.0210 acc:0.9531
INFO:root:epoch[0/500] batch[34/469] loss:0.0725 marin_loss:0.0517 re_loss:0.0209 acc:0.9375
INFO:root:epoch[0/500] batch[35/469] loss:0.0937 marin_loss:0.0730 re_loss:0.0208 acc:0.9297
INFO:root:epoch[0/500] batch[36/469] loss:0.0564 marin_loss:0.0358 re_loss:0.0206 acc:0.9766
INFO:root:epoch[0/500] batch[37/469] loss:0.0702 marin_loss:0.0487 re_loss:0.0215 acc:0.9531
INFO:root:epoch[0/500] batch[38/469] loss:0.0579 marin_loss:0.0370 re_loss:0.0209 acc:0.9766
INFO:root:epoch[0/500] batch[39/469] loss:0.0617 marin_loss:0.0393 re_loss:0.0224 acc:0.9609
INFO:root:Test==> acc:0.9649 loss:0.0571 margin_loss:0.0207, reconstruct_loss:0.0363
INFO:root:epoch[0/500] batch[40/469] loss:0.0574 marin_loss:0.0368 re_loss:0.0206 acc:0.9688
INFO:root:epoch[0/500] batch[41/469] loss:0.0675 marin_loss:0.0464 re_loss:0.0210 acc:0.9453
INFO:root:epoch[0/500] batch[42/469] loss:0.0505 marin_loss:0.0300 re_loss:0.0205 acc:0.9688
INFO:root:epoch[0/500] batch[43/469] loss:0.0529 marin_loss:0.0318 re_loss:0.0211 acc:0.9688
INFO:root:epoch[0/500] batch[44/469] loss:0.0460 marin_loss:0.0257 re_loss:0.0203 acc:0.9766
INFO:root:epoch[0/500] batch[45/469] loss:0.0605 marin_loss:0.0398 re_loss:0.0207 acc:0.9766
INFO:root:epoch[0/500] batch[46/469] loss:0.0689 marin_loss:0.0480 re_loss:0.0209 acc:0.9453
INFO:root:epoch[0/500] batch[47/469] loss:0.0686 marin_loss:0.0471 re_loss:0.0216 acc:0.9375
INFO:root:epoch[0/500] batch[48/469] loss:0.0618 marin_loss:0.0415 re_loss:0.0204 acc:0.9453
INFO:root:epoch[0/500] batch[49/469] loss:0.0460 marin_loss:0.0249 re_loss:0.0211 acc:0.9766
INFO:root:epoch[0/500] batch[50/469] loss:0.0484 marin_loss:0.0269 re_loss:0.0214 acc:0.9844
INFO:root:epoch[0/500] batch[51/469] loss:0.0506 marin_loss:0.0301 re_loss:0.0205 acc:0.9688
INFO:root:epoch[0/500] batch[52/469] loss:0.0500 marin_loss:0.0309 re_loss:0.0191 acc:0.9766
INFO:root:epoch[0/500] batch[53/469] loss:0.0435 marin_loss:0.0224 re_loss:0.0211 acc:0.9766
INFO:root:epoch[0/500] batch[54/469] loss:0.0628 marin_loss:0.0426 re_loss:0.0202 acc:0.9375
INFO:root:epoch[0/500] batch[55/469] loss:0.0329 marin_loss:0.0137 re_loss:0.0191 acc:0.9922
INFO:root:epoch[0/500] batch[56/469] loss:0.0445 marin_loss:0.0245 re_loss:0.0201 acc:0.9766
INFO:root:epoch[0/500] batch[57/469] loss:0.0453 marin_loss:0.0257 re_loss:0.0196 acc:0.9844
INFO:root:epoch[0/500] batch[58/469] loss:0.0454 marin_loss:0.0252 re_loss:0.0202 acc:0.9688
INFO:root:epoch[0/500] batch[59/469] loss:0.0397 marin_loss:0.0203 re_loss:0.0194 acc:0.9766
INFO:root:Test==> acc:0.9721 loss:0.0477 margin_loss:0.0197, reconstruct_loss:0.0280
INFO:root:epoch[0/500] batch[60/469] loss:0.0403 marin_loss:0.0198 re_loss:0.0206 acc:0.9844
INFO:root:epoch[0/500] batch[61/469] loss:0.0523 marin_loss:0.0334 re_loss:0.0189 acc:0.9609
INFO:root:epoch[0/500] batch[62/469] loss:0.0523 marin_loss:0.0331 re_loss:0.0191 acc:0.9609
