Modelpublic
flair/ner-multi

sourceHugging Faceupdated 2y agoView on Hugging Face
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12018-12-15 13:15:10,666 ----------------------------------------------------------------------------------------------------22018-12-15 13:15:10,667 Evaluation method: MICRO_F1_SCORE32018-12-15 13:15:10,670 ----------------------------------------------------------------------------------------------------42018-12-15 13:15:11,054 epoch 1 - iter 0/1974 - loss 59.4211959852018-12-15 13:16:17,940 epoch 1 - iter 197/1974 - loss 8.3214854462018-12-15 13:17:26,758 epoch 1 - iter 394/1974 - loss 5.9990480872018-12-15 13:18:36,337 epoch 1 - iter 591/1974 - loss 4.8880465182018-12-15 13:19:42,234 epoch 1 - iter 788/1974 - loss 4.2571145392018-12-15 13:20:50,075 epoch 1 - iter 985/1974 - loss 3.83771730102018-12-15 13:21:57,403 epoch 1 - iter 1182/1974 - loss 3.50936080112018-12-15 13:23:06,558 epoch 1 - iter 1379/1974 - loss 3.27307995122018-12-15 13:24:11,344 epoch 1 - iter 1576/1974 - loss 3.07583785132018-12-15 13:25:19,108 epoch 1 - iter 1773/1974 - loss 2.92076106142018-12-15 13:26:22,595 epoch 1 - iter 1970/1974 - loss 2.78372531152018-12-15 13:26:23,496 ----------------------------------------------------------------------------------------------------162018-12-15 13:26:23,496 EPOCH 1 done: loss 2.7819 - lr 0.1000 - bad epochs 0172018-12-15 13:28:54,669 TEST : loss 1.03322518 - f-score 0.8126 - acc 0.8126182018-12-15 13:28:54,670 ----------------------------------------------------------------------------------------------------192018-12-15 13:28:54,895 epoch 2 - iter 0/1974 - loss 2.50576425202018-12-15 13:29:33,660 epoch 2 - iter 197/1974 - loss 1.57214679212018-12-15 13:30:08,071 epoch 2 - iter 394/1974 - loss 1.50481480222018-12-15 13:30:42,216 epoch 2 - iter 591/1974 - loss 1.46699577232018-12-15 13:31:16,933 epoch 2 - iter 788/1974 - loss 1.43175616242018-12-15 13:31:51,217 epoch 2 - iter 985/1974 - loss 1.40348508252018-12-15 13:32:26,210 epoch 2 - iter 1182/1974 - loss 1.38259226262018-12-15 13:33:02,072 epoch 2 - iter 1379/1974 - loss 1.36791410272018-12-15 13:33:37,532 epoch 2 - iter 1576/1974 - loss 1.35297801282018-12-15 13:34:12,356 epoch 2 - iter 1773/1974 - loss 1.34958959292018-12-15 13:34:49,275 epoch 2 - iter 1970/1974 - loss 1.33606683302018-12-15 13:34:49,784 ----------------------------------------------------------------------------------------------------312018-12-15 13:34:49,784 EPOCH 2 done: loss 1.3363 - lr 0.1000 - bad epochs 0322018-12-15 13:36:23,252 TEST : loss 0.85912591 - f-score 0.8329 - acc 0.8329332018-12-15 13:36:23,253 ----------------------------------------------------------------------------------------------------342018-12-15 13:36:23,687 epoch 3 - iter 0/1974 - loss 1.25574529352018-12-15 13:36:58,572 epoch 3 - iter 197/1974 - loss 1.19729000362018-12-15 13:37:38,628 epoch 3 - iter 394/1974 - loss 1.20751097372018-12-15 13:38:14,895 epoch 3 - iter 591/1974 - loss 1.19920408382018-12-15 13:38:50,759 epoch 3 - iter 788/1974 - loss 1.17253285392018-12-15 13:39:25,655 epoch 3 - iter 985/1974 - loss 1.15287647402018-12-15 13:40:02,294 epoch 3 - iter 1182/1974 - loss 1.14599060412018-12-15 13:40:38,741 epoch 3 - iter 1379/1974 - loss 1.13564993422018-12-15 13:41:15,031 epoch 3 - iter 1576/1974 - loss 1.13082196432018-12-15 13:41:50,404 epoch 3 - iter 1773/1974 - loss 1.12513304442018-12-15 13:42:27,237 epoch 3 - iter 1970/1974 - loss 1.12739961452018-12-15 13:42:27,840 ----------------------------------------------------------------------------------------------------462018-12-15 13:42:27,840 EPOCH 3 done: loss 1.1269 - lr 0.1000 - bad epochs 0472018-12-15 13:44:03,925 TEST : loss 0.77055490 - f-score 0.8503 - acc 0.8503482018-12-15 13:44:03,926 ----------------------------------------------------------------------------------------------------492018-12-15 13:44:04,177 epoch 4 - iter 0/1974 - loss 0.70498228502018-12-15 13:44:38,875 epoch 4 - iter 197/1974 - loss 0.98040208512018-12-15 13:45:14,645 epoch 4 - iter 394/1974 - loss 1.01734391522018-12-15 13:45:52,265 epoch 4 - iter 591/1974 - loss 1.03815348532018-12-15 13:46:29,640 epoch 4 - iter 788/1974 - loss 1.03850139542018-12-15 13:47:04,252 epoch 4 - iter 985/1974 - loss 1.03515682552018-12-15 13:47:40,664 epoch 4 - iter 1182/1974 - loss 1.02629916562018-12-15 13:48:15,994 epoch 4 - iter 1379/1974 - loss 1.01377512572018-12-15 13:48:52,647 epoch 4 - iter 1576/1974 - loss 1.00608007582018-12-15 13:49:28,097 epoch 4 - iter 1773/1974 - loss 1.00552671592018-12-15 13:50:02,893 epoch 4 - iter 1970/1974 - loss 0.99712703602018-12-15 13:50:03,390 ----------------------------------------------------------------------------------------------------612018-12-15 13:50:03,390 EPOCH 4 done: loss 0.9971 - lr 0.1000 - bad epochs 0622018-12-15 13:51:37,446 TEST : loss 0.70392263 - f-score 0.8616 - acc 0.8616632018-12-15 13:51:37,447 ----------------------------------------------------------------------------------------------------642018-12-15 13:51:37,699 epoch 5 - iter 0/1974 - loss 1.36095262652018-12-15 13:52:12,968 epoch 5 - iter 197/1974 - loss 0.94161402662018-12-15 13:52:47,383 epoch 5 - iter 394/1974 - loss 0.93640086672018-12-15 13:53:23,780 epoch 5 - iter 591/1974 - loss 0.93235134682018-12-15 13:54:03,166 epoch 5 - iter 788/1974 - loss 0.92390856692018-12-15 13:54:37,912 epoch 5 - iter 985/1974 - loss 0.91908386702018-12-15 13:55:12,768 epoch 5 - iter 1182/1974 - loss 0.91580623712018-12-15 13:55:47,637 epoch 5 - iter 1379/1974 - loss 0.91477020722018-12-15 13:56:22,658 epoch 5 - iter 1576/1974 - loss 0.91188386732018-12-15 13:57:00,256 epoch 5 - iter 1773/1974 - loss 0.90949034742018-12-15 13:57:35,296 epoch 5 - iter 1970/1974 - loss 0.90740354752018-12-15 13:57:35,835 ----------------------------------------------------------------------------------------------------762018-12-15 13:57:35,835 EPOCH 5 done: loss 0.9070 - lr 0.1000 - bad epochs 0772018-12-15 13:59:12,241 TEST : loss 0.69387752 - f-score 0.8609 - acc 0.8609782018-12-15 13:59:12,242 ----------------------------------------------------------------------------------------------------792018-12-15 13:59:12,493 epoch 6 - iter 0/1974 - loss 0.46157119802018-12-15 13:59:49,067 epoch 6 - iter 197/1974 - loss 0.88197887812018-12-15 14:00:26,656 epoch 6 - iter 394/1974 - loss 0.88601451822018-12-15 14:01:02,018 epoch 6 - iter 591/1974 - loss 0.85801648832018-12-15 14:01:40,908 epoch 6 - iter 788/1974 - loss 0.86623778842018-12-15 14:02:16,895 epoch 6 - iter 985/1974 - loss 0.87054027852018-12-15 14:02:52,641 epoch 6 - iter 1182/1974 - loss 0.86446171862018-12-15 14:03:27,600 epoch 6 - iter 1379/1974 - loss 0.86591824872018-12-15 14:04:01,285 epoch 6 - iter 1576/1974 - loss 0.85882981882018-12-15 14:04:37,266 epoch 6 - iter 1773/1974 - loss 0.85349703892018-12-15 14:05:11,838 epoch 6 - iter 1970/1974 - loss 0.85004864902018-12-15 14:05:12,475 ----------------------------------------------------------------------------------------------------912018-12-15 14:05:12,475 EPOCH 6 done: loss 0.8503 - lr 0.1000 - bad epochs 0922018-12-15 14:06:46,270 TEST : loss 0.69202209 - f-score 0.8661 - acc 0.8661932018-12-15 14:06:46,271 ----------------------------------------------------------------------------------------------------942018-12-15 14:06:46,513 epoch 7 - iter 0/1974 - loss 0.67269605952018-12-15 14:07:21,900 epoch 7 - iter 197/1974 - loss 0.76049995962018-12-15 14:07:56,491 epoch 7 - iter 394/1974 - loss 0.79072825972018-12-15 14:08:34,032 epoch 7 - iter 591/1974 - loss 0.78584318982018-12-15 14:09:12,048 epoch 7 - iter 788/1974 - loss 0.80246456992018-12-15 14:09:47,364 epoch 7 - iter 985/1974 - loss 0.803560681002018-12-15 14:10:22,404 epoch 7 - iter 1182/1974 - loss 0.805954731012018-12-15 14:10:58,650 epoch 7 - iter 1379/1974 - loss 0.803230081022018-12-15 14:11:33,842 epoch 7 - iter 1576/1974 - loss 0.808673551032018-12-15 14:12:11,089 epoch 7 - iter 1773/1974 - loss 0.808034151042018-12-15 14:12:45,296 epoch 7 - iter 1970/1974 - loss 0.803811021052018-12-15 14:12:45,813 ----------------------------------------------------------------------------------------------------1062018-12-15 14:12:45,813 EPOCH 7 done: loss 0.8035 - lr 0.1000 - bad epochs 01072018-12-15 14:14:19,507 TEST : loss 0.65727335 - f-score 0.8757 - acc 0.87571082018-12-15 14:14:19,508 ----------------------------------------------------------------------------------------------------1092018-12-15 14:14:19,743 epoch 8 - iter 0/1974 - loss 1.127865081102018-12-15 14:14:54,860 epoch 8 - iter 197/1974 - loss 0.808414711112018-12-15 14:15:31,050 epoch 8 - iter 394/1974 - loss 0.777900961122018-12-15 14:16:06,769 epoch 8 - iter 591/1974 - loss 0.758739231132018-12-15 14:16:41,998 epoch 8 - iter 788/1974 - loss 0.754578591142018-12-15 14:17:17,883 epoch 8 - iter 985/1974 - loss 0.751437561152018-12-15 14:17:55,162 epoch 8 - iter 1182/1974 - loss 0.747703591162018-12-15 14:18:33,466 epoch 8 - iter 1379/1974 - loss 0.751462051172018-12-15 14:19:08,900 epoch 8 - iter 1576/1974 - loss 0.752503581182018-12-15 14:19:44,035 epoch 8 - iter 1773/1974 - loss 0.757382851192018-12-15 14:20:19,345 epoch 8 - iter 1970/1974 - loss 0.757080551202018-12-15 14:20:19,859 ----------------------------------------------------------------------------------------------------1212018-12-15 14:20:19,859 EPOCH 8 done: loss 0.7570 - lr 0.1000 - bad epochs 01222018-12-15 14:21:54,153 TEST : loss 0.64024782 - f-score 0.8752 - acc 0.87521232018-12-15 14:21:54,154 ----------------------------------------------------------------------------------------------------1242018-12-15 14:21:54,352 epoch 9 - iter 0/1974 - loss 0.420671851252018-12-15 14:22:30,363 epoch 9 - iter 197/1974 - loss 0.765944861262018-12-15 14:23:07,556 epoch 9 - iter 394/1974 - loss 0.749380941272018-12-15 14:23:43,434 epoch 9 - iter 591/1974 - loss 0.728257101282018-12-15 14:24:19,350 epoch 9 - iter 788/1974 - loss 0.721627371292018-12-15 14:24:55,873 epoch 9 - iter 985/1974 - loss 0.728390591302018-12-15 14:25:31,571 epoch 9 - iter 1182/1974 - loss 0.727086571312018-12-15 14:26:08,313 epoch 9 - iter 1379/1974 - loss 0.728113511322018-12-15 14:26:42,797 epoch 9 - iter 1576/1974 - loss 0.727766541332018-12-15 14:27:21,574 epoch 9 - iter 1773/1974 - loss 0.729305491342018-12-15 14:27:57,441 epoch 9 - iter 1970/1974 - loss 0.727621831352018-12-15 14:27:57,998 ----------------------------------------------------------------------------------------------------1362018-12-15 14:27:57,998 EPOCH 9 done: loss 0.7275 - lr 0.1000 - bad epochs 01372018-12-15 14:29:34,174 TEST : loss 0.66940421 - f-score 0.8737 - acc 0.87371382018-12-15 14:29:34,175 ----------------------------------------------------------------------------------------------------1392018-12-15 14:29:34,426 epoch 10 - iter 0/1974 - loss 0.559954231402018-12-15 14:30:09,360 epoch 10 - iter 197/1974 - loss 0.690532611412018-12-15 14:30:45,497 epoch 10 - iter 394/1974 - loss 0.703866981422018-12-15 14:31:24,771 epoch 10 - iter 591/1974 - loss 0.698280091432018-12-15 14:32:02,072 epoch 10 - iter 788/1974 - loss 0.703299521442018-12-15 14:32:38,091 epoch 10 - iter 985/1974 - loss 0.705413101452018-12-15 14:33:13,084 epoch 10 - iter 1182/1974 - loss 0.704110331462018-12-15 14:33:49,381 epoch 10 - iter 1379/1974 - loss 0.703474781472018-12-15 14:34:24,461 epoch 10 - iter 1576/1974 - loss 0.701199431482018-12-15 14:34:59,375 epoch 10 - iter 1773/1974 - loss 0.702057111492018-12-15 14:35:34,018 epoch 10 - iter 1970/1974 - loss 0.704489191502018-12-15 14:35:34,551 ----------------------------------------------------------------------------------------------------1512018-12-15 14:35:34,551 EPOCH 10 done: loss 0.7045 - lr 0.1000 - bad epochs 