INFO:root:epoch[0/500] batch[63/469] loss:0.0328 marin_loss:0.0127 re_loss:0.0200 acc:0.9922
INFO:root:epoch[0/500] batch[64/469] loss:0.0599 marin_loss:0.0393 re_loss:0.0206 acc:0.9688
INFO:root:epoch[0/500] batch[65/469] loss:0.0636 marin_loss:0.0428 re_loss:0.0208 acc:0.9375
INFO:root:epoch[0/500] batch[66/469] loss:0.0433 marin_loss:0.0231 re_loss:0.0201 acc:0.9922
INFO:root:epoch[0/500] batch[67/469] loss:0.0398 marin_loss:0.0208 re_loss:0.0191 acc:0.9922
INFO:root:epoch[0/500] batch[68/469] loss:0.0491 marin_loss:0.0302 re_loss:0.0190 acc:0.9531
INFO:root:epoch[0/500] batch[69/469] loss:0.0454 marin_loss:0.0269 re_loss:0.0185 acc:0.9766
INFO:root:epoch[0/500] batch[70/469] loss:0.0450 marin_loss:0.0254 re_loss:0.0196 acc:0.9766
INFO:root:epoch[0/500] batch[71/469] loss:0.0649 marin_loss:0.0455 re_loss:0.0195 acc:0.9453
INFO:root:epoch[0/500] batch[72/469] loss:0.0632 marin_loss:0.0439 re_loss:0.0194 acc:0.9609
INFO:root:epoch[0/500] batch[73/469] loss:0.0333 marin_loss:0.0161 re_loss:0.0173 acc:1.0000
INFO:root:epoch[0/500] batch[74/469] loss:0.0570 marin_loss:0.0385 re_loss:0.0186 acc:0.9688
INFO:root:epoch[0/500] batch[75/469] loss:0.0338 marin_loss:0.0144 re_loss:0.0195 acc:0.9922
INFO:root:epoch[0/500] batch[76/469] loss:0.0495 marin_loss:0.0304 re_loss:0.0190 acc:0.9688
INFO:root:epoch[0/500] batch[77/469] loss:0.0545 marin_loss:0.0356 re_loss:0.0189 acc:0.9531
INFO:root:epoch[0/500] batch[78/469] loss:0.0476 marin_loss:0.0288 re_loss:0.0189 acc:0.9688
INFO:root:epoch[0/500] batch[79/469] loss:0.0338 marin_loss:0.0148 re_loss:0.0190 acc:0.9844
INFO:root:Test==> acc:0.9786 loss:0.0404 margin_loss:0.0189, reconstruct_loss:0.0215
INFO:root:epoch[0/500] batch[80/469] loss:0.0403 marin_loss:0.0208 re_loss:0.0195 acc:0.9766
INFO:root:epoch[0/500] batch[81/469] loss:0.0441 marin_loss:0.0260 re_loss:0.0181 acc:0.9688
INFO:root:epoch[0/500] batch[82/469] loss:0.0378 marin_loss:0.0191 re_loss:0.0186 acc:0.9844
INFO:root:epoch[0/500] batch[83/469] loss:0.0464 marin_loss:0.0269 re_loss:0.0194 acc:0.9766
INFO:root:epoch[0/500] batch[84/469] loss:0.0422 marin_loss:0.0227 re_loss:0.0195 acc:0.9766
INFO:root:epoch[0/500] batch[85/469] loss:0.0472 marin_loss:0.0278 re_loss:0.0194 acc:0.9688
INFO:root:epoch[0/500] batch[86/469] loss:0.0505 marin_loss:0.0316 re_loss:0.0190 acc:0.9531
INFO:root:epoch[0/500] batch[87/469] loss:0.0357 marin_loss:0.0169 re_loss:0.0188 acc:0.9766
INFO:root:epoch[0/500] batch[88/469] loss:0.0419 marin_loss:0.0237 re_loss:0.0182 acc:0.9688
INFO:root:epoch[0/500] batch[89/469] loss:0.0364 marin_loss:0.0184 re_loss:0.0179 acc:0.9766
INFO:root:epoch[0/500] batch[90/469] loss:0.0388 marin_loss:0.0204 re_loss:0.0184 acc:0.9766
INFO:root:epoch[0/500] batch[91/469] loss:0.0474 marin_loss:0.0295 re_loss:0.0179 acc:0.9609
INFO:root:epoch[0/500] batch[92/469] loss:0.0396 marin_loss:0.0202 re_loss:0.0194 acc:0.9844
INFO:root:epoch[0/500] batch[93/469] loss:0.0429 marin_loss:0.0242 re_loss:0.0187 acc:0.9609
INFO:root:epoch[0/500] batch[94/469] loss:0.0414 marin_loss:0.0236 re_loss:0.0178 acc:0.9766
INFO:root:epoch[0/500] batch[95/469] loss:0.0376 marin_loss:0.0187 re_loss:0.0189 acc:0.9844
INFO:root:epoch[0/500] batch[96/469] loss:0.0297 marin_loss:0.0114 re_loss:0.0182 acc:1.0000
INFO:root:epoch[0/500] batch[97/469] loss:0.0489 marin_loss:0.0304 re_loss:0.0186 acc:0.9531
INFO:root:epoch[0/500] batch[98/469] loss:0.0427 marin_loss:0.0248 re_loss:0.0178 acc:0.9766
INFO:root:epoch[0/500] batch[99/469] loss:0.0351 marin_loss:0.0166 re_loss:0.0186 acc:0.9922
INFO:root:Test==> acc:0.9754 loss:0.0418 margin_loss:0.0181, reconstruct_loss:0.0237
INFO:root:epoch[0/500] batch[100/469] loss:0.0415 marin_loss:0.0230 re_loss:0.0185 acc:0.9609
INFO:root:epoch[0/500] batch[101/469] loss:0.0342 marin_loss:0.0157 re_loss:0.0185 acc:0.9922
INFO:root:epoch[0/500] batch[102/469] loss:0.0466 marin_loss:0.0265 re_loss:0.0201 acc:0.9688
INFO:root:epoch[0/500] batch[103/469] loss:0.0348 marin_loss:0.0164 re_loss:0.0184 acc:0.9766
INFO:root:epoch[0/500] batch[104/469] loss:0.0487 marin_loss:0.0297 re_loss:0.0191 acc:0.9688
INFO:root:epoch[0/500] batch[105/469] loss:0.0532 marin_loss:0.0347 re_loss:0.0185 acc:0.9688
INFO:root:epoch[0/500] batch[106/469] loss:0.0360 marin_loss:0.0188 re_loss:0.0172 acc:0.9844
INFO:root:epoch[0/500] batch[107/469] loss:0.0368 marin_loss:0.0198 re_loss:0.0170 acc:0.9922
INFO:root:epoch[0/500] batch[108/469] loss:0.0437 marin_loss:0.0243 re_loss:0.0194 acc:0.9766
INFO:root:epoch[0/500] batch[109/469] loss:0.0269 marin_loss:0.0090 re_loss:0.0179 acc:1.0000
INFO:root:epoch[0/500] batch[110/469] loss:0.0385 marin_loss:0.0199 re_loss:0.0186 acc:0.9844
INFO:root:epoch[0/500] batch[111/469] loss:0.0428 marin_loss:0.0250 re_loss:0.0178 acc:0.9766
INFO:root:epoch[0/500] batch[112/469] loss:0.0249 marin_loss:0.0078 re_loss:0.0171 acc:0.9922
INFO:root:epoch[0/500] batch[113/469] loss:0.0402 marin_loss:0.0219 re_loss:0.0183 acc:0.9766
INFO:root:epoch[0/500] batch[114/469] loss:0.0382 marin_loss:0.0201 re_loss:0.0181 acc:0.9766
INFO:root:epoch[0/500] batch[115/469] loss:0.0431 marin_loss:0.0248 re_loss:0.0183 acc:0.9766
INFO:root:epoch[0/500] batch[116/469] loss:0.0361 marin_loss:0.0186 re_loss:0.0175 acc:0.9922
INFO:root:epoch[0/500] batch[117/469] loss:0.0401 marin_loss:0.0221 re_loss:0.0180 acc:0.9609
INFO:root:epoch[0/500] batch[118/469] loss:0.0427 marin_loss:0.0246 re_loss:0.0181 acc:0.9609
INFO:root:epoch[0/500] batch[119/469] loss:0.0476 marin_loss:0.0294 re_loss:0.0182 acc:0.9688
INFO:root:Test==> acc:0.9788 loss:0.0385 margin_loss:0.0176, reconstruct_loss:0.0210
INFO:root:epoch[0/500] batch[120/469] loss:0.0440 marin_loss:0.0262 re_loss:0.0178 acc:0.9766