01522018-12-15 14:37:07,779 TEST : loss 0.63283753 - f-score 0.8781 - acc 0.87821532018-12-15 14:37:07,780 ----------------------------------------------------------------------------------------------------1542018-12-15 14:37:08,008 epoch 11 - iter 0/1974 - loss 0.460922331552018-12-15 14:37:45,461 epoch 11 - iter 197/1974 - loss 0.672475061562018-12-15 14:38:20,169 epoch 11 - iter 394/1974 - loss 0.663869311572018-12-15 14:38:54,963 epoch 11 - iter 591/1974 - loss 0.662002381582018-12-15 14:39:32,169 epoch 11 - iter 788/1974 - loss 0.659379841592018-12-15 14:40:07,334 epoch 11 - iter 985/1974 - loss 0.667150321602018-12-15 14:40:42,392 epoch 11 - iter 1182/1974 - loss 0.668486901612018-12-15 14:41:19,221 epoch 11 - iter 1379/1974 - loss 0.665796981622018-12-15 14:41:53,867 epoch 11 - iter 1576/1974 - loss 0.667180901632018-12-15 14:42:29,013 epoch 11 - iter 1773/1974 - loss 0.665677591642018-12-15 14:43:04,301 epoch 11 - iter 1970/1974 - loss 0.667249371652018-12-15 14:43:04,835 ----------------------------------------------------------------------------------------------------1662018-12-15 14:43:04,836 EPOCH 11 done: loss 0.6671 - lr 0.1000 - bad epochs 01672018-12-15 14:44:38,995 TEST : loss 0.65828115 - f-score 0.8794 - acc 0.87941682018-12-15 14:44:38,996 ----------------------------------------------------------------------------------------------------1692018-12-15 14:44:39,218 epoch 12 - iter 0/1974 - loss 0.871315061702018-12-15 14:45:13,953 epoch 12 - iter 197/1974 - loss 0.614572161712018-12-15 14:45:48,423 epoch 12 - iter 394/1974 - loss 0.625570451722018-12-15 14:46:24,808 epoch 12 - iter 591/1974 - loss 0.641976081732018-12-15 14:46:59,791 epoch 12 - iter 788/1974 - loss 0.648136291742018-12-15 14:47:34,694 epoch 12 - iter 985/1974 - loss 0.645461401752018-12-15 14:48:09,843 epoch 12 - iter 1182/1974 - loss 0.641884781762018-12-15 14:48:50,566 epoch 12 - iter 1379/1974 - loss 0.647788561772018-12-15 14:49:25,227 epoch 12 - iter 1576/1974 - loss 0.652824161782018-12-15 14:50:01,452 epoch 12 - iter 1773/1974 - loss 0.649470351792018-12-15 14:50:36,348 epoch 12 - iter 1970/1974 - loss 0.651749301802018-12-15 14:50:36,880 ----------------------------------------------------------------------------------------------------1812018-12-15 14:50:36,881 EPOCH 12 done: loss 0.6517 - lr 0.1000 - bad epochs 01822018-12-15 14:52:13,212 TEST : loss 0.65390968 - f-score 0.8772 - acc 0.87721832018-12-15 14:52:13,213 ----------------------------------------------------------------------------------------------------1842018-12-15 14:52:13,406 epoch 13 - iter 0/1974 - loss 0.181099621852018-12-15 14:52:48,732 epoch 13 - iter 197/1974 - loss 0.626196231862018-12-15 14:53:25,205 epoch 13 - iter 394/1974 - loss 0.608475611872018-12-15 14:53:59,445 epoch 13 - iter 591/1974 - loss 0.614322801882018-12-15 14:54:34,034 epoch 13 - iter 788/1974 - loss 0.611857731892018-12-15 14:55:09,282 epoch 13 - iter 985/1974 - loss 0.609935721902018-12-15 14:55:44,376 epoch 13 - iter 1182/1974 - loss 0.614012461912018-12-15 14:56:19,511 epoch 13 - iter 1379/1974 - loss 0.614567131922018-12-15 14:56:57,148 epoch 13 - iter 1576/1974 - loss 0.620834451932018-12-15 14:57:35,644 epoch 13 - iter 1773/1974 - loss 0.626805631942018-12-15 14:58:10,223 epoch 13 - iter 1970/1974 - loss 0.626922751952018-12-15 14:58:10,750 ----------------------------------------------------------------------------------------------------1962018-12-15 14:58:10,750 EPOCH 13 done: loss 0.6267 - lr 0.1000 - bad epochs 01972018-12-15 14:59:46,175 TEST : loss 0.66496140 - f-score 0.8773 - acc 0.87731982018-12-15 14:59:46,176 ----------------------------------------------------------------------------------------------------1992018-12-15 14:59:46,432 epoch 14 - iter 0/1974 - loss 1.095780612002018-12-15 15:00:21,571 epoch 14 - iter 197/1974 - loss 0.585497902012018-12-15 15:00:58,648 epoch 14 - iter 394/1974 - loss 0.585545132022018-12-15 15:01:35,184 epoch 14 - iter 591/1974 - loss 0.593650282032018-12-15 15:02:11,029 epoch 14 - iter 788/1974 - loss 0.592829742042018-12-15 15:02:45,822 epoch 14 - iter 985/1974 - loss 0.599396192052018-12-15 15:03:21,080 epoch 14 - iter 1182/1974 - loss 0.601064062062018-12-15 15:03:56,417 epoch 14 - iter 1379/1974 - loss 0.602029682072018-12-15 15:04:34,310 epoch 14 - iter 1576/1974 - loss 0.610619692082018-12-15 15:05:09,985 epoch 14 - iter 1773/1974 - loss 0.611947122092018-12-15 15:05:48,277 epoch 14 - iter 1970/1974 - loss 0.613170832102018-12-15 15:05:48,760 ----------------------------------------------------------------------------------------------------2112018-12-15 15:05:48,760 EPOCH 14 done: loss 0.6131 - lr 0.1000 - bad epochs 02122018-12-15 15:07:24,588 TEST : loss 0.67612201 - f-score 0.8770 - acc 0.87702132018-12-15 15:07:24,589 ----------------------------------------------------------------------------------------------------2142018-12-15 15:07:24,861 epoch 15 - iter 0/1974 - loss 0.319144962152018-12-15 15:07:59,716 epoch 15 - iter 197/1974 - loss 0.573525392162018-12-15 15:08:37,354 epoch 15 - iter 394/1974 - loss 0.581838092172018-12-15 15:09:12,365 epoch 15 - iter 591/1974 - loss 0.589404262182018-12-15 15:09:48,338 epoch 15 - iter 788/1974 - loss 0.589341592192018-12-15 15:10:24,562 epoch 15 - iter 985/1974 - loss 0.597554172202018-12-15 15:11:00,703 epoch 15 - iter 1182/1974 - loss 0.594778642212018-12-15 15:11:35,456 epoch 15 - iter 1379/1974 - loss 0.590947942222018-12-15 15:12:10,419 epoch 15 - iter 1576/1974 - loss 0.588107532232018-12-15 15:12:46,531 epoch 15 - iter 1773/1974 - loss 0.590824052242018-12-15 15:13:22,883 epoch 15 - iter 1970/1974 - loss 0.595943172252018-12-15 15:13:23,553 ----------------------------------------------------------------------------------------------------2262018-12-15 15:13:23,553 EPOCH 15 done: loss 0.5959 - lr 0.1000 - bad epochs 02272018-12-15 15:15:01,274 TEST : loss 0.66274744 - f-score 0.8788 - acc 0.87892282018-12-15 15:15:01,275 ----------------------------------------------------------------------------------------------------2292018-12-15 15:15:01,495 epoch 16 - iter 0/1974 - loss 0.330623692302018-12-15 15:15:36,095 epoch 16 - iter 197/1974 - loss 0.546799802312018-12-15 15:16:11,469 epoch 16 - iter 394/1974 - loss 0.550835652322018-12-15 15:16:45,924 epoch 16 - iter 591/1974 - loss 0.562760832332018-12-15 15:17:20,190 epoch 16 - iter 788/1974 - loss 0.567286322342018-12-15 15:17:56,693 epoch 16 - iter 985/1974 - loss 0.567439872352018-12-15 15:18:31,254 epoch 16 - iter 1182/1974 - loss 0.567667592362018-12-15 15:19:08,082 epoch 16 - iter 1379/1974 - loss 0.569288832372018-12-15 15:19:43,007 epoch 16 - iter 1576/1974 - loss 0.571059962382018-12-15 15:20:18,032 epoch 16 - iter 1773/1974 - loss 0.571460302392018-12-15 15:20:56,460 epoch 16 - iter 1970/1974 - loss 0.575477042402018-12-15 15:20:57,024 ----------------------------------------------------------------------------------------------------2412018-12-15 15:20:57,024 EPOCH 16 done: loss 0.5752 - lr 0.1000 - bad epochs 02422018-12-15 15:22:32,297 TEST : loss 0.69099557 - f-score 0.8768 - acc 0.87682432018-12-15 15:22:32,298 ----------------------------------------------------------------------------------------------------2442018-12-15 15:22:32,549 epoch 17 - iter 0/1974 - loss 0.359863882452018-12-15 15:23:06,683 epoch 17 - iter 197/1974 - loss 0.558796572462018-12-15 15:23:41,106 epoch 17 - iter 394/1974 - loss 0.556960742472018-12-15 15:24:18,200 epoch 17 - iter 591/1974 - loss 0.553337742482018-12-15 15:24:53,110 epoch 17 - iter 788/1974 - loss 0.551468522492018-12-15 15:25:28,793 epoch 17 - iter 985/1974 - loss 0.555055662502018-12-15 15:26:05,721 epoch 17 - iter 1182/1974 - loss 0.562576792512018-12-15 15:26:41,853 epoch 17 - iter 1379/1974 - loss 0.562763702522018-12-15 15:27:17,832 epoch 17 - iter 1576/1974 - loss 0.564994332532018-12-15 15:27:54,692 epoch 17 - iter 1773/1974 - loss 0.563773152542018-12-15 15:28:30,999 epoch 17 - iter 1970/1974 - loss 0.566080512552018-12-15 15:28:31,565 ----------------------------------------------------------------------------------------------------2562018-12-15 15:28:31,565 EPOCH 17 done: loss 0.5657 - lr 0.1000 - bad epochs 02572018-12-15 15:30:04,731 TEST : loss 0.65353292 - f-score 0.8804 - acc 0.88042582018-12-15 15:30:04,732 ----------------------------------------------------------------------------------------------------2592018-12-15 15:30:04,937 epoch 18 - iter 0/1974 - loss 0.293256642602018-12-15 15:30:40,183 epoch 18 - iter 197/1974 - loss 0.536737242612018-12-15 15:31:15,705 epoch 18 - iter 394/1974 - loss 0.534805442622018-12-15 15:31:50,201 epoch 18 - iter 591/1974 - loss 0.545281472632018-12-15 15:32:24,359 epoch 18 - iter 788/1974 - loss 0.534364122642018-12-15 15:32:59,894 epoch 18 - iter 985/1974 - loss 0.543571982652018-12-15 15:33:34,739 epoch 18 - iter 1182/1974 - loss 0.548966032662018-12-15 15:34:09,470 epoch 18 - iter 1379/1974 - loss 0.549892722672018-12-15 15:34:47,472 epoch 18 - iter 1576/1974 - loss 0.553422542682018-12-15 15:35:24,502 epoch 18 - iter 1773/1974 - loss 0.551830942692018-12-15 15:36:02,741 epoch 18 - iter 1970/1974 - loss 0.557172132702018-12-15 15:36:03,257 ----------------------------------------------------------------------------------------------------2712018-12-15 15:36:03,257 EPOCH 18 done: loss 0.5574 - lr 0.1000 - bad epochs 02722018-12-15 15:37:37,230 TEST : loss 0.63764173 - f-score 0.8835 - acc 0.88352732018-12-15 15:37:37,230 ----------------------------------------------------------------------------------------------------2742018-12-15 15:37:37,471 epoch 19 - iter 0/1974 - loss 0.607661962752018-12-15 15:38:12,696 epoch 19 - iter 197/1974 - loss 0.536382652762018-12-15 15:38:47,625 epoch 19 - iter 394/1974 - loss 0.532371482772018-12-15 15:39:21,778 epoch 19 - iter 591/1974 - loss 0.530606492782018-12-15 15:39:56,649 epoch 19 - iter 788/1974 - loss 0.532102572792018-12-15 15:40:31,938 epoch 19 - iter 985/1974 - loss 0.534729902802018-12-15 15:41:11,094 epoch 19 - iter 1182/1974 - loss 0.539302842812018-12-15 15:41:45,808 epoch 19 - iter 1379/1974 - loss 0.539780722822018-12-15 15:42:21,740 epoch 19 - iter 1576/1974 - loss 0.541671242832018-12-15 15:42:55,813 epoch 19 - iter 1773/1974 - loss 0.539359782842018-12-15 15:43:33,575 epoch 19 - iter 1970/1974 - loss 0.537358452852018-12-15 15:43:34,085 ----------------------------------------------------------------------------------------------------2862018-12-15 15:43:34,085 EPOCH 19 done: loss 0.5372 - lr 0.1000 - bad epochs 02872018-12-15 15:45:07,154 TEST : loss 0.65452719 - f-score 0.8829 - acc 0.88292882018-12-15 15:45:07,155 ----------------------------------------------------------------------------------------------------2892018-12-15 15:45:07,354 epoch 20 - iter 0/1974 - loss 0.627493502902018-12-15 15:45:45,244 epoch 20 - iter 197/1974 - loss 0.497130792912018-12-15 15:46:20,959 epoch 20 - iter 394/1974 - loss 0.527620412922018-12-15 15:46:55,821 epoch 20 - iter 591/1974 - loss 0.524819492932018-12-15 15:47:31,526 epoch 20 - iter 788/1974 - loss 0.528273702942018-12-15 15:48:06,194 epoch 20 - iter 985/1974 - loss 0.533582932952018-12-15 15:48:41,496 epoch 20 - iter 1182/1974 - loss 0.527352352962018-12-15 15:49:15,734 epoch 20 - iter 1379/1974 - loss 0.522508562972018-12-15 15:49:52,036 epoch 20 - iter 1576/1974 - loss 0.526271462982018-12-15 15:50:27,424 epoch 20 - iter 1773/1974 - loss 0.527331822992018-12-15 15:51:04,080 epoch 20 - iter 1970/1974 - loss 0.528537233002018-12-15 15:51:04,599 ----------------------------------------------------------------------------------------------------3012018-12-15 15:51:04,599 EPOCH 20 done: loss 0.5284 - lr 0.1000 - bad epochs 03022018-12-15 15:52:37,853 TEST : loss 0.65238380 - f-score 0.8844 - acc 0.88453032018-12-15 15:52:37,854 ----------------------------------------------------------------------------------------------------3042018-12-15 15:52:38,068 epoch 21 - iter 0/1974 - loss 0.297067883052018-12-15 15:53:15,536 epoch 21 - iter 197/1974 - loss 0.528669723062018-12-15 15:53:50,452 epoch 21 - iter 394/1974 - loss 0.523153193072018-12-15 15:54:24,925 epoch 21 - iter 591/1974 - loss 0.514022123082018-12-15 15:55:01,096 epoch 21 - iter 788/1974 - loss 0.512611033092018-12-15 15:55:37,858 epoch 21 - iter 985/1974 - loss 0.513407403102018-12-15 15:56:12,008 epoch 21 - iter 1182/1974 - loss 0.510705453112018-12-15 15:56:46,843 epoch 21 - iter 1379/1974 - loss 0.510170303122018-12-15 15:57:22,481 epoch 21 - iter 1576/1974 - loss 0.511065713132018-12-15 15:57:57,296 epoch 21 - iter 1773/1974 - loss 0.513474653142018-12-15 15:58:32,033 epoch 21 - iter 1970/1974 - loss 0.518763903152018-12-15 15:58:32,604 ----------------------------------------------------------------------------------------------------3162018-12-15 15:58:32,604 EPOCH 21 done: loss 0.5186 - lr 0.1000 - bad epochs 03172018-12-15 16:00:06,267 TEST : loss 0.68302912 - f-score 0.8818 - acc 0.88183182018-12-15 16:00:06,268 ----------------------------------------------------------------------------------------------------3192018-12-15 16:00:06,493 epoch 22 - iter 0/1974 - loss 0.495820373202018-12-15 16:00:41,709 epoch 22 - iter 197/1974 - loss 0.488736373212018-12-15 16:01:16,512 epoch 22 - iter 394/1974 - loss 0.510100713222018-12-15 16:01:51,419 epoch 22 - iter 591/1974 - loss 0.513054863232018-12-15 16:02:28,694 epoch 22 - iter 788/1974 - loss 0.507535833242018-12-15 16:03:07,840 epoch 22 - iter 985/1974 - loss 0.509441113252018-12-15 16:03:43,076 epoch 22 - iter 1182/1974 - loss 0.505238863262018-12-15 16:04:18,723 epoch 22 - iter 1379/1974 - loss 0.504376353272018-12-15 16:04:54,455 epoch 22 - iter 1576/1974 - loss 0.507431733282018-12-15 16:05:31,000 epoch 22 - iter 1773/1974 - loss 0.509888023292018-12-15 16:06:06,920 epoch 22 - iter 1970/1974 - loss 0.513969603302018-12-15 16:06:07,517 ----------------------------------------------------------------------------------------------------3312018-12-15 16:06:07,517 EPOCH 22 done: loss 0.5139 - lr 0.1000 - bad epochs 03322018-12-15 16:07:41,477 TEST : loss 0.66322047 - f-score 0.8853 - acc 0.88533332018-12-15 16:07:41,478 ----------------------------------------------------------------------------------------------------3342018-12-15 16:07:41,742 epoch 23 - iter 0/1974 - loss 0.891571943352018-12-15 16:08:17,855 epoch 23 - iter 197/1974 - loss 0.478195853362018-12-15 16:08:54,487 epoch 23 - iter 394/1974 - loss 0.478840143372018-12-15 16:09:30,555 epoch 23 - iter 591/1974 - loss 0.490725623382018-12-15 16:10:07,215 epoch 23 - iter 788/1974 - loss 0.481748133392018-12-15 16:10:42,268 epoch 23 - iter 985/1974 - loss 0.486833863402018-12-15 16:11:17,268 epoch 23 - iter 1182/1974 - loss 0.492109613412018-12-15 16:11:52,229 epoch 23 - iter 1379/1974 - loss 0.496289323422018-12-15 16:12:27,230 epoch 23 - iter 1576/1974 - loss 0.500808763432018-12-15 16:13:01,373 epoch 23 - iter 1773/1974 - loss 0.502539033442018-12-15 16:13:39,967 epoch 23 - iter 1970/1974 - loss 0.505643343452018-12-15 16:13:40,466 ----------------------------------------------------------------------------------------------------3462018-12-15 16:13:40,466 EPOCH 23 done: loss 0.5058 - lr 0.1000 - bad epochs 03472018-12-15 16:15:17,556 TEST : loss 0.64790380 - f-score 0.8860 - acc 0.88603482018-12-15 16:15:17,557 ----------------------------------------------------------------------------------------------------3492018-12-15 16:15:17,877 epoch 24 - iter 0/1974 - loss 0.373844333502018-12-15 16:15:52,962 epoch 24 - iter 197/1974 - loss 0.467380303512018-12-15 16:16:30,446 epoch 24 - iter 394/1974 - loss 0.478847383522018-12-15 16:17:07,799 epoch 24 - iter 591/1974 - loss 0.486034693532018-12-15 16:17:43,652 epoch 24 - iter 788/1974 - loss 0.490865933542018-12-15 16:18:19,746 epoch 24 - iter 985/1974 - loss 0.487638813552018-12-15 16:18:54,984 epoch 24 - iter 1182/1974 - loss 0.483487283562018-12-15 16:19:30,094 epoch 24 - iter 1379/1974 - loss 0.484925183572018-12-15 16:20:08,850 epoch 24 - iter 1576/1974 - loss 0.490880213582018-12-15 16:20:43,879 epoch 24 - iter 1773/1974 - loss 0.492552433592018-12-15 16:21:19,295 epoch 24 - iter 1970/1974 - loss 0.494682863602018-12-15 16:21:19,829 ----------------------------------------------------------------------------------------------------3612018-12-15 16:21:19,830 EPOCH 24 done: loss 0.4943 - lr 0.1000 - bad epochs 03622018-12-15 16:22:54,361 TEST : loss 0.72963542 - f-score 0.8789 - acc 0.87893632018-12-15 16:22:54,362 ----------------------------------------------------------------------------------------------------3642018-12-15 16:22:54,658 epoch 25 - iter 0/1974 - loss 0.150135463652018-12-15 16:23:30,018 epoch 25 - iter 197/1974 - loss 0.451043593662018-12-15 16:24:04,348 epoch 25 - iter 394/1974 - loss 0.458584223672018-12-15 16:24:39,366 epoch 25 - iter 591/1974 - loss 0.468349303682018-12-15 16:25:14,271 epoch 25 - iter 788/1974 - loss 0.466175943692018-12-15 16:25:49,340 epoch 25 - iter 985/1974 - loss 0.467959523702018-12-15 16:26:25,207 epoch 25 - iter 1182/1974 - loss 0.473527483712018-12-15 16:27:02,580 epoch 25 - iter 1379/1974 - loss 0.482486313722018-12-15 16:27:39,041 epoch 25 - iter 1576/1974 - loss 0.485189103732018-12-15 16:28:15,765 epoch 25 - iter 1773/1974 - loss 0.487351653742018-12-15 16:28:50,785 epoch 25 - iter 1970/1974 - loss 0.490963243752018-12-15 16:28:51,353 ----------------------------------------------------------------------------------------------------3762018-12-15 16:28:51,353 EPOCH 25 done: loss 0.4909 - lr 0.1000 - bad epochs 03772018-12-15 16:30:25,837 TEST : loss 0.68401527 - f-score 0.8875 - acc 0.88753782018-12-15 16:30:25,838 ----------------------------------------------------------------------------------------------------3792018-12-15 16:30:26,105 epoch 26 - iter 0/1974 - loss 0.434363483802018-12-15 16:31:01,204 epoch 26 - iter 197/1974 - loss 0.459703733812018-12-15 16:31:36,362 epoch 26 - iter 394/1974 - loss 0.460711943822018-12-15 16:32:12,368 epoch 26 - iter 591/1974 - loss 0.461930283832018-12-15 16:32:47,508 epoch 26 - iter 788/1974 - loss 0.461976943842018-12-15 16:33:23,606 epoch 26 - iter 985/1974 - loss 0.467268553852018-12-15 16:34:01,275 epoch 26 - iter 1182/1974 - loss 0.468226483862018-12-15 16:34:36,422 epoch 26 - iter 1379/1974 - loss 0.473166973872018-12-15 16:35:14,541 epoch 26 - iter 1576/1974 - loss 0.474428163882018-12-15 16:35:49,754 epoch 26 - iter 1773/1974 - loss 0.475299373892018-12-15 16:36:24,664 epoch 26 - iter 1970/1974 - loss 0.474774353902018-12-15 16:36:25,208 ----------------------------------------------------------------------------------------------------3912018-12-15 16:36:25,208 EPOCH 26 done: loss 0.4749 - lr 0.1000 - bad epochs 03922018-12-15 16:38:02,044 TEST : loss 0.71674478 - f-score 0.8811 - acc 0.88113932018-12-15 16:38:02,045 ----------------------------------------------------------------------------------------------------3942018-12-15 16:38:02,298 epoch 27 - iter 0/1974 - loss 0.636048673952018-12-15 16:38:38,455 epoch 27 - iter 197/1974 - loss 0.472436283962018-12-15 16:39:13,947 epoch 27 - iter 394/1974 - loss 0.461944663972018-12-15 16:39:49,745 epoch 27 - iter 591/1974 - loss 0.455429863982018-12-15 16:40:24,797 epoch 27 - iter 788/1974 - loss 0.455471513992018-12-15 16:41:00,146 epoch 27 - iter 985/1974 - loss 0.456047124002018-12-15 16:41:34,282 epoch 27 - iter 1182/1974 - loss 0.457060414012018-12-15 16:42:10,003 epoch 27 - iter 1379/1974 - loss 0.454248254022018-12-15 16:42:48,290 epoch 27 - iter 1576/1974 - loss 0.460743084032018-12-15 16:43:25,346 epoch 27 - iter 1773/1974 - loss 0.465761734042018-12-15 16:44:00,203 epoch 27 - iter 1970/1974 - loss 0.466138414052018-12-15 16:44:00,721 ----------------------------------------------------------------------------------------------------4062018-12-15 16:44:00,721 EPOCH 27 done: loss 0.4659 - lr 0.1000 - bad epochs 04072018-12-15 16:45:34,540 TEST : loss 0.68485576 - f-score 0.8899 - acc 0.88994082018-12-15 16:45:34,541 ----------------------------------------------------------------------------------------------------4092018-12-15 16:45:34,734 epoch 28 - iter 0/1974 - loss 0.166823034102018-12-15 16:46:11,320 epoch 28 - iter 197/1974 - loss 0.435476864112018-12-15 16:46:48,637 epoch 28 - iter 394/1974 - loss 0.450075734122018-12-15 16:47:24,318 epoch 28 - iter 591/1974 - loss 0.446873614132018-12-15 16:47:59,036 epoch 28 - iter 788/1974 - loss 0.450638344142018-12-15 16:48:34,021 epoch 28 - iter 985/1974 - loss 0.456473874152018-12-15 16:49:10,675 epoch 28 - iter 1182/1974 - loss 0.458157424162018-12-15 16:49:47,318 epoch 28 - iter 1379/1974 - loss 0.458281814172018-12-15 16:50:23,291 epoch 28 - iter 1576/1974 - loss 0.456334684182018-12-15 16:50:57,730 epoch 28 - iter 1773/1974 - loss 0.459481954192018-12-15 16:51:32,193 epoch 28 - iter 1970/1974 - loss 0.459282754202018-12-15 16:51:32,718 ----------------------------------------------------------------------------------------------------4212018-12-15 16:51:32,718 EPOCH 28 done: loss 0.4593 - lr 0.1000 - bad epochs 04222018-12-15 16:53:05,724 TEST : loss 0.68273872 - f-score 0.8863 - acc 0.88634232018-12-15 16:53:05,725 ----------------------------------------------------------------------------------------------------4242018-12-15 16:53:05,955 epoch 29 - iter 0/1974 - loss 0.210357374252018-12-15 16:53:42,035 epoch 29 - iter 197/1974 - loss 0.457829334262018-12-15 16:54:18,900 epoch 29 - iter 394/1974 - loss 0.451746894272018-12-15 16:54:56,593 epoch 29 - iter 591/1974 - loss 0.462923744282018-12-15 16:55:31,837 epoch 29 - iter 788/1974 - loss 0.454556914292018-12-15 16:56:08,145 epoch 29 - iter 985/1974 - loss 0.450426244302018-12-15 16:56:43,708 epoch 29 - iter 1182/1974 - loss 0.448823984312018-12-15 16:57:18,127 epoch 29 - iter 1379/1974 - loss 0.450307184322018-12-15 16:57:52,795 epoch 29 - iter 1576/1974 - loss 0.452970324332018-12-15 16:58:27,741 epoch 29 - iter 1773/1974 - loss 0.455881484342018-12-15 16:59:02,579 epoch 29 - iter 1970/1974 - loss 0.455692174352018-12-15 16:59:03,062 ----------------------------------------------------------------------------------------------------4362018-12-15 16:59:03,062 EPOCH 29 done: loss 0.4556 - lr 0.1000 - bad epochs 04372018-12-15 17:00:37,290 TEST : loss 0.68631661 - f-score 0.8895 - acc 0.88954382018-12-15 17:00:37,291 ----------------------------------------------------------------------------------------------------4392018-12-15 17:00:37,516 epoch 30 - iter 0/1974 - loss 0.429851084402018-12-15 17:01:13,409 epoch 30 - iter 197/1974 - loss 0.425367584412018-12-15 17:01:50,285 epoch 30 - iter 394/1974 - loss 0.419326934422018-12-15 17:02:26,662 epoch 30 - iter 591/1974 - loss 0.432908034432018-12-15 17:03:04,208 epoch 30 - iter 788/1974 - loss 0.436594834442018-12-15 17:03:40,524 epoch 30 - iter 985/1974 - loss 0.436704524452018-12-15 17:04:15,998 epoch 30 - iter 1182/1974 - loss 0.439598834462018-12-15 17:04:50,567 epoch 30 - iter 1379/1974 - loss 0.442037874472018-12-15 17:05:25,143 epoch 30 - iter 1576/1974 - loss 0.441908994482018-12-15 17:05:59,107 epoch 30 - iter 1773/1974 - loss 0.441881774492018-12-15 17:06:37,578 epoch 30 - iter 1970/1974 - loss 0.446642874502018-12-15 17:06:38,170 ----------------------------------------------------------------------------------------------------4512018-12-15 17:06:38,170 EPOCH 30 done: loss 0.4468 - lr 0.1000 - bad epochs 04522018-12-15 17:08:13,707 TEST : loss 0.69498324 - f-score 0.8871 - acc 0.88724532018-12-15 17:08:13,708 ----------------------------------------------------------------------------------------------------4542018-12-15 17:08:13,927 epoch 31 - iter 0/1974 - loss 0.568008784552018-12-15 17:08:49,054 epoch 31 - iter 197/1974 - loss 0.416212474562018-12-15 17:09:24,982 epoch 31 - iter 394/1974 - loss 0.412570724572018-12-15 17:10:00,191 epoch 31 - iter 591/1974 - loss 0.413227944582018-12-15 17:10:38,773 epoch 31 - iter 788/1974 - loss 0.433071024592018-12-15 17:11:13,382 epoch 31 - iter 985/1974 - loss 0.437876444602018-12-15 17:11:48,081 epoch 31 - iter 1182/1974 - loss 0.439882924612018-12-15 17:12:22,740 epoch 31 - iter 1379/1974 - loss 0.441560054622018-12-15 17:12:58,782 epoch 31 - iter 1576/1974 - loss 0.441869214632018-12-15 17:13:36,232 epoch 31 - iter 1773/1974 - loss 0.445253234642018-12-15 17:14:10,736 epoch 31 - iter 1970/1974 - loss 0.445791324652018-12-15 17:14:11,385 ----------------------------------------------------------------------------------------------------4662018-12-15 17:14:11,385 EPOCH 31 done: loss 0.4454 - lr 0.1000 - bad epochs 04672018-12-15 17:15:45,406 TEST : loss 0.69528168 - f-score 0.8879 - acc 0.88804682018-12-15 17:15:45,407 ----------------------------------------------------------------------------------------------------4692018-12-15 17:15:45,674 epoch 32 - iter 0/1974 - loss 0.638638624702018-12-15 17:16:24,291 epoch 32 - iter 197/1974 - loss 0.450103234712018-12-15 17:16:59,329 epoch 32 - iter 394/1974 - loss 0.442321704722018-12-15 17:17:33,983 epoch 32 - iter 591/1974 - loss 0.441801484732018-12-15 17:18:11,802 epoch 32 - iter 788/1974 - loss 0.437328994742018-12-15 17:18:47,342 epoch 32 - iter 985/1974 - loss 0.438819954752018-12-15 17:19:22,824 epoch 32 - iter 1182/1974 - loss 0.434792114762018-12-15 17:19:59,063 epoch 32 - iter 1379/1974 - loss 0.439389774772018-12-15 17:20:33,473 epoch 32 - iter 1576/1974 - loss 0.438621564782018-12-15 17:21:07,937 epoch 32 - iter 1773/1974 - loss 0.439556344792018-12-15 17:21:43,489 epoch 32 - iter 1970/1974 - loss 0.439102084802018-12-15 17:21:43,999 ----------------------------------------------------------------------------------------------------4812018-12-15 17:21:43,999 EPOCH 32 done: loss 0.4393 - lr 0.1000 - bad epochs 04822018-12-15 17:23:22,041 TEST : loss 0.70510906 - f-score 0.8874 - acc 0.88744832018-12-15 17:23:22,042 ----------------------------------------------------------------------------------------------------4842018-12-15 17:23:22,232 epoch 33 - iter 0/1974 - loss 0.562144824852018-12-15 17:23:58,533 epoch 33 - iter 197/1974 - loss 0.411011614862018-12-15 17:24:34,493 epoch 33 - iter 394/1974 - loss 0.417847584872018-12-15 17:25:08,698 epoch 33 - iter 591/1974 - loss 0.422036704882018-12-15 17:25:45,486 epoch 33 - iter 788/1974 - loss 0.421363554892018-12-15 17:26:23,149 epoch 33 - iter 985/1974 - loss 0.416279134902018-12-15 17:26:58,618 epoch 33 - iter 1182/1974 - loss 0.416156824912018-12-15 17:27:36,526 epoch 33 - iter 1379/1974 - loss 0.420888474922018-12-15 17:28:12,114 epoch 33 - iter 1576/1974 - loss 0.428361924932018-12-15 17:28:46,445 epoch 33 - iter 1773/1974 - loss 0.428725734942018-12-15 17:29:20,425 epoch 33 - iter 1970/1974 - loss 0.430123854952018-12-15 17:29:20,965 ----------------------------------------------------------------------------------------------------4962018-12-15 17:29:20,966 EPOCH 33 done: loss 0.4299 - lr 0.1000 - bad epochs 04972018-12-15 17:30:55,133 TEST : loss 0.72344875 - f-score 0.8859 - acc 0.88584982018-12-15 17:30:55,133 ----------------------------------------------------------------------------------------------------4992018-12-15 17:30:55,363 epoch 34 - iter 0/1974 - loss 0.074020125002018-12-15 17:31:32,284 epoch 34 - iter 197/1974 - loss 0.431612025012018-12-15 17:32:08,885 epoch 34 - iter 394/1974 - loss 0.428474855022018-12-15 17:32:43,706 epoch 34 - iter 591/1974 - loss 0.425010255032018-12-15 17:33:19,712 epoch 34 - iter 788/1974 - loss 0.420246355042018-12-15 17:33:54,840 epoch 34 - iter 985/1974 - loss 0.422848665052018-12-15 17:34:29,959 epoch 34 - iter 1182/1974 - loss 0.422641285062018-12-15 17:35:05,384 epoch 34 - iter 1379/1974 - loss 0.423658485072018-12-15 17:35:42,472 epoch 34 - iter 1576/1974 - loss 0.425991465082018-12-15 17:36:17,532 epoch 34 - iter 1773/1974 - loss 0.426632135092018-12-15 17:36:52,243 epoch 34 - iter 1970/1974 - loss 0.425859665102018-12-15 17:36:52,772 ----------------------------------------------------------------------------------------------------5112018-12-15 17:36:52,772 EPOCH 34 done: loss 0.4256 - lr 0.1000 - bad epochs 05122018-12-15 17:38:28,454 TEST : loss 0.71401793 - f-score 0.8890 - acc 0.88905132018-12-15 17:38:28,455 ----------------------------------------------------------------------------------------------------5142018-12-15 17:38:28,724 epoch 35 - iter 0/1974 - loss 0.228252355152018-12-15 17:39:05,020 epoch 35 - iter 197/1974 - loss 0.386643915162018-12-15 17:39:39,689 epoch 35 - iter 394/1974 - loss 0.388457775172018-12-15 17:40:17,224 epoch 35 - iter 591/1974 - loss 0.402540885182018-12-15 17:40:54,145 epoch 35 - iter 788/1974 - loss 0.394172755192018-12-15 17:41:30,324 epoch 35 - iter 985/1974 - loss 0.404719995202018-12-15 17:42:05,117 epoch 35 - iter 1182/1974 - loss 0.409138185212018-12-15 17:42:40,571 epoch 35 - iter 1379/1974 - loss 0.404786055222018-12-15 17:43:16,162 epoch 35 - iter 1576/1974 - loss 0.406025455232018-12-15 17:43:51,108 epoch 35 - iter 1773/1974 - loss 0.410138625242018-12-15 17:44:26,624 epoch 35 - iter 1970/1974 - loss 0.412039275252018-12-15 17:44:27,186 ----------------------------------------------------------------------------------------------------5262018-12-15 17:44:27,186 EPOCH 35 done: loss 0.4119 - lr 0.1000 - bad epochs 05272018-12-15 17:46:02,629 TEST : loss 0.72106308 - f-score 0.8856 - acc 0.88565282018-12-15 17:46:02,630 ----------------------------------------------------------------------------------------------------5292018-12-15 17:46:02,851 epoch 36 - iter 0/1974 - loss 0.173169455302018-12-15 17:46:37,756 epoch 36 - iter 197/1974 - loss 0.398829915312018-12-15 17:47:15,346 epoch 36 - iter 394/1974 - loss 0.403161555322018-12-15 17:47:53,229 epoch 36 - iter 591/1974 - loss 0.408608245332018-12-15 17:48:28,282 epoch 36 - iter 788/1974 - loss 0.402767625342018-12-15 17:49:02,512 epoch 36 - iter 985/1974 - loss 0.401208215352018-12-15 17:49:37,757 epoch 36 - iter 1182/1974 - loss 0.403519215362018-12-15 17:50:12,648 epoch 36 - iter 1379/1974 - loss 0.408105275372018-12-15 17:50:48,530 epoch 36 - iter 1576/1974 - loss 0.410086225382018-12-15 17:51:22,438 epoch 36 - iter 1773/1974 - loss 0.414921755392018-12-15 17:51:57,136 epoch 36 - iter 1970/1974 - loss 0.416269125402018-12-15 17:51:57,706 ----------------------------------------------------------------------------------------------------5412018-12-15 17:51:57,706 EPOCH 36 done: loss 0.4164 - lr 0.1000 - bad epochs 05422018-12-15 17:53:31,021 TEST : loss 0.71049333 - f-score 0.8900 - acc 0.89005432018-12-15 17:53:31,022 ----------------------------------------------------------------------------------------------------5442018-12-15 17:53:31,265 epoch 37 - iter 0/1974 - loss 0.171876615452018-12-15 17:54:08,181 epoch 37 - iter 197/1974 - loss 0.401419385462018-12-15 17:54:43,286 epoch 37 - iter 394/1974 - loss 0.396238805472018-12-15 17:55:18,274 epoch 37 - iter 591/1974 - loss 0.400378105482018-12-15 17:55:56,696 epoch 37 - iter 788/1974 - loss 0.406373765492018-12-15 17:56:32,650 epoch 37 - iter 985/1974 - loss 0.402547275502018-12-15 17:57:08,117 epoch 37 - iter 1182/1974 - loss 0.405555225512018-12-15 17:57:43,973 epoch 37 - iter 1379/1974 - loss 0.409994245522018-12-15 17:58:20,381 epoch 37 - iter 1576/1974 - loss 0.411482015532018-12-15 17:58:55,502 epoch 37 - iter 1773/1974 - loss 0.408259565542018-12-15 17:59:29,930 epoch 37 - iter 1970/1974 - loss 0.409949815552018-12-15 17:59:30,427 ----------------------------------------------------------------------------------------------------5562018-12-15 17:59:30,428 EPOCH 37 done: loss 0.4096 - lr 0.1000 - bad epochs 15572018-12-15 18:01:03,288 TEST : loss 0.71665174 - f-score 0.8887 - acc 0.88885582018-12-15 18:01:03,288 ----------------------------------------------------------------------------------------------------5592018-12-15 18:01:03,553 epoch 38 - iter 0/1974 - loss 0.129663685602018-12-15 18:01:40,274 epoch 38 - iter 197/1974 - loss 0.395571885612018-12-15 18:02:14,599 epoch 38 - iter 394/1974 - loss 0.401903045622018-12-15 18:02:49,244 epoch 38 - iter 591/1974 - loss 0.398344945632018-12-15 18:03:23,321 epoch 38 - iter 788/1974 - loss 0.402612285642018-12-15 18:03:58,586 epoch 38 - iter 985/1974 - loss 0.397986475652018-12-15 18:04:34,254 epoch 38 - iter 1182/1974 - loss 0.399755875662018-12-15 18:05:08,607 epoch 38 - iter 1379/1974 - loss 0.403693705672018-12-15 18:05:48,138 epoch 38 - iter 1576/1974 - loss 0.409051055682018-12-15 18:06:24,945 epoch 38 - iter 1773/1974 - loss 0.415585715692018-12-15 18:06:59,464 epoch 38 - iter 1970/1974 - loss 0.416150655702018-12-15 18:06:59,943 ----------------------------------------------------------------------------------------------------5712018-12-15 18:06:59,943 EPOCH 38 done: loss 0.4160 - lr 0.1000 - bad epochs 05722018-12-15 18:08:32,881 TEST : loss 0.70832825 - f-score 0.8896 - acc 0.88965732018-12-15 18:08:32,882 ----------------------------------------------------------------------------------------------------5742018-12-15 18:08:33,121 epoch 39 - iter 0/1974 - loss 0.421580825752018-12-15 18:09:08,886 epoch 39 - iter 197/1974 - loss 0.406730235762018-12-15 18:09:44,097 epoch 39 - iter 394/1974 - loss 0.398675855772018-12-15 18:10:17,666 epoch 39 - iter 591/1974 - loss 0.405796935782018-12-15 18:10:51,832 epoch 39 - iter 788/1974 - loss 0.410933605792018-12-15 18:11:26,958 epoch 39 - iter 985/1974 - loss 0.412792275802018-12-15 18:12:02,392 epoch 39 - iter 1182/1974 - loss 0.414567215812018-12-15 18:12:39,307 epoch 39 - iter 1379/1974 - loss 0.411898905822018-12-15 18:13:14,365 epoch 39 - iter 1576/1974 - loss 0.410344585832018-12-15 18:13:52,798 epoch 39 - iter 1773/1974 - loss 0.416271915842018-12-15 18:14:27,897 epoch 39 - iter 1970/1974 - loss 0.418013175852018-12-15 18:14:28,430 ----------------------------------------------------------------------------------------------------5862018-12-15 18:14:28,430 EPOCH 39 done: loss 0.4181 - lr 0.1000 - bad epochs 15872018-12-15 18:16:03,832 TEST : loss 0.73338312 - f-score 0.8859 - acc 0.88595882018-12-15 18:16:03,833 ----------------------------------------------------------------------------------------------------5892018-12-15 18:16:04,100 epoch 40 - iter 0/1974 - loss 0.512133245902018-12-15 18:16:39,482 epoch 40 - iter 197/1974 - loss 0.381350215912018-12-15 18:17:15,756 epoch 40 - iter 394/1974 - loss 0.387141415922018-12-15 18:17:50,523 epoch 40 - iter 591/1974 - loss 0.385106805932018-12-15 18:18:25,387 epoch 40 - iter 788/1974 - loss 0.390704955942018-12-15 18:19:00,258 epoch 40 - iter 985/1974 - loss 0.397918295952018-12-15 18:19:34,486 epoch 40 - iter 1182/1974 - loss 0.398857365962018-12-15 18:20:10,421 epoch 40 - iter 1379/1974 - loss 0.400304125972018-12-15 18:20:46,777 epoch 40 - iter 1576/1974 - loss 0.403387065982018-12-15 18:21:25,856 epoch 40 - iter 1773/1974 - loss 0.405129825992018-12-15 18:22:01,786 epoch 40 - iter 1970/1974 - loss 0.403390196002018-12-15 18:22:02,327 ----------------------------------------------------------------------------------------------------6012018-12-15 18:22:02,327 EPOCH 40 done: loss 0.4035 - lr 0.1000 - bad epochs 26022018-12-15 18:23:36,434 TEST : loss 0.72793633 - f-score 0.8893 - acc 