INFO:root:epoch[0/500] batch[121/469] loss:0.0329 marin_loss:0.0152 re_loss:0.0177 acc:0.9844
INFO:root:epoch[0/500] batch[122/469] loss:0.0375 marin_loss:0.0192 re_loss:0.0184 acc:0.9844
INFO:root:epoch[0/500] batch[123/469] loss:0.0328 marin_loss:0.0147 re_loss:0.0181 acc:1.0000
INFO:root:epoch[0/500] batch[124/469] loss:0.0214 marin_loss:0.0047 re_loss:0.0167 acc:1.0000
INFO:root:epoch[0/500] batch[125/469] loss:0.0581 marin_loss:0.0398 re_loss:0.0184 acc:0.9297
INFO:root:epoch[0/500] batch[126/469] loss:0.0496 marin_loss:0.0311 re_loss:0.0184 acc:0.9609
INFO:root:epoch[0/500] batch[127/469] loss:0.0432 marin_loss:0.0262 re_loss:0.0170 acc:0.9844
INFO:root:epoch[0/500] batch[128/469] loss:0.0400 marin_loss:0.0223 re_loss:0.0178 acc:0.9766
INFO:root:epoch[0/500] batch[129/469] loss:0.0391 marin_loss:0.0219 re_loss:0.0172 acc:0.9688
INFO:root:epoch[0/500] batch[130/469] loss:0.0396 marin_loss:0.0218 re_loss:0.0178 acc:0.9844
INFO:root:epoch[0/500] batch[131/469] loss:0.0445 marin_loss:0.0263 re_loss:0.0181 acc:0.9766
INFO:root:epoch[0/500] batch[132/469] loss:0.0340 marin_loss:0.0160 re_loss:0.0179 acc:0.9688
INFO:root:epoch[0/500] batch[133/469] loss:0.0282 marin_loss:0.0116 re_loss:0.0166 acc:1.0000
INFO:root:epoch[0/500] batch[134/469] loss:0.0447 marin_loss:0.0285 re_loss:0.0163 acc:0.9766
INFO:root:epoch[0/500] batch[135/469] loss:0.0376 marin_loss:0.0216 re_loss:0.0160 acc:0.9844
INFO:root:epoch[0/500] batch[136/469] loss:0.0323 marin_loss:0.0147 re_loss:0.0176 acc:0.9922
INFO:root:epoch[0/500] batch[137/469] loss:0.0323 marin_loss:0.0146 re_loss:0.0177 acc:0.9844
INFO:root:epoch[0/500] batch[138/469] loss:0.0448 marin_loss:0.0266 re_loss:0.0182 acc:0.9609
INFO:root:epoch[0/500] batch[139/469] loss:0.0513 marin_loss:0.0340 re_loss:0.0173 acc:0.9688
INFO:root:Test==> acc:0.9830 loss:0.0340 margin_loss:0.0168, reconstruct_loss:0.0172
INFO:root:epoch[0/500] batch[140/469] loss:0.0242 marin_loss:0.0078 re_loss:0.0164 acc:0.9922
INFO:root:epoch[0/500] batch[141/469] loss:0.0261 marin_loss:0.0104 re_loss:0.0157 acc:0.9922
INFO:root:epoch[0/500] batch[142/469] loss:0.0491 marin_loss:0.0320 re_loss:0.0171 acc:0.9531
INFO:root:epoch[0/500] batch[143/469] loss:0.0270 marin_loss:0.0108 re_loss:0.0162 acc:0.9922
INFO:root:epoch[0/500] batch[144/469] loss:0.0302 marin_loss:0.0131 re_loss:0.0171 acc:0.9922
INFO:root:epoch[0/500] batch[145/469] loss:0.0329 marin_loss:0.0163 re_loss:0.0165 acc:0.9844
INFO:root:epoch[0/500] batch[146/469] loss:0.0332 marin_loss:0.0157 re_loss:0.0175 acc:0.9922
INFO:root:epoch[0/500] batch[147/469] loss:0.0412 marin_loss:0.0237 re_loss:0.0175 acc:0.9844
INFO:root:epoch[0/500] batch[148/469] loss:0.0433 marin_loss:0.0256 re_loss:0.0176 acc:0.9609
INFO:root:epoch[0/500] batch[149/469] loss:0.0314 marin_loss:0.0151 re_loss:0.0163 acc:0.9922