0.88946032018-12-15 18:23:36,435 ----------------------------------------------------------------------------------------------------6042018-12-15 18:23:36,657 epoch 41 - iter 0/1974 - loss 0.227507266052018-12-15 18:24:13,146 epoch 41 - iter 197/1974 - loss 0.386520836062018-12-15 18:24:47,504 epoch 41 - iter 394/1974 - loss 0.378771496072018-12-15 18:25:23,223 epoch 41 - iter 591/1974 - loss 0.381111616082018-12-15 18:26:00,191 epoch 41 - iter 788/1974 - loss 0.393079576092018-12-15 18:26:37,120 epoch 41 - iter 985/1974 - loss 0.386753686102018-12-15 18:27:11,464 epoch 41 - iter 1182/1974 - loss 0.389162206112018-12-15 18:27:47,804 epoch 41 - iter 1379/1974 - loss 0.391744696122018-12-15 18:28:22,108 epoch 41 - iter 1576/1974 - loss 0.397628626132018-12-15 18:28:56,363 epoch 41 - iter 1773/1974 - loss 0.399806096142018-12-15 18:29:31,109 epoch 41 - iter 1970/1974 - loss 0.400609576152018-12-15 18:29:31,832 ----------------------------------------------------------------------------------------------------6162018-12-15 18:29:31,833 EPOCH 41 done: loss 0.4011 - lr 0.1000 - bad epochs 06172018-12-15 18:31:03,955 TEST : loss 0.73730630 - f-score 0.8889 - acc 0.88906182018-12-15 18:31:03,956 ----------------------------------------------------------------------------------------------------6192018-12-15 18:31:04,204 epoch 42 - iter 0/1974 - loss 0.385642716202018-12-15 18:31:39,032 epoch 42 - iter 197/1974 - loss 0.392946996212018-12-15 18:32:15,580 epoch 42 - iter 394/1974 - loss 0.402738386222018-12-15 18:32:49,848 epoch 42 - iter 591/1974 - loss 0.403843786232018-12-15 18:33:24,913 epoch 42 - iter 788/1974 - loss 0.400286636242018-12-15 18:34:00,372 epoch 42 - iter 985/1974 - loss 0.399959596252018-12-15 18:34:39,314 epoch 42 - iter 1182/1974 - loss 0.408483706262018-12-15 18:35:14,010 epoch 42 - iter 1379/1974 - loss 0.407767476272018-12-15 18:35:48,379 epoch 42 - iter 1576/1974 - loss 0.406863646282018-12-15 18:36:22,861 epoch 42 - iter 1773/1974 - loss 0.406222186292018-12-15 18:36:57,226 epoch 42 - iter 1970/1974 - loss 0.402930856302018-12-15 18:36:57,774 ----------------------------------------------------------------------------------------------------6312018-12-15 18:36:57,774 EPOCH 42 done: loss 0.4027 - lr 0.1000 - bad epochs 06322018-12-15 18:38:29,966 TEST : loss 0.75421047 - f-score 0.8881 - acc 0.88806332018-12-15 18:38:29,966 ----------------------------------------------------------------------------------------------------6342018-12-15 18:38:30,231 epoch 43 - iter 0/1974 - loss 0.374308416352018-12-15 18:39:05,080 epoch 43 - iter 197/1974 - loss 0.383524376362018-12-15 18:39:40,898 epoch 43 - iter 394/1974 - loss 0.378034756372018-12-15 18:40:14,845 epoch 43 - iter 591/1974 - loss 0.377215266382018-12-15 18:40:52,024 epoch 43 - iter 788/1974 - loss 0.389172656392018-12-15 18:41:26,704 epoch 43 - iter 985/1974 - loss 0.388923416402018-12-15 18:42:02,361 epoch 43 - iter 1182/1974 - loss 0.392453716412018-12-15 18:42:39,110 epoch 43 - iter 1379/1974 - loss 0.392597096422018-12-15 18:43:13,360 epoch 43 - iter 1576/1974 - loss 0.395095506432018-12-15 18:43:48,456 epoch 43 - iter 1773/1974 - loss 0.399262606442018-12-15 18:44:24,565 epoch 43 - iter 1970/1974 - loss 0.400753696452018-12-15 18:44:25,110 ----------------------------------------------------------------------------------------------------6462018-12-15 18:44:25,110 EPOCH 43 done: loss 0.4006 - lr 0.1000 - bad epochs 16472018-12-15 18:45:57,873 TEST : loss 0.73360831 - f-score 0.8888 - acc 0.88886482018-12-15 18:45:57,873 ----------------------------------------------------------------------------------------------------6492018-12-15 18:45:58,102 epoch 44 - iter 0/1974 - loss 0.497745546502018-12-15 18:46:34,822 epoch 44 - iter 197/1974 - loss 0.402162176512018-12-15 18:47:11,375 epoch 44 - iter 394/1974 - loss 0.372659656522018-12-15 18:47:45,603 epoch 44 - iter 591/1974 - loss 0.367951596532018-12-15 18:48:20,326 epoch 44 - iter 788/1974 - loss 0.369647936542018-12-15 18:48:54,410 epoch 44 - iter 985/1974 - loss 0.373210556552018-12-15 18:49:29,594 epoch 44 - iter 1182/1974 - loss 0.374739036562018-12-15 18:50:07,791 epoch 44 - iter 1379/1974 - loss 0.381719906572018-12-15 18:50:42,396 epoch 44 - iter 1576/1974 - loss 0.383186356582018-12-15 18:51:16,958 epoch 44 - iter 1773/1974 - loss 0.382981936592018-12-15 18:51:52,265 epoch 44 - iter 1970/1974 - loss 0.384181606602018-12-15 18:51:52,814 ----------------------------------------------------------------------------------------------------6612018-12-15 18:51:52,814 EPOCH 44 done: loss 0.3843 - lr 0.1000 - bad epochs 06622018-12-15 18:53:26,208 TEST : loss 0.77458328 - f-score 0.8855 - acc 0.88556632018-12-15 18:53:26,209 ----------------------------------------------------------------------------------------------------6642018-12-15 18:53:26,379 epoch 45 - iter 0/1974 - loss 0.636065136652018-12-15 18:54:01,229 epoch 45 - iter 197/1974 - loss 0.382210336662018-12-15 18:54:38,034 epoch 45 - iter 394/1974 - loss 0.373533626672018-12-15 18:55:13,421 epoch 45 - iter 591/1974 - loss 0.373715186682018-12-15 18:55:49,046 epoch 45 - iter 788/1974 - loss 0.376009186692018-12-15 18:56:26,500 epoch 45 - iter 985/1974 - loss 0.382039086702018-12-15 18:57:02,363 epoch 45 - iter 1182/1974 - loss 0.381744866712018-12-15 18:57:38,467 epoch 45 - iter 1379/1974 - loss 0.382424886722018-12-15 18:58:13,279 epoch 45 - iter 1576/1974 - loss 0.383922846732018-12-15 18:58:48,647 epoch 45 - iter 1773/1974 - loss 0.384723176742018-12-15 18:59:23,534 epoch 45 - iter 1970/1974 - loss 0.387826616752018-12-15 18:59:24,122 ----------------------------------------------------------------------------------------------------6762018-12-15 18:59:24,122 EPOCH 45 done: loss 0.3880 - lr 0.1000 - bad epochs 06772018-12-15 19:00:57,904 TEST : loss 0.77852452 - f-score 0.8863 - acc 0.88636782018-12-15 19:00:57,905 ----------------------------------------------------------------------------------------------------6792018-12-15 19:00:58,076 epoch 46 - iter 0/1974 - loss 0.079614946802018-12-15 19:01:35,376 epoch 46 - iter 197/1974 - loss 0.409969626812018-12-15 19:02:12,323 epoch 46 - iter 394/1974 - loss 0.395038286822018-12-15 19:02:47,686 epoch 46 - iter 591/1974 - loss 0.385389066832018-12-15 19:03:23,967 epoch 46 - iter 788/1974 - loss 0.384892806842018-12-15 19:03:59,021 epoch 46 - iter 985/1974 - loss 0.382431666852018-12-15 19:04:33,093 epoch 46 - iter 1182/1974 - loss 0.383343716862018-12-15 19:05:08,448 epoch 46 - iter 1379/1974 - loss 0.379788246872018-12-15 19:05:44,050 epoch 46 - iter 1576/1974 - loss 0.379742706882018-12-15 19:06:20,448 epoch 46 - iter 1773/1974 - loss 0.382929396892018-12-15 19:06:56,290 epoch 46 - iter 1970/1974 - loss 0.382860186902018-12-15 19:06:56,769 ----------------------------------------------------------------------------------------------------6912018-12-15 19:06:56,770 EPOCH 46 done: loss 0.3830 - lr 0.1000 - bad epochs 16922018-12-15 19:08:32,608 TEST : loss 0.76211983 - f-score 0.8870 - acc 0.88716932018-12-15 19:08:32,609 ----------------------------------------------------------------------------------------------------6942018-12-15 19:08:32,884 epoch 47 - iter 0/1974 - loss 0.679250846952018-12-15 19:09:08,984 epoch 47 - iter 197/1974 - loss 0.342236336962018-12-15 19:09:44,214 epoch 47 - iter 394/1974 - loss 0.345304186972018-12-15 19:10:20,776 epoch 47 - iter 591/1974 - loss 0.356765496982018-12-15 19:10:58,450 epoch 47 - iter 788/1974 - loss 0.365645896992018-12-15 19:11:33,374 epoch 47 - iter 985/1974 - loss 0.363979417002018-12-15 19:12:08,199 epoch 47 - iter 1182/1974 - loss 0.368639317012018-12-15 19:12:43,693 epoch 47 - iter 1379/1974 - loss 0.370102167022018-12-15 19:13:18,449 epoch 47 - iter 1576/1974 - loss 0.370826237032018-12-15 19:13:56,388 epoch 47 - iter 1773/1974 - loss 0.373462927042018-12-15 19:14:30,668 epoch 47 - iter 1970/1974 - loss 0.376720977052018-12-15 19:14:31,186 ----------------------------------------------------------------------------------------------------7062018-12-15 19:14:31,187 EPOCH 47 done: loss 0.3767 - lr 0.1000 - bad epochs 07072018-12-15 19:16:04,259 TEST : loss 0.74354893 - f-score 0.8895 - acc 0.88957082018-12-15 19:16:04,260 ----------------------------------------------------------------------------------------------------7092018-12-15 19:16:04,497 epoch 48 - iter 0/1974 - loss 0.779600987102018-12-15 19:16:40,172 epoch 48 - iter 197/1974 - loss 0.378254767112018-12-15 19:17:14,427 epoch 48 - iter 394/1974 - loss 0.363955967122018-12-15 19:17:49,866 epoch 48 - iter 591/1974 - loss 0.365286787132018-12-15 19:18:24,988 epoch 48 - iter 788/1974 - loss 0.365870387142018-12-15 19:19:02,299 epoch 48 - iter 985/1974 - loss 0.365155157152018-12-15 19:19:36,234 epoch 48 - iter 1182/1974 - loss 0.369930487162018-12-15 19:20:10,245 epoch 48 - iter 1379/1974 - loss 0.373905517172018-12-15 19:20:47,750 epoch 48 - iter 1576/1974 - loss 0.376805897182018-12-15 19:21:23,638 epoch 48 - iter 1773/1974 - loss 0.376484547192018-12-15 19:21:57,952 epoch 48 - iter 1970/1974 - loss 0.379458707202018-12-15 19:21:58,400 ----------------------------------------------------------------------------------------------------7212018-12-15 19:21:58,400 EPOCH 48 done: loss 0.3796 - lr 0.1000 - bad epochs 07222018-12-15 19:23:30,344 TEST : loss 0.79065293 - f-score 0.8862 - acc 0.88627232018-12-15 19:23:30,345 ----------------------------------------------------------------------------------------------------7242018-12-15 19:23:30,621 epoch 49 - iter 0/1974 - loss 0.214546957252018-12-15 19:24:05,380 epoch 49 - iter 197/1974 - loss 0.349644067262018-12-15 19:24:42,244 epoch 49 - iter 394/1974 - loss 0.360644217272018-12-15 19:25:17,757 epoch 49 - iter 591/1974 - loss 0.355767007282018-12-15 19:25:52,575 epoch 49 - iter 788/1974 - loss 0.361704277292018-12-15 19:26:29,109 epoch 49 - iter 985/1974 - loss 0.371115007302018-12-15 19:27:03,066 epoch 49 - iter 1182/1974 - loss 0.373418927312018-12-15 19:27:37,497 epoch 49 - iter 1379/1974 - loss 0.370391867322018-12-15 19:28:13,840 epoch 49 - iter 1576/1974 - loss 0.370916687332018-12-15 19:28:48,538 epoch 49 - iter 1773/1974 - loss 0.372878287342018-12-15 19:29:23,054 epoch 49 - iter 1970/1974 - loss 0.371467347352018-12-15 19:29:23,650 ----------------------------------------------------------------------------------------------------7362018-12-15 19:29:23,650 EPOCH 49 done: loss 0.3717 - lr 0.1000 - bad epochs 17372018-12-15 19:30:57,173 TEST : loss 0.78697842 - f-score 0.8864 - acc 0.88647382018-12-15 19:30:57,174 ----------------------------------------------------------------------------------------------------7392018-12-15 19:30:57,426 epoch 50 - iter 0/1974 - loss 0.397163577402018-12-15 19:31:31,985 epoch 50 - iter 197/1974 - loss 0.350657667412018-12-15 19:32:07,640 epoch 50 - iter 394/1974 - loss 0.354216717422018-12-15 19:32:43,121 epoch 50 - iter 591/1974 - loss 0.355386027432018-12-15 19:33:19,443 epoch 50 - iter 788/1974 - loss 0.364720237442018-12-15 19:33:54,376 epoch 50 - iter 985/1974 - loss 0.365197887452018-12-15 19:34:31,016 epoch 50 - iter 1182/1974 - loss 0.370448147462018-12-15 19:35:07,311 epoch 50 - iter 1379/1974 - loss 0.372570447472018-12-15 19:35:42,828 epoch 50 - iter 1576/1974 - loss 0.374035497482018-12-15 19:36:20,335 epoch 50 - iter 1773/1974 - loss 0.376862077492018-12-15 19:36:54,982 epoch 50 - iter 1970/1974 - loss 0.375095677502018-12-15 19:36:55,543 ----------------------------------------------------------------------------------------------------7512018-12-15 19:36:55,543 EPOCH 50 done: loss 0.3752 - lr 0.1000 - bad epochs 07522018-12-15 19:38:31,244 TEST : loss 0.76366252 - f-score 0.8864 - acc 0.88647532018-12-15 19:38:31,245 ----------------------------------------------------------------------------------------------------7542018-12-15 19:38:31,491 epoch 51 - iter 0/1974 - loss 0.263258817552018-12-15 19:39:07,273 epoch 51 - iter 197/1974 - loss 0.348922287562018-12-15 19:39:41,638 epoch 51 - iter 394/1974 - loss 0.356564987572018-12-15 19:40:18,474 epoch 51 - iter 591/1974 - loss 0.362194547582018-12-15 19:40:52,994 epoch 51 - iter 788/1974 - loss 0.358136077592018-12-15 19:41:29,840 epoch 51 - iter 985/1974 - loss 0.361821187602018-12-15 19:42:04,313 epoch 51 - iter 1182/1974 - loss 0.358238597612018-12-15 19:42:40,765 epoch 51 - iter 1379/1974 - loss 0.362920127622018-12-15 19:43:15,444 epoch 51 - iter 1576/1974 - loss 0.365560597632018-12-15 19:43:49,366 epoch 51 - iter 1773/1974 - loss 0.365548707642018-12-15 19:44:23,901 epoch 51 - iter 1970/1974 - loss 0.368178947652018-12-15 19:44:24,453 ----------------------------------------------------------------------------------------------------7662018-12-15 19:44:24,453 EPOCH 51 done: loss 0.3680 - lr 0.1000 - bad epochs 17672018-12-15 19:45:56,912 TEST : loss 0.78203106 - f-score 0.8847 - acc 0.88477682018-12-15 19:45:56,912 ----------------------------------------------------------------------------------------------------7692018-12-15 19:45:57,160 epoch 52 - iter 0/1974 - loss 0.111535617702018-12-15 19:46:31,464 epoch 52 - iter 197/1974 - loss 0.375314757712018-12-15 19:47:07,394 epoch 52 - iter 394/1974 - loss 0.379668127722018-12-15 19:47:42,754 epoch 52 - iter 591/1974 - loss 0.375258517732018-12-15 19:48:20,519 epoch 52 - iter 788/1974 - loss 0.376172727742018-12-15 19:48:56,069 epoch 52 - iter 985/1974 - loss 0.377195827752018-12-15 19:49:31,932 epoch 52 - iter 1182/1974 - loss 0.374586127762018-12-15 19:50:06,906 epoch 52 - iter 1379/1974 - loss 0.376796787772018-12-15 19:50:40,705 epoch 52 - iter 1576/1974 - loss 0.378168077782018-12-15 19:51:16,169 epoch 52 - iter 1773/1974 - loss 0.379521177792018-12-15 19:51:51,821 epoch 52 - iter 1970/1974 - loss 0.378956697802018-12-15 19:51:52,349 ----------------------------------------------------------------------------------------------------7812018-12-15 19:51:52,349 EPOCH 52 done: loss 0.3790 - lr 0.1000 - bad epochs 07822018-12-15 19:53:26,047 TEST : loss 0.75431335 - f-score 0.8886 - acc 0.88867832018-12-15 19:53:26,048 ----------------------------------------------------------------------------------------------------7842018-12-15 19:53:26,329 epoch 53 - iter 0/1974 - loss 0.459942617852018-12-15 19:54:04,724 epoch 53 - iter 197/1974 - loss 0.387331847862018-12-15 19:54:39,609 epoch 53 - iter 394/1974 - loss 0.370271697872018-12-15 19:55:16,940 epoch 53 - iter 591/1974 - loss 0.364633307882018-12-15 19:55:51,576 epoch 53 - iter 788/1974 - loss 0.364179597892018-12-15 19:56:25,645 epoch 53 - iter 985/1974 - loss 0.362823777902018-12-15 19:57:01,086 epoch 53 - iter 1182/1974 - loss 0.360810427912018-12-15 19:57:35,603 epoch 53 - iter 1379/1974 - loss 0.361041047922018-12-15 19:58:10,794 epoch 53 - iter 1576/1974 - loss 0.360517987932018-12-15 19:58:47,076 epoch 53 - iter 1773/1974 - loss 0.362303687942018-12-15 19:59:20,865 epoch 53 - iter 1970/1974 - loss 0.364678367952018-12-15 19:59:21,397 ----------------------------------------------------------------------------------------------------7962018-12-15 19:59:21,397 EPOCH 53 done: loss 0.3649 - lr 0.1000 - bad epochs 17972018-12-15 20:00:53,314 TEST : loss 0.76094240 - f-score 0.8881 - acc 0.88817982018-12-15 20:00:53,314 ----------------------------------------------------------------------------------------------------7992018-12-15 20:00:53,560 epoch 54 - iter 0/1974 - loss 0.440998468002018-12-15 20:01:31,807 epoch 54 - iter 197/1974 - loss 0.341035808012018-12-15 20:02:06,705 epoch 54 - iter 394/1974 - loss 0.344042908022018-12-15 20:02:40,917 epoch 54 - iter 591/1974 - loss 0.355535268032018-12-15 20:03:15,554 epoch 54 - iter 788/1974 - loss 0.357761968042018-12-15 20:03:49,065 epoch 54 - iter 985/1974 - loss 0.359481258052018-12-15 20:04:24,572 epoch 54 - iter 1182/1974 - loss 0.360148908062018-12-15 20:05:00,787 epoch 54 - iter 1379/1974 - loss 0.362016078072018-12-15 20:05:37,559 epoch 54 - iter 1576/1974 - loss 0.366641748082018-12-15 20:06:11,646 epoch 54 - iter 1773/1974 - loss 0.366518008092018-12-15 20:06:46,669 epoch 54 - iter 1970/1974 - loss 0.366863938102018-12-15 20:06:47,140 ----------------------------------------------------------------------------------------------------8112018-12-15 20:06:47,141 EPOCH 54 done: loss 0.3667 - lr 0.1000 - bad epochs 08122018-12-15 20:08:19,837 TEST : loss 0.74060136 - f-score 0.8889 - acc 0.88898132018-12-15 20:08:19,838 ----------------------------------------------------------------------------------------------------8142018-12-15 20:08:20,066 epoch 55 - iter 0/1974 - loss 0.523108728152018-12-15 20:08:54,131 epoch 55 - iter 197/1974 - loss 0.368356288162018-12-15 20:09:30,648 epoch 55 - iter 394/1974 - loss 0.365760228172018-12-15 20:10:05,972 epoch 55 - iter 591/1974 - loss 0.364306878182018-12-15 20:10:41,220 epoch 55 - iter 788/1974 - loss 0.367144538192018-12-15 20:11:18,057 epoch 55 - iter 985/1974 - loss 0.365471198202018-12-15 20:11:57,779 epoch 55 - iter 1182/1974 - loss 0.364144248212018-12-15 20:12:33,045 epoch 55 - iter 1379/1974 - loss 0.361605248222018-12-15 20:13:06,908 epoch 55 - iter 1576/1974 - loss 0.364038308232018-12-15 20:13:42,311 epoch 55 - iter 1773/1974 - loss 0.365181378242018-12-15 20:14:16,465 epoch 55 - iter 1970/1974 - loss 0.366518188252018-12-15 20:14:16,961 ----------------------------------------------------------------------------------------------------8262018-12-15 20:14:16,961 EPOCH 55 done: loss 0.3667 - lr 0.1000 - bad epochs 18272018-12-15 20:15:49,853 TEST : loss 0.78372324 - f-score 0.8863 - acc 0.88638282018-12-15 20:15:49,853 ----------------------------------------------------------------------------------------------------8292018-12-15 20:15:50,096 epoch 56 - iter 0/1974 - loss 0.367858658302018-12-15 20:16:24,915 epoch 56 - iter 197/1974 - loss 0.349909268312018-12-15 20:16:59,070 epoch 56 - iter 394/1974 - loss 0.357751148322018-12-15 20:17:33,908 epoch 56 - iter 591/1974 - loss 0.352535818332018-12-15 20:18:09,834 epoch 56 - iter 788/1974 - loss 0.351784428342018-12-15 20:18:43,575 epoch 56 - iter 985/1974 - loss 0.351227598352018-12-15 20:19:19,462 epoch 56 - iter 1182/1974 - loss 0.350436548362018-12-15 20:19:56,966 epoch 56 - iter 1379/1974 - loss 0.353577258372018-12-15 20:20:32,088 epoch 56 - iter 1576/1974 - loss 0.354957048382018-12-15 20:21:09,371 epoch 56 - iter 1773/1974 - loss 0.356277978392018-12-15 20:21:45,657 epoch 56 - iter 1970/1974 - loss 0.357521318402018-12-15 20:21:46,194 ----------------------------------------------------------------------------------------------------8412018-12-15 20:21:46,194 EPOCH 56 done: loss 0.3574 - lr 0.1000 - bad epochs 28422018-12-15 20:23:19,497 TEST : loss 0.78712666 - f-score 0.8865 - acc 0.88658432018-12-15 20:23:19,498 ----------------------------------------------------------------------------------------------------8442018-12-15 20:23:19,754 epoch 57 - iter 0/1974 - loss 0.417846778452018-12-15 20:23:53,270 epoch 57 - iter 197/1974 - loss 0.321420898462018-12-15 20:24:27,940 epoch 57 - iter 394/1974 - loss 0.329692168472018-12-15 20:25:04,988 epoch 57 - iter 591/1974 - loss 0.344247468482018-12-15 20:25:40,880 epoch 57 - iter 788/1974 - loss 0.346826668492018-12-15 20:26:15,446 epoch 57 - iter 985/1974 - loss 0.351065088502018-12-15 20:26:49,914 epoch 57 - iter 1182/1974 - loss 0.356402908512018-12-15 20:27:24,402 epoch 57 - iter 1379/1974 - loss 0.356930978522018-12-15 20:28:01,117 epoch 57 - iter 1576/1974 - loss 0.356684828532018-12-15 20:28:37,101 epoch 57 - iter 1773/1974 - loss 0.354712368542018-12-15 20:29:11,964 epoch 57 - iter 1970/1974 - loss 0.355991448552018-12-15 20:29:12,537 ----------------------------------------------------------------------------------------------------8562018-12-15 20:29:12,537 EPOCH 57 done: loss 0.3560 - lr 0.1000 - bad epochs 08572018-12-15 20:30:44,676 TEST : loss 0.77351880 - f-score 0.8885 - acc 0.88868582018-12-15 20:30:44,677 ----------------------------------------------------------------------------------------------------8592018-12-15 20:30:44,860 epoch 58 - iter 0/1974 - loss 0.369223128602018-12-15 20:31:19,591 epoch 58 - iter 197/1974 - loss 0.342876748612018-12-15 20:31:58,221 epoch 58 - iter 394/1974 - loss 0.337791048622018-12-15 20:32:32,637 epoch 58 - iter 591/1974 - loss 0.341417618632018-12-15 20:33:06,672 epoch 58 - iter 788/1974 - loss 0.344039688642018-12-15 20:33:41,053 epoch 58 - iter 985/1974 - loss 0.345830098652018-12-15 20:34:17,817 epoch 58 - iter 1182/1974 - loss 0.351224398662018-12-15 20:34:52,410 epoch 58 - iter 1379/1974 - loss 0.350428538672018-12-15 20:35:27,759 epoch 58 - iter 1576/1974 - loss 0.350925858682018-12-15 20:36:03,192 epoch 58 - iter 1773/1974 - loss 0.354247448692018-12-15 20:36:37,320 epoch 58 - iter 1970/1974 - loss 0.355168078702018-12-15 20:36:38,009 ----------------------------------------------------------------------------------------------------8712018-12-15 20:36:38,009 EPOCH 58 done: loss 0.3550 - lr 0.1000 - bad epochs 08722018-12-15 20:38:10,157 TEST : loss 0.78285700 - f-score 0.8875 - acc 0.88758732018-12-15 20:38:10,157 ----------------------------------------------------------------------------------------------------8742018-12-15 20:38:10,386 epoch 59 - iter 0/1974 - loss 0.874300368752018-12-15 20:38:44,923 epoch 59 - iter 197/1974 - loss 0.345594348762018-12-15 20:39:19,951 epoch 59 - iter 394/1974 - loss 0.344118338772018-12-15 20:39:55,568 epoch 59 - iter 591/1974 - loss 0.350517038782018-12-15 20:40:30,041 epoch 59 - iter 788/1974 - loss 0.345781298792018-12-15 20:41:06,300 epoch 59 - iter 985/1974 - loss 0.346032288802018-12-15 20:41:41,862 epoch 59 - iter 1182/1974 - loss 0.352395718812018-12-15 20:42:16,904 epoch 59 - iter 1379/1974 - loss 0.351521008822018-12-15 20:42:50,696 epoch 59 - iter 1576/1974 - loss 0.353620398832018-12-15 20:43:27,208 epoch 59 - iter 1773/1974 - loss 0.355762288842018-12-15 20:44:02,813 epoch 59 - iter 1970/1974 - loss 0.359550818852018-12-15 20:44:03,417 ----------------------------------------------------------------------------------------------------8862018-12-15 20:44:03,417 EPOCH 59 done: loss 0.3599 - lr 0.1000 - bad epochs 08872018-12-15 20:45:35,573 TEST : loss 0.76692885 - f-score 0.8877 - acc 0.88778882018-12-15 20:45:35,574 ----------------------------------------------------------------------------------------------------8892018-12-15 20:45:35,828 epoch 60 - iter 0/1974 - loss 0.346959478902018-12-15 20:46:11,368 epoch 60 - iter 197/1974 - loss 0.326933638912018-12-15 20:46:46,740 epoch 60 - iter 394/1974 - loss 0.337005658922018-12-15 20:47:22,433 epoch 60 - iter 591/1974 - loss 0.339103048932018-12-15 20:47:56,699 epoch 60 - iter 788/1974 - loss 0.340600888942018-12-15 20:48:35,058 epoch 60 - iter 985/1974 - loss 0.340167148952018-12-15 20:49:09,558 epoch 60 - iter 1182/1974 - loss 0.340739018962018-12-15 20:49:43,900 epoch 60 - iter 1379/1974 - loss 0.341324638972018-12-15 20:50:19,084 epoch 60 - iter 1576/1974 - loss 0.342477188982018-12-15 20:50:53,802 epoch 60 - iter 1773/1974 - loss 0.347879458992018-12-15 20:51:29,300 epoch 60 - iter 1970/1974 - loss 0.349813769002018-12-15 20:51:30,203 ----------------------------------------------------------------------------------------------------9012018-12-15 20:51:30,204 EPOCH 60 done: loss 0.3499 - lr 0.1000 - bad epochs 19022018-12-15 20:53:02,395 TEST : loss 0.78570426 - f-score 0.8877 - acc 0.88779032018-12-15 20:53:02,395 ----------------------------------------------------------------------------------------------------9042018-12-15 20:53:02,618 epoch 61 - iter 0/1974 - loss 0.407447139052018-12-15 20:53:39,737 epoch 61 - iter 197/1974 - loss 0.355250189062018-12-15 20:54:14,586 epoch 61 - iter 394/1974 - loss 0.359701459072018-12-15 20:54:51,741 epoch 61 - iter 591/1974 - loss 0.363054229082018-12-15 20:55:25,262 epoch 61 - iter 788/1974 - loss 0.356055669092018-12-15 20:55:59,786 epoch 61 - iter 985/1974 - loss 0.355402299102018-12-15 20:56:34,069 epoch 61 - iter 1182/1974 - loss 0.355418149112018-12-15 20:57:08,620 epoch 61 - iter 1379/1974 - loss 0.347927769122018-12-15 20:57:45,730 epoch 61 - iter 1576/1974 - loss 0.349965769132018-12-15 20:58:20,858 epoch 61 - iter 1773/1974 - loss 0.349841399142018-12-15 20:58:56,449 epoch 61 - iter 1970/1974 - loss 0.350670659152018-12-15 20:58:56,952 ----------------------------------------------------------------------------------------------------9162018-12-15 20:58:56,952 EPOCH 61 done: loss 0.3504 - lr 0.1000 - bad epochs 09172018-12-15 21:00:30,462 TEST : loss 0.81526786 - f-score 0.8861 - acc 0.88619182018-12-15 21:00:30,462 ----------------------------------------------------------------------------------------------------9192018-12-15 21:00:30,699 epoch 62 - iter 0/1974 - loss 0.279367839202018-12-15 21:01:07,464 epoch 62 - iter 197/1974 - loss 0.344158609212018-12-15 21:01:43,742 epoch 62 - iter 394/1974 - loss 0.335691709222018-12-15 21:02:19,126 epoch 62 - iter 591/1974 - loss 0.334820799232018-12-15 21:02:53,984 epoch 62 - iter 788/1974 - loss 0.332924849242018-12-15 21:03:31,204 epoch 62 - iter 985/1974 - loss 0.341491499252018-12-15 21:04:08,511 epoch 62 - iter 1182/1974 - loss 0.343485169262018-12-15 21:04:43,076 epoch 62 - iter 1379/1974 - loss 0.343887509272018-12-15 21:05:16,746 epoch 62 - iter 1576/1974 - loss 0.341698139282018-12-15 21:05:51,890 epoch 62 - iter 1773/1974 - loss 0.343734369292018-12-15 21:06:27,599 epoch 62 - iter 1970/1974 - loss 0.346539859302018-12-15 21:06:28,096 ----------------------------------------------------------------------------------------------------9312018-12-15 21:06:28,096 EPOCH 62 done: loss 0.3465 - lr 0.1000 - bad epochs 19322018-12-15 21:08:01,569 TEST : loss 0.80671656 - f-score 0.8846 - acc 0.88469332018-12-15 21:08:01,570 ----------------------------------------------------------------------------------------------------9342018-12-15 21:08:01,821 epoch 63 - iter 0/1974 - loss 0.478957959352018-12-15 21:08:36,617 epoch 63 - iter 197/1974 - loss 0.334951449362018-12-15 21:09:14,304 epoch 63 - iter 394/1974 - loss 0.336032359372018-12-15 21:09:51,531 epoch 63 - iter 591/1974 - loss 0.341658839382018-12-15 21:10:27,343 epoch 63 - iter 788/1974 - loss 0.342446609392018-12-15 21:11:04,984 epoch 63 - iter 985/1974 - loss 0.344435409402018-12-15 21:11:38,923 epoch 63 - iter 1182/1974 - loss 0.345637529412018-12-15 21:12:12,892 epoch 63 - iter 1379/1974 - loss 0.344563519422018-12-15 21:12:49,424 epoch 63 - iter 1576/1974 - loss 0.344461509432018-12-15 21:13:25,354 epoch 63 - iter 1773/1974 - loss 0.342659489442018-12-15 21:14:00,152 epoch 63 - iter 1970/1974 - loss 0.343092139452018-12-15 21:14:00,688 ----------------------------------------------------------------------------------------------------9462018-12-15 21:14:00,689 EPOCH 63 done: loss 0.3429 - lr 0.1000 - bad epochs 09472018-12-15 21:15:33,033 TEST : loss 0.81883311 - f-score 0.8868 - acc 0.88689482018-12-15 21:15:33,034 ----------------------------------------------------------------------------------------------------9492018-12-15 21:15:33,370 epoch 64 - iter 0/1974 - loss 0.730406289502018-12-15 21:16:08,039 epoch 64 - iter 197/1974 - loss 0.343007059512018-12-15 21:16:45,410 epoch 64 - iter 394/1974 - loss 0.345056859522018-12-15 21:17:22,305 epoch 64 - iter 591/1974 - loss 0.335805349532018-12-15 21:17:59,242 epoch 64 - iter 788/1974 - loss 0.344251559542018-12-15 21:18:35,262 epoch 64 - iter 985/1974 - loss 0.344592999552018-12-15 21:19:10,271 epoch 64 - iter 1182/1974 - loss 0.342910709562018-12-15 21:19:44,334 epoch 64 - iter 1379/1974 - loss 0.346346419572018-12-15 21:20:19,061 epoch 64 - iter 1576/1974 - loss 0.346568099582018-12-15 21:20:53,461 epoch 64 - iter 1773/1974 - loss 0.347207509592018-12-15 21:21:27,456 epoch 64 - iter 1970/1974 - loss 0.347683519602018-12-15 21:21:27,983 ----------------------------------------------------------------------------------------------------9612018-12-15 21:21:27,983 EPOCH 64 done: loss 0.3477 - lr 0.1000 - bad epochs 09622018-12-15 21:22:59,833 TEST : loss 0.81064522 - f-score 0.8882 - acc 0.88839632018-12-15 21:22:59,834 ----------------------------------------------------------------------------------------------------9642018-12-15 21:23:00,040 epoch 65 - iter 0/1974 - loss 0.195133519652018-12-15 21:23:35,426 epoch 65 - iter 197/1974 - loss 0.345334929662018-12-15 21:24:11,737 epoch 65 - iter 394/1974 - loss 0.332944049672018-12-15 21:24:45,921 epoch 65 - iter 591/1974 - loss 0.328595509682018-12-15 21:25:21,983 epoch 65 - iter 788/1974 - loss 0.328226969692018-12-15 21:25:56,274 epoch 65 - iter 985/1974 - loss 0.332293049702018-12-15 21:26:31,125 epoch 65 - iter 1182/1974 - loss 0.335700999712018-12-15 21:27:05,701 epoch 65 - iter 1379/1974 - loss 0.336817879722018-12-15 21:27:43,189 epoch 65 - iter 1576/1974 - loss 0.337820809732018-12-15 21:28:18,415 epoch 65 - iter 1773/1974 - loss 0.337915189742018-12-15 21:28:53,133 epoch 65 - iter 1970/1974 - loss 0.338247589752018-12-15 21:28:53,676 ----------------------------------------------------------------------------------------------------9762018-12-15 21:28:53,676 EPOCH 65 done: loss 0.3381 - lr 0.1000 - bad epochs 19772018-12-15 21:30:26,261 TEST : loss 0.81230265 - f-score 0.8865 - acc 0.88669782018-12-15 21:30:26,262 ----------------------------------------------------------------------------------------------------9792018-12-15 21:30:26,482 epoch 66 - iter 0/1974 - loss 0.609536839802018-12-15 21:31:02,971 epoch 66 - iter 197/1974 - loss 0.339338589812018-12-15 21:31:39,782 epoch 66 - iter 394/1974 - loss 0.328977049822018-12-15 21:32:13,853 epoch 66 - iter 591/1974 - loss 0.328348539832018-12-15 21:32:48,482 epoch 66 - iter 788/1974 - loss 0.329360389842018-12-15 21:33:25,155 epoch 66 - iter 985/1974 - loss 0.339463579852018-12-15 21:33:59,293 epoch 66 - iter 1182/1974 - loss 0.341041489862018-12-15 21:34:35,294 epoch 66 - iter 1379/1974 - loss 0.341876929872018-12-15 21:35:09,355 epoch 66 - iter 1576/1974 - loss 0.341500929882018-12-15 21:35:44,530 epoch 66 - iter 1773/1974 - loss 0.341607889892018-12-15 21:36:19,416 epoch 66 - iter 1970/1974 - loss 0.339898079902018-12-15 21:36:19,880 ----------------------------------------------------------------------------------------------------9912018-12-15 21:36:19,880 EPOCH 66 done: loss 0.3399 - lr 0.1000 - bad epochs 09922018-12-15 21:37:52,829 TEST : loss 0.81380618 - f-score 0.8860 - acc 0.88609932018-12-15 21:37:52,830 ----------------------------------------------------------------------------------------------------9942018-12-15 21:37:53,064 epoch 67 - iter 0/1974 - loss 0.625716929952018-12-15 21:38:28,141 epoch 67 - iter 197/1974 - loss 0.330345899962018-12-15 21:39:01,988 epoch 67 - iter 394/1974 - loss 0.327977779972018-12-15 21:39:37,097 epoch 67 - iter 591/1974 - loss 0.329181249982018-12-15 21:40:11,017 epoch 67 - iter 788/1974 - loss 0.328029409992018-12-15 21:40:49,835 epoch 67 - iter 985/1974 - loss 0.3284978910002018-12-15 21:41:25,847 epoch 67 - iter 1182/1974 - loss 0.3278355710012018-12-15 21:42:02,184 epoch 67 - iter 1379/1974 - loss 0.3351942210022018-12-15 21:42:37,540 epoch 67 - iter 1576/1974 - loss 0.3393374810032018-12-15 21:43:13,641 epoch 67 - iter 1773/1974 - loss 0.3399259810042018-12-15 21:43:48,014 epoch 67 - iter 1970/1974 - loss 0.3411133310052018-12-15 21:43:48,552 ----------------------------------------------------------------------------------------------------10062018-12-15 21:43:48,552 EPOCH 67 done: loss 0.3411 - lr 0.1000 - bad epochs 110072018-12-15 21:45:27,195 TEST : loss 0.81875885 - f-score 0.8856 - acc 0.885610082018-12-15 21:45:27,196 ----------------------------------------------------------------------------------------------------10092018-12-15 21:45:27,431 epoch 68 - iter 0/1974 - loss 0.6263072510102018-12-15 21:46:03,849 epoch 68 - iter 197/1974 - loss 0.3445019310112018-12-15 21:46:38,524 epoch 68 - iter 394/1974 - loss 0.3386469810122018-12-15 21:47:14,418 epoch 68 - iter 591/1974 - loss 0.3364226010132018-12-15 21:47:49,025 epoch 68 - iter 788/1974 - loss 0.3357153910142018-12-15 21:48:25,147 epoch 68 - iter 985/1974 - loss 0.3313124010152018-12-15 21:49:00,531 epoch 68 - iter 1182/1974 - loss 0.3332202410162018-12-15 21:49:36,354 epoch 68 - iter 1379/1974 - loss 0.3325974110172018-12-15 21:50:13,645 epoch 68 - iter 1576/1974 - loss 0.3363361710182018-12-15 21:50:51,649 epoch 68 - iter 1773/1974 - loss 0.3372987110192018-12-15 21:51:25,641 epoch 68 - iter 1970/1974 - loss 0.3379479110202018-12-15 21:51:26,212 ----------------------------------------------------------------------------------------------------10212018-12-15 21:51:26,212 EPOCH 68 done: loss 0.3378 - lr 0.1000 - bad epochs 210222018-12-15 21:52:58,502 TEST : loss 0.78140670 - f-score 0.8883 - acc 0.888310232018-12-15 21:52:58,503 ----------------------------------------------------------------------------------------------------10242018-12-15 21:52:58,725 epoch 69 - iter 0/1974 - loss 0.0804487210252018-12-15 21:53:33,297 epoch 69 - iter 197/1974 - loss 0.3164393810262018-12-15 21:54:09,807 epoch 69 - iter 394/1974 - loss 0.3158498910272018-12-15 21:54:44,535 epoch 69 - iter 591/1974 - loss 0.3151798310282018-12-15 21:55:20,334 epoch 69 - iter 788/1974 - loss 0.3163086510292018-12-15 21:55:54,652 epoch 69 - iter 985/1974 - loss 0.3243609910302018-12-15 21:56:28,893 epoch 69 - iter 1182/1974 - loss 0.3232831610312018-12-15 21:57:05,196 epoch 69 - iter 1379/1974 - loss 0.3227760810322018-12-15 21:57:41,387 epoch 69 - iter 1576/1974 - loss 0.3252028210332018-12-15 21:58:16,813 epoch 69 - iter 1773/1974 - loss 0.3259195810342018-12-15 21:58:51,902 epoch 69 - iter 1970/1974 - loss 0.3280237510352018-12-15 21:58:52,567 ----------------------------------------------------------------------------------------------------10362018-12-15 21:58:52,567 EPOCH 69 done: loss 0.3279 - lr 0.1000 - bad epochs 010372018-12-15 22:00:26,504 TEST : loss 0.81875938 - f-score 0.8875 - acc 0.887510382018-12-15 22:00:26,505 ----------------------------------------------------------------------------------------------------10392018-12-15 22:00:26,748 epoch 70 - iter 0/1974 - loss 0.2953296310402018-12-15 22:01:01,706 epoch 70 - iter 197/1974 - loss 0.3307548710412018-12-15 22:01:36,426 epoch 70 - iter 394/1974 - loss 0.3173861010422018-12-15 22:02:14,595 epoch 70 - iter 591/1974 - loss 0.3232948710432018-12-15 22:02:49,645 epoch 70 - iter 788/1974 - loss 0.3278746010442018-12-15 22:03:26,142 epoch 70 - iter 985/1974 - loss 0.3286355010452018-12-15 22:04:02,940 epoch 70 - iter 1182/1974 - loss 0.3314886610462018-12-15 22:04:38,701 epoch 70 - iter 1379/1974 - loss 0.3334044310472018-12-15 22:05:13,997 epoch 70 - iter 1576/1974 - loss 0.3303683910482018-12-15 22:05:50,972 epoch 70 - iter 1773/1974 - loss 0.3336475510492018-12-15 22:06:25,730 epoch 70 - iter 1970/1974 - loss 0.3357995510502018-12-15 22:06:26,348 ----------------------------------------------------------------------------------------------------10512018-12-15 22:06:26,348 EPOCH 70 done: loss 0.3358 - lr 0.1000 - bad epochs 010522018-12-15 22:07:59,224 TEST : loss 0.80763340 - f-score 0.8866 - acc 0.886610532018-12-15 