INFO:root:epoch[0/500] batch[150/469] loss:0.0348 marin_loss:0.0178 re_loss:0.0170 acc:0.9922
INFO:root:epoch[0/500] batch[151/469] loss:0.0406 marin_loss:0.0235 re_loss:0.0171 acc:0.9766
INFO:root:epoch[0/500] batch[152/469] loss:0.0384 marin_loss:0.0224 re_loss:0.0160 acc:0.9766
INFO:root:epoch[0/500] batch[153/469] loss:0.0287 marin_loss:0.0125 re_loss:0.0162 acc:0.9844
INFO:root:epoch[0/500] batch[154/469] loss:0.0334 marin_loss:0.0178 re_loss:0.0157 acc:0.9844
INFO:root:epoch[0/500] batch[155/469] loss:0.0399 marin_loss:0.0228 re_loss:0.0171 acc:0.9844
INFO:root:epoch[0/500] batch[156/469] loss:0.0407 marin_loss:0.0241 re_loss:0.0166 acc:0.9766
INFO:root:epoch[0/500] batch[157/469] loss:0.0425 marin_loss:0.0252 re_loss:0.0173 acc:0.9844
INFO:root:epoch[0/500] batch[158/469] loss:0.0497 marin_loss:0.0331 re_loss:0.0166 acc:0.9609
INFO:root:epoch[0/500] batch[159/469] loss:0.0271 marin_loss:0.0107 re_loss:0.0164 acc:0.9844
INFO:root:Test==> acc:0.9832 loss:0.0342 margin_loss:0.0163, reconstruct_loss:0.0179
INFO:root:epoch[0/500] batch[160/469] loss:0.0308 marin_loss:0.0136 re_loss:0.0171 acc:0.9844
INFO:root:epoch[0/500] batch[161/469] loss:0.0362 marin_loss:0.0204 re_loss:0.0158 acc:0.9766
INFO:root:epoch[0/500] batch[162/469] loss:0.0352 marin_loss:0.0182 re_loss:0.0169 acc:0.9844
INFO:root:epoch[0/500] batch[163/469] loss:0.0464 marin_loss:0.0299 re_loss:0.0164 acc:0.9766
INFO:root:epoch[0/500] batch[164/469] loss:0.0290 marin_loss:0.0127 re_loss:0.0163 acc:0.9922
INFO:root:epoch[0/500] batch[165/469] loss:0.0498 marin_loss:0.0329 re_loss:0.0168 acc:0.9609
INFO:root:epoch[0/500] batch[166/469] loss:0.0602 marin_loss:0.0438 re_loss:0.0165 acc:0.9531
INFO:root:epoch[0/500] batch[167/469] loss:0.0294 marin_loss:0.0134 re_loss:0.0160 acc:0.9844
INFO:root:epoch[0/500] batch[168/469] loss:0.0421 marin_loss:0.0264 re_loss:0.0156 acc:0.9844
INFO:root:epoch[0/500] batch[169/469] loss:0.0407 marin_loss:0.0229 re_loss:0.0177 acc:0.9844
INFO:root:epoch[0/500] batch[170/469] loss:0.0314 marin_loss:0.0151 re_loss:0.0164 acc:0.9766
INFO:root:epoch[0/500] batch[171/469] loss:0.0309 marin_loss:0.0154 re_loss:0.0155 acc:0.9844
INFO:root:epoch[0/500] batch[172/469] loss:0.0378 marin_loss:0.0217 re_loss:0.0161 acc:0.9844
INFO:root:epoch[0/500] batch[173/469] loss:0.0327 marin_loss:0.0166 re_loss:0.0161 acc:0.9844
INFO:root:epoch[0/500] batch[174/469] loss:0.0397 marin_loss:0.0242 re_loss:0.0155 acc:0.9609
INFO:root:epoch[0/500] batch[175/469] loss:0.0371 marin_loss:0.0203 re_loss:0.0169 acc:0.9844
INFO:root:epoch[0/500] batch[176/469] loss:0.0440 marin_loss:0.0269 re_loss:0.0172 acc:0.9688
INFO:root:epoch[0/500] batch[177/469] loss:0.0347 marin_loss:0.0186 re_loss:0.0161 acc:0.9688
INFO:root:epoch[0/500] batch[178/469] loss:0.0342 marin_loss:0.0186 re_loss:0.0156 acc:0.9844