22:07:59,225 ----------------------------------------------------------------------------------------------------10542018-12-15 22:07:59,464 epoch 71 - iter 0/1974 - loss 0.3431431110552018-12-15 22:08:35,470 epoch 71 - iter 197/1974 - loss 0.3228687310562018-12-15 22:09:10,229 epoch 71 - iter 394/1974 - loss 0.3213907410572018-12-15 22:09:44,373 epoch 71 - iter 591/1974 - loss 0.3228574010582018-12-15 22:10:18,460 epoch 71 - iter 788/1974 - loss 0.3224179210592018-12-15 22:10:54,544 epoch 71 - iter 985/1974 - loss 0.3201923110602018-12-15 22:11:29,549 epoch 71 - iter 1182/1974 - loss 0.3192156510612018-12-15 22:12:04,934 epoch 71 - iter 1379/1974 - loss 0.3203688910622018-12-15 22:12:46,680 epoch 71 - iter 1576/1974 - loss 0.3213308110632018-12-15 22:13:22,643 epoch 71 - iter 1773/1974 - loss 0.3232640410642018-12-15 22:13:57,145 epoch 71 - iter 1970/1974 - loss 0.3284432610652018-12-15 22:13:57,898 ----------------------------------------------------------------------------------------------------10662018-12-15 22:13:57,898 EPOCH 71 done: loss 0.3284 - lr 0.1000 - bad epochs 110672018-12-15 22:15:32,257 TEST : loss 0.79671323 - f-score 0.8902 - acc 0.890210682018-12-15 22:15:32,258 ----------------------------------------------------------------------------------------------------10692018-12-15 22:15:32,484 epoch 72 - iter 0/1974 - loss 0.2112889310702018-12-15 22:16:07,446 epoch 72 - iter 197/1974 - loss 0.3238607210712018-12-15 22:16:44,193 epoch 72 - iter 394/1974 - loss 0.3265918910722018-12-15 22:17:21,110 epoch 72 - iter 591/1974 - loss 0.3368983710732018-12-15 22:17:57,187 epoch 72 - iter 788/1974 - loss 0.3354483910742018-12-15 22:18:32,030 epoch 72 - iter 985/1974 - loss 0.3314471710752018-12-15 22:19:09,008 epoch 72 - iter 1182/1974 - loss 0.3400195410762018-12-15 22:19:43,218 epoch 72 - iter 1379/1974 - loss 0.3391418110772018-12-15 22:20:18,157 epoch 72 - iter 1576/1974 - loss 0.3346159410782018-12-15 22:20:53,677 epoch 72 - iter 1773/1974 - loss 0.3317766610792018-12-15 22:21:30,138 epoch 72 - iter 1970/1974 - loss 0.3317360610802018-12-15 22:21:30,618 ----------------------------------------------------------------------------------------------------10812018-12-15 22:21:30,618 EPOCH 72 done: loss 0.3313 - lr 0.1000 - bad epochs 210822018-12-15 22:23:04,138 TEST : loss 0.80846620 - f-score 0.8909 - acc 0.890910832018-12-15 22:23:04,139 ----------------------------------------------------------------------------------------------------10842018-12-15 22:23:04,401 epoch 73 - iter 0/1974 - loss 0.3618561610852018-12-15 22:23:40,334 epoch 73 - iter 197/1974 - loss 0.3099108110862018-12-15 22:24:15,544 epoch 73 - iter 394/1974 - loss 0.3090867110872018-12-15 22:24:50,812 epoch 73 - iter 591/1974 - loss 0.3112770110882018-12-15 22:25:26,249 epoch 73 - iter 788/1974 - loss 0.3095688510892018-12-15 22:26:06,110 epoch 73 - iter 985/1974 - loss 0.3143742110902018-12-15 22:26:41,980 epoch 73 - iter 1182/1974 - loss 0.3112930110912018-12-15 22:27:16,040 epoch 73 - iter 1379/1974 - loss 0.3085895910922018-12-15 22:27:52,293 epoch 73 - iter 1576/1974 - loss 0.3105366710932018-12-15 22:28:29,558 epoch 73 - iter 1773/1974 - loss 0.3073243510942018-12-15 22:29:03,998 epoch 73 - iter 1970/1974 - loss 0.3048018710952018-12-15 22:29:04,537 ----------------------------------------------------------------------------------------------------10962018-12-15 22:29:04,537 EPOCH 73 done: loss 0.3049 - lr 0.0500 - bad epochs 010972018-12-15 22:30:36,491 TEST : loss 0.81224841 - f-score 0.8926 - acc 0.892610982018-12-15 22:30:36,491 ----------------------------------------------------------------------------------------------------10992018-12-15 22:30:36,710 epoch 74 - iter 0/1974 - loss 0.4714361111002018-12-15 22:31:11,911 epoch 74 - iter 197/1974 - loss 0.2732253611012018-12-15 22:31:48,046 epoch 74 - iter 394/1974 - loss 0.2976154411022018-12-15 22:32:25,610 epoch 74 - iter 591/1974 - loss 0.3049167611032018-12-15 22:33:02,770 epoch 74 - iter 788/1974 - loss 0.3053888711042018-12-15 22:33:37,830 epoch 74 - iter 985/1974 - loss 0.3048164811052018-12-15 22:34:13,129 epoch 74 - iter 1182/1974 - loss 0.3044811411062018-12-15 22:34:48,895 epoch 74 - iter 1379/1974 - loss 0.2995109611072018-12-15 22:35:23,308 epoch 74 - iter 1576/1974 - loss 0.3001246711082018-12-15 22:35:57,884 epoch 74 - iter 1773/1974 - loss 0.2998845211092018-12-15 22:36:32,509 epoch 74 - iter 1970/1974 - loss 0.2995139511102018-12-15 22:36:33,138 ----------------------------------------------------------------------------------------------------11112018-12-15 22:36:33,138 EPOCH 74 done: loss 0.2996 - lr 0.0500 - bad epochs 011122018-12-15 22:38:05,137 TEST : loss 0.81578976 - f-score 0.8905 - acc 0.890511132018-12-15 22:38:05,137 ----------------------------------------------------------------------------------------------------11142018-12-15 22:38:05,361 epoch 75 - iter 0/1974 - loss 0.0413425911152018-12-15 22:38:40,413 epoch 75 - iter 197/1974 - loss 0.2947151311162018-12-15 22:39:15,532 epoch 75 - iter 394/1974 - loss 0.2826172311172018-12-15 22:39:52,441 epoch 75 - iter 591/1974 - loss 0.2831146311182018-12-15 22:40:27,351 epoch 75 - iter 788/1974 - loss 0.2800369611192018-12-15 22:41:04,856 epoch 75 - iter 985/1974 - loss 0.2811775211202018-12-15 22:41:39,320 epoch 75 - iter 1182/1974 - loss 0.2804869111212018-12-15 22:42:13,252 epoch 75 - iter 1379/1974 - loss 0.2806808111222018-12-15 22:42:47,828 epoch 75 - iter 1576/1974 - loss 0.2806875811232018-12-15 22:43:21,893 epoch 75 - iter 1773/1974 - loss 0.2796810511242018-12-15 22:43:57,631 epoch 75 - iter 1970/1974 - loss 0.2811176011252018-12-15 22:43:58,183 ----------------------------------------------------------------------------------------------------11262018-12-15 22:43:58,183 EPOCH 75 done: loss 0.2814 - lr 0.0500 - bad epochs 011272018-12-15 22:45:30,465 TEST : loss 0.83781803 - f-score 0.8901 - acc 0.890111282018-12-15 22:45:30,466 ----------------------------------------------------------------------------------------------------11292018-12-15 22:45:30,692 epoch 76 - iter 0/1974 - loss 0.1702935411302018-12-15 22:46:08,975 epoch 76 - iter 197/1974 - loss 0.2816100411312018-12-15 22:46:43,403 epoch 76 - iter 394/1974 - loss 0.2757943011322018-12-15 22:47:18,490 epoch 76 - iter 591/1974 - loss 0.2761281011332018-12-15 22:47:53,017 epoch 76 - iter 788/1974 - loss 0.2688868711342018-12-15 22:48:27,911 epoch 76 - iter 985/1974 - loss 0.2657606211352018-12-15 22:49:03,165 epoch 76 - iter 1182/1974 - loss 0.2687843611362018-12-15 22:49:39,078 epoch 76 - iter 1379/1974 - loss 0.2733211211372018-12-15 22:50:15,228 epoch 76 - iter 1576/1974 - loss 0.2753110411382018-12-15 22:50:48,768 epoch 76 - iter 1773/1974 - loss 0.2742676311392018-12-15 22:51:23,278 epoch 76 - iter 1970/1974 - loss 0.2741033311402018-12-15 22:51:24,616 ----------------------------------------------------------------------------------------------------11412018-12-15 22:51:24,616 EPOCH 76 done: loss 0.2739 - lr 0.0500 - bad epochs 011422018-12-15 22:52:58,080 TEST : loss 0.85818881 - f-score 0.8906 - acc 0.890711432018-12-15 22:52:58,080 ----------------------------------------------------------------------------------------------------11442018-12-15 22:52:58,270 epoch 77 - iter 0/1974 - loss 0.1126198811452018-12-15 22:53:33,331 epoch 77 - iter 197/1974 - loss 0.2848223511462018-12-15 22:54:09,744 epoch 77 - iter 394/1974 - loss 0.2727539411472018-12-15 22:54:44,215 epoch 77 - iter 591/1974 - loss 0.2751779711482018-12-15 22:55:20,009 epoch 77 - iter 788/1974 - loss 0.2743683811492018-12-15 22:55:54,905 epoch 77 - iter 985/1974 - loss 0.2732121311502018-12-15 22:56:32,249 epoch 77 - iter 1182/1974 - loss 0.2732100611512018-12-15 22:57:09,015 epoch 77 - iter 1379/1974 - loss 0.2753725111522018-12-15 22:57:43,070 epoch 77 - iter 1576/1974 - loss 0.2774544411532018-12-15 22:58:16,373 epoch 77 - iter 1773/1974 - loss 0.2773463211542018-12-15 22:58:51,345 epoch 77 - iter 1970/1974 - loss 0.2782357911552018-12-15 22:58:51,939 ----------------------------------------------------------------------------------------------------11562018-12-15 22:58:51,939 EPOCH 77 done: loss 0.2784 - lr 0.0500 - bad epochs 011572018-12-15 23:00:24,792 TEST : loss 0.83054686 - f-score 0.8907 - acc 0.890711582018-12-15 23:00:24,793 ----------------------------------------------------------------------------------------------------11592018-12-15 23:00:25,055 epoch 78 - iter 0/1974 - loss 0.4138866711602018-12-15 23:01:01,706 epoch 78 - iter 197/1974 - loss 0.2521323211612018-12-15 23:01:36,332 epoch 78 - iter 394/1974 - loss 0.2494787111622018-12-15 23:02:12,703 epoch 78 - iter 591/1974 - loss 0.2532221311632018-12-15 23:02:47,934 epoch 78 - iter 788/1974 - loss 0.2572239411642018-12-15 23:03:23,575 epoch 78 - iter 985/1974 - loss 0.2626637511652018-12-15 23:03:59,924 epoch 78 - iter 1182/1974 - loss 0.2626621811662018-12-15 23:04:36,146 epoch 78 - iter 1379/1974 - loss 0.2606778611672018-12-15 23:05:12,940 epoch 78 - iter 1576/1974 - loss 0.2640047911682018-12-15 23:05:46,862 epoch 78 - iter 1773/1974 - loss 0.2692582311692018-12-15 23:06:21,916 epoch 78 - iter 1970/1974 - loss 0.2688634911702018-12-15 23:06:22,395 ----------------------------------------------------------------------------------------------------11712018-12-15 23:06:22,395 EPOCH 78 done: loss 0.2689 - lr 0.0500 - bad epochs 111722018-12-15 23:07:55,303 TEST : loss 0.85356486 - f-score 0.8928 - acc 0.892811732018-12-15 23:07:55,304 ----------------------------------------------------------------------------------------------------11742018-12-15 23:07:55,571 epoch 79 - iter 0/1974 - loss 0.2647285811752018-12-15 23:08:29,400 epoch 79 - iter 197/1974 - loss 0.2255972011762018-12-15 23:09:02,985 epoch 79 - iter 394/1974 - loss 0.2442539111772018-12-15 23:09:37,996 epoch 79 - iter 591/1974 - loss 0.2504910211782018-12-15 23:10:14,179 epoch 79 - iter 788/1974 - loss 0.2585493811792018-12-15 23:10:51,261 epoch 79 - iter 985/1974 - loss 0.2582061311802018-12-15 23:11:27,492 epoch 79 - iter 1182/1974 - loss 0.2575510911812018-12-15 23:12:02,579 epoch 79 - iter 1379/1974 - loss 0.2571722411822018-12-15 23:12:37,675 epoch 79 - iter 1576/1974 - loss 0.2594991511832018-12-15 23:13:15,268 epoch 79 - iter 1773/1974 - loss 0.2576499511842018-12-15 23:13:53,889 epoch 79 - iter 1970/1974 - loss 0.2604935811852018-12-15 23:13:54,483 ----------------------------------------------------------------------------------------------------11862018-12-15 23:13:54,483 EPOCH 79 done: loss 0.2606 - lr 0.0500 - bad epochs 011872018-12-15 23:15:28,167 TEST : loss 0.89341372 - f-score 0.8891 - acc 0.889111882018-12-15 23:15:28,168 ----------------------------------------------------------------------------------------------------11892018-12-15 23:15:28,393 epoch 80 - iter 0/1974 - loss 0.2224896011902018-12-15 23:16:04,872 epoch 80 - iter 197/1974 - loss 0.2446275411912018-12-15 23:16:41,174 epoch 80 - iter 394/1974 - loss 0.2449589411922018-12-15 23:17:15,881 epoch 80 - iter 591/1974 - loss 0.2477970311932018-12-15 23:17:51,605 epoch 80 - iter 788/1974 - loss 0.2501148611942018-12-15 23:18:27,148 epoch 80 - iter 985/1974 - loss 0.2504901811952018-12-15 23:19:02,353 epoch 80 - iter 1182/1974 - loss 0.2503787411962018-12-15 23:19:37,575 epoch 80 - iter 1379/1974 - loss 0.2480289711972018-12-15 23:20:15,369 epoch 80 - iter 1576/1974 - loss 0.2497022811982018-12-15 23:20:50,743 epoch 80 - iter 1773/1974 - loss 0.2534851811992018-12-15 23:21:25,568 epoch 80 - iter 1970/1974 - loss 0.2555975312002018-12-15 23:21:26,064 ----------------------------------------------------------------------------------------------------
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