INFO:root:epoch[0/500] batch[179/469] loss:0.0341 marin_loss:0.0176 re_loss:0.0165 acc:0.9922
INFO:root:Test==> acc:0.9830 loss:0.0335 margin_loss:0.0160, reconstruct_loss:0.0175
INFO:root:epoch[0/500] batch[180/469] loss:0.0305 marin_loss:0.0148 re_loss:0.0157 acc:0.9844
INFO:root:epoch[0/500] batch[181/469] loss:0.0246 marin_loss:0.0090 re_loss:0.0156 acc:0.9922
INFO:root:epoch[0/500] batch[182/469] loss:0.0278 marin_loss:0.0111 re_loss:0.0167 acc:0.9922
INFO:root:epoch[0/500] batch[183/469] loss:0.0284 marin_loss:0.0129 re_loss:0.0155 acc:0.9766
INFO:root:epoch[0/500] batch[184/469] loss:0.0406 marin_loss:0.0245 re_loss:0.0160 acc:0.9766
INFO:root:epoch[0/500] batch[185/469] loss:0.0364 marin_loss:0.0201 re_loss:0.0163 acc:0.9766
INFO:root:epoch[0/500] batch[186/469] loss:0.0387 marin_loss:0.0222 re_loss:0.0165 acc:0.9688
INFO:root:epoch[0/500] batch[187/469] loss:0.0450 marin_loss:0.0278 re_loss:0.0172 acc:0.9609
INFO:root:epoch[0/500] batch[188/469] loss:0.0266 marin_loss:0.0122 re_loss:0.0144 acc:0.9844
INFO:root:epoch[0/500] batch[189/469] loss:0.0343 marin_loss:0.0183 re_loss:0.0160 acc:0.9922
INFO:root:epoch[0/500] batch[190/469] loss:0.0377 marin_loss:0.0217 re_loss:0.0160 acc:0.9766
INFO:root:epoch[0/500] batch[191/469] loss:0.0345 marin_loss:0.0187 re_loss:0.0158 acc:0.9688
INFO:root:epoch[0/500] batch[192/469] loss:0.0316 marin_loss:0.0161 re_loss:0.0155 acc:0.9766
INFO:root:epoch[0/500] batch[193/469] loss:0.0404 marin_loss:0.0239 re_loss:0.0165 acc:0.9688
INFO:root:epoch[0/500] batch[194/469] loss:0.0416 marin_loss:0.0251 re_loss:0.0165 acc:0.9766
INFO:root:epoch[0/500] batch[195/469] loss:0.0317 marin_loss:0.0169 re_loss:0.0147 acc:0.9766
INFO:root:epoch[0/500] batch[196/469] loss:0.0361 marin_loss:0.0207 re_loss:0.0154 acc:0.9844
INFO:root:epoch[0/500] batch[197/469] loss:0.0413 marin_loss:0.0261 re_loss:0.0153 acc:0.9609
INFO:root:epoch[0/500] batch[198/469] loss:0.0331 marin_loss:0.0178 re_loss:0.0153 acc:0.9844
INFO:root:epoch[0/500] batch[199/469] loss:0.0277 marin_loss:0.0115 re_loss:0.0161 acc:0.9922
INFO:root:Test==> acc:0.9856 loss:0.0309 margin_loss:0.0156, reconstruct_loss:0.0153
INFO:root:epoch[0/500] batch[200/469] loss:0.0272 marin_loss:0.0116 re_loss:0.0156 acc:1.0000
INFO:root:epoch[0/500] batch[201/469] loss:0.0366 marin_loss:0.0207 re_loss:0.0158 acc:0.9766
INFO:root:epoch[0/500] batch[202/469] loss:0.0344 marin_loss:0.0182 re_loss:0.0162 acc:0.9922
INFO:root:epoch[0/500] batch[203/469] loss:0.0349 marin_loss:0.0194 re_loss:0.0155 acc:0.9766
INFO:root:epoch[0/500] batch[204/469] loss:0.0380 marin_loss:0.0220 re_loss:0.0159 acc:0.9766
INFO:root:epoch[0/500] batch[205/469] loss:0.0402 marin_loss:0.0247 re_loss:0.0155 acc:0.9688
INFO:root:epoch[0/500] batch[206/469] loss:0.0444 marin_loss:0.0282 re_loss:0.0162 acc:0.9609
INFO:root:epoch[0/500] batch[207/469] loss:0.0327 marin_loss:0.0173 re_loss:0.0154 acc:0.9844
INFO:root:epoch[0/500] batch[208/469] loss:0.0369 marin_loss:0.0209 re_loss:0.0160 acc:0.9844
INFO:root:epoch[0/500] batch[209/469] loss:0.0384 marin_loss:0.0228 re_loss:0.0156 acc:0.9844
INFO:root:epoch[0/500] batch[210/469] loss:0.0387 marin_loss:0.0234 re_loss:0.0154 acc:0.9688
INFO:root:epoch[0/500] batch[211/469] loss:0.0310 marin_loss:0.0149 re_loss:0.0161 acc:0.9844
INFO:root:epoch[0/500] batch[212/469] loss:0.0357 marin_loss:0.0202 re_loss:0.0155 acc:0.9688
INFO:root:epoch[0/500] batch[213/469] loss:0.0334 marin_loss:0.0169 re_loss:0.0165 acc:0.9844
INFO:root:epoch[0/500] batch[214/469] loss:0.0347 marin_loss:0.0197 re_loss:0.0149 acc:0.9766
INFO:root:epoch[0/500] batch[215/469] loss:0.0303 marin_loss:0.0151 re_loss:0.0153 acc:0.9766
INFO:root:epoch[0/500] batch[216/469] loss:0.0376 marin_loss:0.0226 re_loss:0.0150 acc:0.9688
INFO:root:epoch[0/500] batch[217/469] loss:0.0226 marin_loss:0.0075 re_loss:0.0151 acc:1.0000
INFO:root:epoch[0/500] batch[218/469] loss:0.0289 marin_loss:0.0135 re_loss:0.0154 acc:0.9922
INFO:root:epoch[0/500] batch[219/469] loss:0.0426 marin_loss:0.0263 re_loss:0.0163 acc:0.9766
INFO:root:Test==> acc:0.9846 loss:0.0309 margin_loss:0.0152, reconstruct_loss:0.0158
INFO:root:epoch[0/500] batch[220/469] loss:0.0373 marin_loss:0.0235 re_loss:0.0139 acc:0.9688
INFO:root:epoch[0/500] batch[221/469] loss:0.0334 marin_loss:0.0178 re_loss:0.0156 acc:0.9844
INFO:root:epoch[0/500] batch[222/469] loss:0.0196 marin_loss:0.0046 re_loss:0.0150 acc:1.0000
INFO:root:epoch[0/500] batch[223/469] loss:0.0302 marin_loss:0.0145 re_loss:0.0157 acc:0.9844
INFO:root:epoch[0/500] batch[224/469] loss:0.0336 marin_loss:0.0179 re_loss:0.0157 acc:0.9766
INFO:root:epoch[0/500] batch[225/469] loss:0.0341 marin_loss:0.0184 re_loss:0.0157 acc:0.9844
INFO:root:epoch[0/500] batch[226/469] loss:0.0361 marin_loss:0.0194 re_loss:0.0167 acc:0.9844
INFO:root:epoch[0/500] batch[227/469] loss:0.0272 marin_loss:0.0129 re_loss:0.0143 acc:0.9844
INFO:root:epoch[0/500] batch[228/469] loss:0.0329 marin_loss:0.0172 re_loss:0.0157 acc:0.9922
INFO:root:epoch[0/500] batch[229/469] loss:0.0396 marin_loss:0.0225 re_loss:0.0171 acc:0.9688
INFO:root:epoch[0/500] batch[230/469] loss:0.0441 marin_loss:0.0285 re_loss:0.0156 acc:0.9766
INFO:root:epoch[0/500] batch[231/469] loss:0.0242 marin_loss:0.0092 re_loss:0.0150 acc:0.9922
INFO:root:epoch[0/500] batch[232/469] loss:0.0445 marin_loss:0.0288 re_loss:0.0157 acc:0.9688
INFO:root:epoch[0/500] batch[233/469] loss:0.0384 marin_loss:0.0236 re_loss:0.0148 acc:0.9844
INFO:root:epoch[0/500] batch[234/469] loss:0.0322 marin_loss:0.0161 re_loss:0.0161 acc:0.9766
INFO:root:epoch[0/500] batch[235/469] loss:0.0384 marin_loss:0.0226 re_loss:0.0158 acc:0.9766
INFO:root:epoch[0/500] batch[236/469] loss:0.0276 marin_loss:0.0123 re_loss:0.0153 acc:0.9844
INFO:root:epoch[0/500] batch[237/469] loss:0.0365 marin_loss:0.0201 re_loss:0.0164 acc:0.9766
INFO:root:epoch[0/500] batch[238/469] loss:0.0297 marin_loss:0.0145 re_loss:0.0152 acc:0.9922
INFO:root:epoch[0/500] batch[239/469] loss:0.0267 marin_loss:0.0116 re_loss:0.0151 acc:1.0000
INFO:root:Test==> acc:0.9866 loss:0.0282 margin_loss:0.0149, reconstruct_loss:0.0133
INFO:root:epoch[0/500] batch[240/469] loss:0.0322 marin_loss:0.0175 re_loss:0.0147 acc:0.9688
INFO:root:epoch[0/500] batch[241/469] loss:0.0320 marin_loss:0.0169 re_loss:0.0150 acc:0.9844
INFO:root:epoch[0/500] batch[242/469] loss:0.0195 marin_loss:0.0044 re_loss:0.0150 acc:1.0000
INFO:root:epoch[0/500] batch[243/469] loss:0.0494 marin_loss:0.0341 re_loss:0.0153 acc:0.9531
INFO:root:epoch[0/500] batch[244/469] loss:0.0234 marin_loss:0.0085 re_loss:0.0149 acc:0.9922
INFO:root:epoch[0/500] batch[245/469] loss:0.0376 marin_loss:0.0223 re_loss:0.0153 acc:0.9844
INFO:root:epoch[0/500] batch[246/469] loss:0.0280 marin_loss:0.0133 re_loss:0.0147 acc:0.9766
INFO:root:epoch[0/500] batch[247/469] loss:0.0245 marin_loss:0.0102 re_loss:0.0143 acc:0.9922
INFO:root:epoch[0/500] batch[248/469] loss:0.0328 marin_loss:0.0177 re_loss:0.0151 acc:0.9844
INFO:root:epoch[0/500] batch[249/469] loss:0.0299 marin_loss:0.0150 re_loss:0.0150 acc:0.9922
INFO:root:epoch[0/500] batch[250/469] loss:0.0350 marin_loss:0.0201 re_loss:0.0149 acc:0.9844
INFO:root:epoch[0/500] batch[251/469] loss:0.0437 marin_loss:0.0284 re_loss:0.0152 acc:0.9609
INFO:root:epoch[0/500] batch[252/469] loss:0.0308 marin_loss:0.0161 re_loss:0.0148 acc:0.9844
INFO:root:epoch[0/500] batch[253/469] loss:0.0264 marin_loss:0.0116 re_loss:0.0147 acc:0.9922
INFO:root:epoch[0/500] batch[254/469] loss:0.0243 marin_loss:0.0091 re_loss:0.0152 acc:0.9922
INFO:root:epoch[0/500] batch[255/469] loss:0.0355 marin_loss:0.0214 re_loss:0.0141 acc:0.9766
INFO:root:epoch[0/500] batch[256/469] loss:0.0268 marin_loss:0.0116 re_loss:0.0153 acc:0.9766
INFO:root:epoch[0/500] batch[257/469] loss:0.0269 marin_loss:0.0112 re_loss:0.0157 acc:0.9922
INFO:root:epoch[0/500] batch[258/469] loss:0.0195 marin_loss:0.0052 re_loss:0.0143 acc:0.9922
INFO:root:epoch[0/500] batch[259/469] loss:0.0201 marin_loss:0.0059 re_loss:0.0141 acc:1.0000
Traceback (most recent call last):
File "main.py", line 60, in <module>
for test_batch_index, (img_batch, label_batch) in enumerate(test_loader):
File "/usr/local/lib/python3.5/dist-packages/torch/utils/data/dataloader.py", line 179, in __next__
batch = self.collate_fn([self.dataset[i] for i in indices])
File "/usr/local/lib/python3.5/dist-packages/torch/utils/data/dataloader.py", line 179, in <listcomp>
batch = self.collate_fn([self.dataset[i] for i in indices])
File "/usr/local/lib/python3.5/dist-packages/torchvision/datasets/mnist.py", line 77, in __getitem__
if self.target_transform is not None:
KeyboardInterrupt